125
Transcriptional Silencing Dynamics at the Single-Cell Level by Erin Asayo Osborne A dissertation submitted in partial satisfaction of the requirements for the degree of Doctor of Philosophy in Plant and Microbial Biology in the Graduate Division of the University of California, Berkeley Committee in charge: Professor Jasper Rine, Co-Chair Professor Brian Staskawicz, Co-Chair Professor W. Zaccheus Cande Professor Caroline Kane Spring 2010

Transcriptional Silencing Dynamics at the Single-Cell Level

  • Upload
    others

  • View
    7

  • Download
    0

Embed Size (px)

Citation preview

Page 1: Transcriptional Silencing Dynamics at the Single-Cell Level

Transcriptional Silencing Dynamics at the Single-Cell Level

by

Erin Asayo Osborne

A dissertation submitted in partial satisfaction of the

requirements for the degree of

Doctor of Philosophy

in

Plant and Microbial Biology

in the

Graduate Division

of the

University of California, Berkeley

Committee in charge:Professor Jasper Rine, Co-Chair

Professor Brian Staskawicz, Co-ChairProfessor W. Zaccheus Cande

Professor Caroline Kane

Spring 2010

Page 2: Transcriptional Silencing Dynamics at the Single-Cell Level

Transcriptional Silencing Dynamics at the Single-Cell Level

Copyright 2010

by

Erin Asayo Osborne

Page 3: Transcriptional Silencing Dynamics at the Single-Cell Level

1

Abstract

Transcriptional Silencing Dynamics at the Single-Cell Level

by

Erin Asayo Osborne

Doctor of Philosophy in Plant and Microbial Biology

University of California, Berkeley

Professor Jasper Rine, Chair

Single-celled microbes have been the darlings of scientific study for many decades. Thefacility with which they can be grown in large batch culture has secured their historicpopularity in biochemical and molecular biology studies. With ease, a researcher canharvest 107 yeast cells, grind them into a pulp, and survey their collective mRNAcontent or protein populations. We have learned much from this practice as anycursory glance through a textbook on modern biology will attest. But what have wemissed?

In this dissertation, I describe my single-cell approach to understanding geneexpression changes in the yeast Saccharomyces cerevisiae. Gene expression in thisorganism is influenced by a number of activating and repressive processes, one ofwhich is transcriptional silencing, a regional form of repression. Silencing, thoughknown to be constitutive in S. cereivsiae, can be induced into a facultative statethereby serving as a valuable model system for the more dynamic heterochromatin ofhigher eukaryotes. For my dissertation, I took the yeast out of the test tube, out oflarge populations, and studied the process of silencing establishment at the individualcell level.

To better understand single-cell dynamics of silencing establishment, I developeda phenotype-based assay of functional silencing in individual cells. This technique,called the pedigree assay, was used to measure the speed of silencing establishmentresulting in a phenotypic change–an alteration of cell identity, or mating-type. In thiscontext, I discovered that silencing can occur within just two cell divisions, a muchshorter timeline than previously inferred from batch culture studies. In addition, Inoted variation among individuals and discovered that a cell’s history influences si-lencing kinetics. That is, daughter cells are slightly more apt to establish silencing

Page 4: Transcriptional Silencing Dynamics at the Single-Cell Level

2

prior to their mother. In addition, I found that cells lacking specific histone methyl-transferase enzymes are expeditious in silencing establishment compared to wild-typecells. This finding bolstered the hypothesis that removal of the histone methylationmarks associated with euchromatin is a fundamental step in the process of silencingestablishment.

To better understand the mechanism by which a key methyltransferase, Dot1, im-pacts the rate of silencing establishment, I developed a second, complementary assayfor surveying expression dynamics in single cells using a destabilized green fluorescentprotein (GFP) marker housed at a silencing-sensitive locus. By measuring the GFPfluorescence intensity of cells as they established silencing, I tested two hypothesesexplaining the mechanism by which Dot1 may antagonize silencing establishment.Dot1 is known to methylate histone H3 lysine 79 (H3 K79), a mark associated witheuchromatin that is thought to prevent or reduce Sir protein binding within tran-scribed genes. However, recently Dot1 protein was also shown to compete with acritical silencing protein, Sir3, for a binding site on histone H4. Therefore, Dot1 mayimpact silent chromatin formation via two routes. Using a series of dot1 mutantsand histone mutants, I found that Dot1’s impact on one silencing-sensitive locus wassolely dependent on H3 K79 methyl status and was independent of the overall concen-trations of the protein itself. This result is important because it illustrated how Dot1impacted silent chromatin formation and also implies a difference between Dot1’seffet at the mating-type locus (I measured) and at telomeres (previously reported).

An advantage of the GFP reporter system is that it can easily be coupled withautomated microscopy techniques to constantly monitor gene expression and silenc-ing establishment over time. By doing so, I noticed considerable variability in geneexpression at silencing-sensitive loci under unsilenced conditions. I ruled out thepossibility that such variability is cell-cycle-dependent. Therefore, it is likely thatvariability of expression at this locus is due to microenvironmental response and/orto stochasticity in transcription. I also confirmed that daughter cells are slightlymore likely to establish silencing prior to mother cells. These two findings can serveas a starting point for future studies aimed at better understanding expression vari-ation, mechanisms of silent chromatin replication, and the asymmetrical partitioningof chromatin between the mother cell and the developing bud.

Our current understanding of silencing is littered with players—proteins, smallmolecules, and post-translational modifications that influence silencing chromatinformation. However, our model is still incomplete as indicated by a long-standing co-nundrum in the field. It is known that the catalytically active member of the silencingcomplex, Sir2, is required to deacetylate a key residue on histone H4 (H4 K16). How-ever, pre-emptive removal of this mark does not rescue silencing in a cell containing acatalytically inactive sir2 (sir2-345 ) despite the fact that sir2-345 can associate withother complex members. It is highly possible that Sir2 has other substrates or that a

Page 5: Transcriptional Silencing Dynamics at the Single-Cell Level

3

small molecule by-product of Sir2 catalysis is also required for silencing. I sought todiscover missing pieces of our model using both targeted and unbiased approaches.Through this effort, I discovered that histone acetylation on H3 K56 catalyzed byRtt109 plays a role in antagonizing silencing formation, particularly in cells that lackH4 K16 acetylation (due to sas2∆) and contain the sir2-345 mutation. Moreover,I organized a screen aimed at identifying novel genome-wide mutations capable ofrestoring silencing in the sir2-345 sas2∆ background. This unbiased approach wassuccessful in identifying a collection of mutants capable of recovering silencing in thatbackground. The study of these mutants will continue in the lab, ad it will be in-teresting to learn their causal mutations as their identities are likely to bridge ourunderstanding of silencing establishment and Sir2 biology.

Page 6: Transcriptional Silencing Dynamics at the Single-Cell Level

i

Contents

Contents i

List of Figures iv

List of Tables vi

1 Silencing, chromatin, and gene expression dynamics – an introduc-tion 11.1 Silencing in yeast: a microcosmic view into chomatin . . . . . . . . . 2

1.1.1 Cell identity depends on silencing . . . . . . . . . . . . . . . . 21.1.2 Properties of silenced loci . . . . . . . . . . . . . . . . . . . . 31.1.3 The establishment of silencing . . . . . . . . . . . . . . . . . . 51.1.4 Silencing dynamics . . . . . . . . . . . . . . . . . . . . . . . . 71.1.5 New ideas and unanswered questions in the silencing field . . . 8

1.2 The Chromatin Landscape . . . . . . . . . . . . . . . . . . . . . . . . 81.2.1 The shape of chromatin . . . . . . . . . . . . . . . . . . . . . 81.2.2 Silencing and histone acetylation . . . . . . . . . . . . . . . . 91.2.3 Silent chromatin and histone methylation . . . . . . . . . . . . 101.2.4 Silent chromatin and nucleosome positioning . . . . . . . . . . 11

1.3 One cell at a time . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 141.3.1 Individuality within large clonal populations . . . . . . . . . . 141.3.2 Single-cell dynamics in yeast . . . . . . . . . . . . . . . . . . . 14

1.4 Everything converges on mating type . . . . . . . . . . . . . . . . . . 15

2 The Establishment of Gene Silencing at Single-Cell Resolution 172.1 Abstract . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 182.2 Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 182.3 Materials and Methods . . . . . . . . . . . . . . . . . . . . . . . . . . 202.4 Results . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 25

2.4.1 A pedigree assay revealed the kinetics of silencing establishment 25

Page 7: Transcriptional Silencing Dynamics at the Single-Cell Level

ii

2.4.2 Sir3 was not limiting for the establishment of silencing . . . . 292.4.3 Chromatin-modifying enzymes impacted the kinetics of silenc-

ing establishment . . . . . . . . . . . . . . . . . . . . . . . . . 292.5 Discussion . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 35

2.5.1 The establishment of silencing as measured by a phenotype . . 352.5.2 The pattern of silencing establishment within a pedigree . . . 382.5.3 Chromatin modification and silencing establishment . . . . . . 38

3 H3 K79 methylation status impacts the rate of silencing establish-ment 403.1 Abstract . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 413.2 Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 413.3 Materials and Methods . . . . . . . . . . . . . . . . . . . . . . . . . . 433.4 Results . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 47

3.4.1 The kinetics of silent chromatin formation . . . . . . . . . . . 473.4.2 Mechanisms of Dot1 antagonism on silencing . . . . . . . . . . 513.4.3 Cell Cycle Dynamics and Silencing Establishment . . . . . . . 53

3.5 Discussion . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 593.5.1 Dot1 antagonized silencing through H3 K79 methyl status. . . 593.5.2 Cell cycle and cell history impacts on silencing . . . . . . . . . 62

4 Addressing a long standing conundrum in Sir2 biology 644.1 Abstract . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 654.2 Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 65

4.2.1 Sir2, a key histone deacetylase in silencing . . . . . . . . . . . 654.2.2 A missing piece in the Sir2-Sas2 partnership . . . . . . . . . . 664.2.3 Potential missing pieces in silencing . . . . . . . . . . . . . . . 674.2.4 The histone acetylation hypothesis . . . . . . . . . . . . . . . 694.2.5 The AAR moiety hypothesis . . . . . . . . . . . . . . . . . . . 69

4.3 Materials and Methods . . . . . . . . . . . . . . . . . . . . . . . . . . 714.4 Results . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 76

4.4.1 Rtt109 contribution to silent chromatin formation . . . . . . . 764.4.2 Esa1? . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 774.4.3 Sir3 mutation experiment . . . . . . . . . . . . . . . . . . . . 774.4.4 The Screen . . . . . . . . . . . . . . . . . . . . . . . . . . . . 79

4.5 Discussion . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 804.5.1 A role for H3 K56 in silencing . . . . . . . . . . . . . . . . . . 804.5.2 Forward genetic screens show promise . . . . . . . . . . . . . . 844.5.3 Future directions - Cloning and Complementation . . . . . . . 844.5.4 Future directions - Characterization . . . . . . . . . . . . . . . 85

Bibliography 86

Page 8: Transcriptional Silencing Dynamics at the Single-Cell Level

iii

A Rap1 binding site switcheroo 101A.1 Introduction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 102A.2 Materials and Methods . . . . . . . . . . . . . . . . . . . . . . . . . . 103A.3 Results . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 106

A.3.1 The two different Rap1 binding sites are both capable of pro-moting silencing at HMR . . . . . . . . . . . . . . . . . . . . . 106

A.3.2 The Rap1 genomic binding site at HMR-E improves silencingin the sir1 cells. . . . . . . . . . . . . . . . . . . . . . . . . . . 108

A.4 Discussion . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 108

Page 9: Transcriptional Silencing Dynamics at the Single-Cell Level

iv

List of Figures

1.1 The mating-type loci of chromosome III . . . . . . . . . . . . . . . . 41.2 The classic model of silencing establishment. . . . . . . . . . . . . . . 6

2.1 A pedigree assay to measure the establishment of silencing . . . . . . 272.2 Silencing establishment as measured by the pedigree assay . . . . . . 282.3 Sir3 overexpression studies in the pedigree assay . . . . . . . . . . . . 302.4 Silencing establishment dynamics in cells lacking specific chromatin

modifiers . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 312.5 Mosaic plots of pedigree pattern versus genotype . . . . . . . . . . . . 322.6 A targeted screen of jumonji mutants . . . . . . . . . . . . . . . . . . 342.7 Loss of DOT1 enhanced the sir1∆ loss-of-silencing phenotype. . . . . 36

3.1 The expression status of HML as visualized using fluorescent markers 493.2 The establishment of silencing as visualized by flow cytometry. . . . . 503.3 Overexpression of catalytically dead and catalytically active dot1/DOT1. 523.4 Dot1 antagonized silencing through H3 K79 methylation. . . . . . . . 543.5 Transcriptional variation and GFP degradation. . . . . . . . . . . . . 553.6 Establishment of silencing over time as visualized continuously by quan-

titative microscopy. . . . . . . . . . . . . . . . . . . . . . . . . . . . . 573.7 Variation in gene expression as correlated with cell cycle phase . . . . 583.8 Examples of silencing establishment in mother/daughter pairs. . . . . 60

4.1 The deacetylation reaction catalyzed by Sir2 . . . . . . . . . . . . . . 684.2 Mating ability of sas2∆ sir2cat− cells with and without RTT109 . . . 784.3 Mutants capable of restoring silencing in a sas2∆ sir2cat− background 814.4 Testing for dominance in recovered mutants . . . . . . . . . . . . . . 82

A.1 Conservation of HMR-E Rap1 and Abf1 binding sites in sensu strictospecies. . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 104

A.2 Establishment of silencing in cells containing two different Rap bindingsequences at HMR-E . . . . . . . . . . . . . . . . . . . . . . . . . . . 107

Page 10: Transcriptional Silencing Dynamics at the Single-Cell Level

v

A.3 HMR-E DNA recovered from Rap1-Myc chromatin immunoprecipitation109A.4 The effects of switching Rap1 binding sites on HMR-a1 expression in

sir1∆ sensitized backgrounds. . . . . . . . . . . . . . . . . . . . . . . 110

Page 11: Transcriptional Silencing Dynamics at the Single-Cell Level

vi

List of Tables

1.1 Histone modifications and their known function in Saccharomyces cere-visiae . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 12

2.1 Yeast strains used in Chapter 2 . . . . . . . . . . . . . . . . . . . . . 212.2 Oligos used in Chapter 2 . . . . . . . . . . . . . . . . . . . . . . . . . 23

3.1 Yeast strains used in Chapter 3 . . . . . . . . . . . . . . . . . . . . . 443.2 Plasmids used in Chapter 3 . . . . . . . . . . . . . . . . . . . . . . . 45

4.1 Yeast strains used in Chapter 4 . . . . . . . . . . . . . . . . . . . . . 724.2 Plasmids used in Chapter 4 . . . . . . . . . . . . . . . . . . . . . . . 744.3 Oligos used in Chapter 4 . . . . . . . . . . . . . . . . . . . . . . . . . 744.4 Mutants capable of restoring silencing at HML and/or at HMR . . . 83

A.1 Yeast strains used in Appendix A . . . . . . . . . . . . . . . . . . . . 105A.2 Oligos used in Appendix A . . . . . . . . . . . . . . . . . . . . . . . . 105

Page 12: Transcriptional Silencing Dynamics at the Single-Cell Level

vii

Acknowledgments

There is no way this document would exist without my advisor, Dr. Jasper Rine.Because of his tremendous support, constant goading, eternal curiosity, not to mentionhis penchant for betting, this project came into fruition. I will always treasure ourmany conversations, his highly quotable aphorisms, and our friendship.

I would never have survived graduate school without the Rine Lab members. OK,maybe there is a chance I would have eventually made it through, but not without anyof the excitement on both the scientific and the social fronts. Dr. Brandon Davies,Dr. Josh Babiarz, Dr. Bilge Ozaydin, Dr. Lenny Teytelman, and Dr. Oliver Zillwere among my first mentors and colleagues. Thank you for teaching me the in’s andout’s of yeast biology. Thanks to everyone in the lab for making it an up-beat, funny,and engaging place to spend (lots of) time every day.

Sometimes we are struck with incredible luck where random and disparate piecesfall into place to create an experience of lucky perfection. This is the story of the PMBMonkeys, the incoming class of 1994. Each student delivered their unique personalstyle to the business of getting really pumped about science. In essence, MichellePerl, Amy Harris, Dr. Annette Angus, Dr. Chris Hale, Dr. Cameron Thrash, Dr.Dara Goodheart, Dr. Audrey Parangan, Dr. Rachel Okrent, Dr. Xander Jones, Dr.Matthew Melnicki, and Dr. Henning Kirst became every science nerd’s dream team.

My qualifying committee really cheered me through my exams. Dr. Sheng Luan,Dr. Caroline Kane, Dr. Jay Hollick, and Dr. Karsten Weis asked the hard questionsthat kept me thinking for years to come. And my qualifying committee helped thiswhole project come together without letting me fall apart. Dr. Caroline Kane (again),Dr. Brian Staskawicz, and Dr. Zac Cande have been phenomenal in steering me tomy goals, pointing out things I overlooked, and inspiring me to always be amazed.

One of the things I discovered during graduate school is that mentoring is hardwork. Jasper makes it look easy, but it is more of an art than a science—one I willneed to practice more before gaining any proficiency. For this reason, I thank mymentees, Jane O, Elsa Tretter, and Michael Sanchez for their patience.

This work would not exist were it not for the overwhelming hospitality of so manylabs. Without their open arms, I would not have gained the knowledge, skill, orinstrument time required for Chapter 3. Thanks so much to Dr. David Drubin andDr. Hector Nolla. I need to say a most overt thank you to Dr. Yasushi Hiraoka, Dr.Tokuko Haraguchi and all of my colleagues at the University of Osaka and the KobeAdvanced Research Center. I had the time of my life in Kobe during the summerof 2009. They housed me, trained me, made me feel ever so welcome, and patientlystruggled to understand my broken Japanese.

I was so happy to discover that the chromatin and transcriptional regulation

Page 13: Transcriptional Silencing Dynamics at the Single-Cell Level

viii

communities are a friendly and collaborative bunch. Specifically, Dr. Eugenia Xu,Dr. James Broach, Dr. Dan Gottschling, Dr. Fred van Leeuwen, Dr. Scott Briggs,and Dr. Jeremy Thorner were gracious in their donations of antibodies and plasmidsused in my experiments. Thanks guys!

Science is a demanding mistress and often keeps us at the bench for long hoursaway from the ones we love, ones who may not be scientists themselves and thereforemay not comprehend why we are absent so long between visits. For this reason, Ithank my family and friends for all their support and understanding. Thanks to Dr.Sharon Ungersma and Dr. Thaddeus Ladd. Thanks to my San Jose Homies, theStanford crew, my fellow SC alums, and my newfound Berkeley buds.

I am lucky enough to have hundreds of relatives who are always taking care ofme. Thanks to the Kitamuras, Higashis, Shigemasas, Okis, Uyedas, van Klaverens,Foxkins, Everetts, Arthurs, and Osbornes for all the love. Thanks to Koichi andfamily in Osaka for making me feel right at home. Thank you, Dad, Jaio, and Haizeafor all your support, and your genuine interest in my work. Thanks so much, Mom,for the Mexican get-aways and for keeping everything in perspective with just oneof your effervescent laughs. Thanks Amy, Mike, Tyler Toshi, and Brody for givingme a weekend home when my apartment felt so small and lonely. Thanks, Lindy, forkeeping in such good touch.

And thanks so much to the Nishimura clan for taking me in. And thanks especiallyto wonderful Dr. Marc Nishimura. This experience kept us very far apart for so long.Thank you for being so patient. You have been an inspiration to me the whole waythrough.

But really, mostly, I am forever indebted to the natural world for providing suchvaried mysteries of exquisite elaborateness and artful, oftentimes zany, design. Hap-pily, the universe and her multitude of curiosities will keep me fascinated and enter-tained long after the submission of this dissertation. So, thanks.

Page 14: Transcriptional Silencing Dynamics at the Single-Cell Level

1

Chapter 1

Silencing, chromatin, and gene

expression dynamics – an

introduction

Page 15: Transcriptional Silencing Dynamics at the Single-Cell Level

2

The adult human body contains roughly 100 trillion cells each with a specificidentity suited for the organ or tissue in which they reside [1]. What enables aliver cell to produce the shape and biochemistry specific to its job of breaking downtoxins? What separates this liver cell’s lifestyle from that of a stem cell only afew inches away, dividing rapidly to produce new tissue? Each cell contains thesame complement of genomic information housed in their respective nuclei, and yet,dependent on their identity, that information is accessed and utilized in different ways.Though these questions are inspired by the awesome complexity of multicellular bodyplans, the principles driving this issue can be addressed with enviable ease in single-celled eukaryotes such as the budding yeast Saccharomyces cerevisiae. Haploid yeastcells exist in either a or α mating-types though they contain genetic informationrequired for both cell types. Indeed, complex mechanisms for specifying cell identityare common throughout the eukaryote clade.

In yeast, the genes critical for specifying mating-type identity are subject to tran-scriptional silencing. This form of regional gene repression has classically been stud-ied at the population level in yeast cells, such as a colony or liquid culture. For thiswork, I have undertaken a single-cell approach to understanding how transcriptionalsilencing contributes to gene expression and cell identity. As an introduction to thisdissertation, this chapter includes a brief description into the current understandingof yeast transcriptional silencing, followed by an overview of the chromatin biologyof silencing, and closing with a few words on research at the single-cell level today.

1.1 Silencing in yeast: a microcosmic view into

chomatin

The yeast S. cerevisiae is a classic model for elucidating principles of gene expres-sion [2]. The discovery that mating-type identity in the single-celled fungus is medi-ated by a mechanism called transcriptional silencing established yeast as a premiermodel for understanding regional repression [3]. Transcriptional silencing shares sev-eral features with heterochromatin of multicellular eukaryotes. Though the proteinspivotal for transcriptional silencing in S. cerevisiae are distinct from those required forheterochromatin in other taxa, the high conservation of histones and the invarianceof DNA itself constrains the evolution of transcription and repression mechanisms.

1.1.1 Cell identity depends on silencing

The mating type of a haploid yeast is either one of two types–a or α–and isspecified by the allele at the MAT locus. Interestingly, extra copies of both alleles,those for a-mating type and α-mating type, are located in additional loci on the

Page 16: Transcriptional Silencing Dynamics at the Single-Cell Level

3

same chromosome but are unexpressed at these loci (Figure 1.1) [4]. In a hallmarkscreen aimed at identifying proteins required for this silent state, a class of proteinscalled the Sir (Silent information regulatory) proteins were identified to be critical orimportant [3, 5–7]. The four proteins, as assayed by chromatin immunoprecipitation(ChIP) studies, are found throughout the HML and HMR regions with their highestenrichment at the flanking regulatory sites of those loci and at the internal proto-silencer of HML [8]. In addition to the Sir proteins, regulatory sequences flanking eachlocus are instructive in defining and promoting silenced chroatin (Figure 1.1). Inter-estingly, an ARS (Autonomously Replicating Sequence) Consensus Sequence (ACS)and transcription factor binding sites housed within each of these sites recruit theORC complex, Rap1, and/or Abf1. It is curious even to this day how two proteinstypically recruited for gene activation along with a protein complex usually associ-ated with DNA replication work together to promote transcriptional silencing in thiscontext. [9].

1.1.2 Properties of silenced loci

The molecular differences between the MAT locus and the HML and HMR locihave been described, yet it is often difficult to determine whether these characteristicsare causes or consequences of their respective expression states. As mentioned above,the HML and HMR regions contain Rap1 and Abf1 preferentially at the silencerswhile Sir1, Sir2, Sir3, Sir4, and ORC localize across the entire regions. In addition,despite the exclusion of restriction enzymes from accessing the silenced loci relativeto the MAT locus, some basal transcription machinery retains access to the promoterregions [10]. Therefore, the mechanism by which transcription is prevented likelyoccurs at a multiple levels, both by restricting access of the Pol II complex andby inhibiting polymerization activity itself. Either contributing to the silent stateor because of it, the nucleosomes at silenced regions lack specific methylation andacetylation modifications on their histones [11,12]. This is in contrast to nucleosomesin transcribed regions, which are rich in acetylation and methylation modifications,especially on H3 and H4 histone tails. In some higher eukaryotes, the heterochromaticstate is correlated with methylation at H3 K9 and H3 K20 or H3 K27. However, S.cerevisiae lacks methylation at these loci and lacks the enzymes required to placethose methyl marks.

Using MNase protection assays, the positioning of nucleosomes at MAT, HML,and HMR have been characterized revealing that nucleosomes in silenced loci areevenly spaced with particular regularity [12–14]. The higher-order, crystal structureof silenced chromatin remains elusive. Though it is tempting to imagine that silencedregions are highly condensed as are their heterochromatin counterparts in flies ormammals, there is at best conflicting evidence for this belief. However, recent ex-

Page 17: Transcriptional Silencing Dynamics at the Single-Cell Level

4

MATHML HMR

a1a1α1α2

RAP1 ACS

ABF1 ACS

RAP1ACS

ABF1 ACS

ABF1

Chromosome III

2.9 kb 1.9 kb

Figure 1.1: The mating-type loci of chromosome III. Mating-type alleles areexpressed at the MAT locus and reside in the unexpressed HML and HMR loci.Silencers flanking the unexpressed loci contain binding sites for ORC (ACS), Abf1,or Rap1.

Page 18: Transcriptional Silencing Dynamics at the Single-Cell Level

5

periments using chromosome capture have shown long range association between thesilencer regions of HML and HMR in both cis and in trans consistent with models ofhigher-order condensation or looping [15,16].

Within the nucleus, the silenced HML and HMR loci are preferentially located nearthe nuclear periphery but away from nuclear pore complexes, whereas the MAT locuspreferentially locates near nuclear pore complexes. However, peripheral tethering doesnot cause silencing nor does disruption of tethering lead to loss of silencing [17, 18]calling into question the functional significance of subnuclear localization.

To date, many molecular properties of chromatin at the silenced HML and HMRloci have been contrasted with properties at the expressed MAT locus. The differ-ences reveal conserved properties of heterochromatin and euchromatin throughoutthe eurkaryotic clade and have illustrated clear links between gene expression statusand chromatin characteristics.

1.1.3 The establishment of silencing

To better model dynamics of heterochromatin formation and loss, HMR and HMLcan be engineered into a facultative silenced state. Though silencing is typically con-stitutive in all known conditions, it can be turned on and off using conditional Siralleles, selective Sir2 inhibitors, or semi-stable sir mutants. The de novo establish-ment and loss of silencing has been studied using these techniques.

Upon induction of an inducible Sir protein, an ordered association of the Sirproteins with the silenced locus occurs (Figure 1.2). In the absence of other silencerproteins, Sir1 and Sir4 can associate with the flanking silencer regions [8, 19]. Theseassociations are driven by Sir1’s affinity for Orc1 located at the silencers [20–23],Sir4’s affinity for Rap1 [24,25], and Sir1 and Sir4’s mutual interactions [20]. When allproteins are present, their full association across the silenced region can be detected,and loss of transcription results. This association depends on the catalytic activityof Sir2, a NAD-dependent histone deacetylase with specificity for H4 K16 acetylationand other acetyl marks on H3 and H4 [8, 19, 26]. The removal of these acetyl marksproduces a hypo-acetylated nucleosome which has a higher affinity for Sir proteinsthan do acetylated nucleosomes [27,28]. Taken together, the de novo establishment ofsilencing involves an initial nucleation step at the silencer region, followed by eithercumulative or processive histone deacetylation to promote Sir protein binding.

Silencing is restricted to the HML and HMR regions by boundary elements. Theseelements are loosely described, but it is known that the directionality of the silencersthemselves and the histone variant H2A.Z seem to contribute to boundary function.This classic, textbook depiction of silencing establishment as envisioned in earlierworks is elegant. New findings can introduce complexity to this vision, oftentimes

Page 19: Transcriptional Silencing Dynamics at the Single-Cell Level

6

ORC Complex

Abf1

Rap1

Silencer

Me

Me

Ac

Ac

Me

Me

Ac

Ac

Me

Me

Ac

Ac

Me

Me

Ac

Ac

Me

Me

Ac

Ac

Me

Me

Ac

Ac

Sir Proteins

Silencer

Me

Me

Ac

Ac

Me

Me

Ac

Ac

Me

Me

Ac

Ac

Me

Me

Ac

Ac

Me

Me

Ac

Ac

Me

Me

Ac

Ac

1

2

43

Silencer

Me

Me

Ac

Ac

12

4 3

2

4 3

2

4 3

2

4 3

2

4 3

a

b

c

Figure 1.2: The classic model of silencing establishment. Silencing is hypothe-sized to form de novo in a multi-step process. (a) In the absence of Sir proteins, theORC complex, Abf1, and/or Rap1 associate with their binding sites at the flankingsilencer sequences. (b) Upon Sir protein expression, Sir1, Sir2, Sir3, and Sir4 localizefirst to the silencers by a series of inter-connected interactions. (c) Once recruitedto silencers, Sir2 can deacetylate nucleosomes. Driven by high-affinity binding fordeacetylated nucleosomes, Sir protein localization propagates internally.

Page 20: Transcriptional Silencing Dynamics at the Single-Cell Level

7

challenging our imagination. It is important to keep in mind that this model is merelya foundation for our further understanding of this process and is not a final draft.

1.1.4 Silencing dynamics

A recent investigation of the timing and dynamics of silencing establishment con-cluded that up to 15 hours were required for maximal silencing establishment followinginduction of Sir3 expression [29]. This observation argued an unprecedentedly longtimeline of silent chromatin production. However, neither the number of steps oc-curring nor the cell-to-cell variability within the population were addressed in thisstudy where conclusions were primarily based on ChIP analysis. Since conclusionswere primarily based on ChIP analysis, neither the number of steps occurring nor thecell-to-cell variability within population were addressed in that study [30,31].

In addition, specific phases of the cell cycle are permissive for silencing establish-ment while other phases are not. Silent chromatin cannot be established in cells haltedin G1 [32, 33]. In contrast, silencing can be lost at any point in the cell cycle [30].Initially, this finding led to the hypothesis that DNA replication was required forsilencing establishment. However, two different studies refuted the DNA replicationhypothesis by showing that a synthetic silencer devoid of replicative ability retainscell-cycle restrictions for silencing establishment [34,35]. At the time of those discov-eries, the fact that the synthetic (ARS minus) silencer still required passage throughS-phase for silencing to establish seemed to imply that the ORC complex was dispen-sible for silencing establishment. However, subsequently it was discovered that thesynthetic silencer still retains association with the ORC complex via Sir1 protein bind-ing [36]. Therefore, ORC association may still contribute to silencing establishmentindependent of its role in Sir1 recruitment or its role in DNA replication.

Sir1 is unique among the Sir proteins as its loss results in only 20 % of cells havingfunctional silencing at HML. Loss of any of the other Sir proteins results in 100 % lossof silencing. Those sir1∆ cells with silenced HML produce daughter cells that are alsosilenced allowing for clonal populations of genetically identically cells to exist eitherin the silenced or unsilenced states. At a low frequency, sir1∆ mutant cells switchbetween the two transcriptional states and separated populations can recapitulatethe 80%/20% ratios over time [37, 38]. Interestingly, when queried through single-cell pedigrees, cells adopt the silent state as four synchronous granddaughter cells,indicating that some change occurred in the grandparent cell but was not fully realizedphenotypically until the granddaughter stage [37, 39]. The sir1∆ mutant, therefore,has been used as a tool to better understand silencing establishment at the HMLlocus.

Page 21: Transcriptional Silencing Dynamics at the Single-Cell Level

8

1.1.5 New ideas and unanswered questions in the silencingfield

Recent studies scrutinizing the exact location of silencing proteins over silencedloci are changing our image of the silenced loci. Indeed, higher-resolution ChIPexperiments on Sir proteins, and on Abf1, Rap1, and ORC components show that allthe Sir proteins have maximal association with the flanking silencer sequences (Zill etal., unpublished), and that in addition to the Sir 2/3/4 complex, Sir1 and Orc1 canalso be found enriched across the width of the silenced locus [36]. This complicatesprevious assumptions that only Sir2/3/4 were ”spreading” and that Sir1 and Orc1only had roles in silencing establishment. The reality is doubtlessly more complex.

Shockingly, we really still do not understand the true mechanism of silencing.Originally, it was hypothesized that silent chromatin prevents transcription by steri-cally hindering transcriptional machinery access [9,40]. However, given recent findingsthat Pol II can be found at even silenced promoter regions, mechanisms required forpreventing Pol II activity must be at play [10, 41]. These mechanisms are as yetunknown.

The deacetylation of histones by Sir2 occurs in an NAD-dependent reaction thatproduces deacetylated histones, nicotinamide, and the by-product 2,3-O-acetyl-ADP-ribose (AAR) (Figure 3). Clearly, the deacetylated histones are a substrate for silentchromatin, but AAR may also function in silent chromatin formation. This hypoth-esis is supported by evidence that AAR stimulates Sir complex association and cat-alyzes a conformational change in purified and reconstituted Sir complexes in vitro asmeasured by immunoprecipitation (IP), electron microscopy (EM), and by gel shiftassay [28, 42]. The AAR hypothesis is refuted by evidence that Sir2 catalysis canbe substituted with a NAD-independent enzymatic activity (that does not produceAAR) with no loss in silencing activity [43]. Caveats with both systems leave thequestion highly debated, but unresolved.

1.2 The Chromatin Landscape

1.2.1 The shape of chromatin

The organization of DNA into chromosomes is intricately influenced by many nu-clear processes such as gene expression, DNA damage repair, nuclear organization,and DNA replication and segregation. At the lowest organizational level, 147 bp ofDNA is wrapped one-and-a-half times around a histone octamer, creating a nucle-osome. The positioning of the nucleosomes along the DNA, the variants of histoneproteins used in each nucleosome, and the post-translational modifications to the

Page 22: Transcriptional Silencing Dynamics at the Single-Cell Level

9

histones themselves can impart different intrinsic characteristics to chromatin andcan additionally recruit or repel specific protein complexes and enzymes. In essence,molecular characteristics can shape different chromatin landscapes. These may besmall, locus-specific features such the low-stability nucleosome residing at the pro-moters of some genes to facilitate gene activation [44], or they may encompass largeregions as is the case for hypoacetylated and hypomethylated chromatin regions atthe telomeric ends of each chromosome [45]. Understanding how chromatin modifica-tions, variants, and chromatin-associated enzymes work together to produce specificlandscapes for different purposes is a major challenge of modern studies of eukary-otic gene expression. By understanding how gene expression regulation is impactedand, in turn, impacts these qualities of chromatin, we can better understand commonprinciples of biology.

1.2.2 Silencing and histone acetylation

In the sensu stricto yeast lineage, silent chromatin is marked by a paucity of his-tone acetyl and methyl marks. Acetyl marks catalyzed by histone acetyltransferases(HATs) are typically associated with active chromatin. Some HATs are globally activewhereas others are linked to promoters or activator sequences [46]. Histone acety-lation alters protein complexes’ association by opposing repression complexes, suchas Tup1-Ssn6 [47], or by recruiting transcriptional activators many of which containbromo-domains capable of binding histone acetyl marks directly [48, 49]. Further,some components of the RNA Pol II transcription machinery (TAF130 and Elp3,for example) contain HAT activity that is thought to help promote initiation andelongation.

An interesting story has recently emerged showing that active transcription elon-gation involves rapid histone acetylation and de-acetylation of nucleosomes in theopen reading frame. In this instance, transcription stimulates the recruitment ofNuA4 and Elp3 HATs which acetylate histones and promote transcription elonga-tion. However, the process also requires the Rpd3S histone deacetylase (directed byEaf3 recognition of H3 K36 methylation) to remove acetyl marks thereby preventinginappropriate internal initiation events and to ”re-set” the chromatin to its originalstate. [50, 51] This finding is important because it implies that histone acetylationcan both promote transcription and occur as a consequence of it, perhaps in a highlydynamic fashion.

In yeast, histone acetylation has been reported at a number of histone positions(Table 1-1), but all such marks are absent or reduced in silent regions. At HML,HMR, telomeres and rDNA of S. cerevisiae, Sir2 directly contributes to the deacety-lated state. Sir2 can deacetylate H3 K9, H3 K14, and H4 K16 in vitro [26, 52]. Invivo, histone mutant analysis indicates that H4 K16 is the pivotal residue whose

Page 23: Transcriptional Silencing Dynamics at the Single-Cell Level

10

deacetylation is critical for silent chromatin formation [53]. Acetylation at H4 K16 iscatalyzed by the SAS complex of which Sas2 is the catalytic member. Intriguingly,the loss of Sas2 leads to both improved and weakened silencing at HML and HMR,respectively [54, 55]. This could be due to the opposing contributions of direct andindirect effects of Sas2 catalysis. That is, Sas2 may directly antagonize Sir proteinbinding at their target loci, while at the same time promoting a high concentrationof Sir proteins at those loci by preventing their inappropriate binding elsewhere inthe genome [55, 56] . It is possible that these two processes impact HML and HMRto different degrees resulting in their opposite phenotypes.

1.2.3 Silent chromatin and histone methylation

Nucleosomes can also be modified by post-translationally added methyl groups,and the methylation status of certain histone residues often coincides with differentexpression states of the underlying or associated genes (Table 1-1) [57]. The roles ofmany of these methylation marks are becoming more understood and many of themhave impacts on silencing.

The methylation status of the core residue H3 K79 may arguably have the mostinfluence on transcriptional silencing. This mark occurs on over 80 % of the yeastnucleosomes, but is absent in telomeric, rDNA, HML, and HMR regions. The mark ishypothesized to prevent inappropriate Sir protein binding within euchromatic regionsand to sterically hinder higher-order compaction of the chromatin by interfering withH3 and H4 neighboring nucleosome binding [58–60]. All three methylation states ofH3 K79–mono, di, and tri– are catalyzed by the activity of Dot1, a histone methyl-transferase whose sequence and mode of catalysis are distinct from the SET-domainfamily of enzymes [61,62]. Unlike the processive activity of SET-domain methyltrans-ferases, Dot1 appears to catalyze methylation marks in a non-cooperative fashionleading to a broader array of H3 K79 me1, me2, and me3 throughout euchromaticregions [63]. Dot1 was originally identified as a disruptor of telomeric silencing whenoverexpressed. Curiously, both overexpression and loss of the protein lead to silencingdefects at the telomere [64]. Defects in HMR and HML silencing are more subtle buthave been described, often requiring sensitized backgrounds for their detection [65].

Possibly the most well studied methylation residue is H3 K4, closely associatedwith transcription. Nucleosomes with H3 K4 trimethylation are found at the 5’ends of genes, those with di-methylation in the gene body, and those with mono-methylation in the 3’ end of genes [66–68]. These marks are catalyzed by the SET-domain containing histone methyltransferase Set1, part of the COMPASS complexthat tracks along with RNA Pol II during gene transcription [68, 69]. Set1 activityis subject to a complex network of regulation. For example, the PAF complex aswell as histone ubiquitination on H2B can influence the levels of H3 K4 methylation

Page 24: Transcriptional Silencing Dynamics at the Single-Cell Level

11

[70, 71]. In other organisms, H3 K4 methylation is known to recruit a smorgasbordof chromatin ”readers” resulting in further modifications to nearby histone residues,transcriptional machinery recruitment, and stimulation of ATP-dependent chromatinremodelers [72]. For this reason, H3 K4 methylation is thought of as a hub of signalintegration for gene transcription that works to reinforce a transcriptionally ”on”state. The loss of SET1 leads to reduced transcription in a subset of genes, defectsin telomeric silencing, but relatively mild defects in HML and HMR silencing [68,73].

Similar to H3 K4 dimethylation, Set2-catalyzed methylation of H3 K36 also occurswith highest propensity over the gene interior where it is thought to facilitate tran-script elongation and to prevent inappropriate internal initiation via Rpd3-mediatedhistone deacetylation as mentioned above (See 1.2.2). Though loss of set2 has animpact on productive transcription, SET2 does not seem to be required for silencing.Conversely, it appears to protect neighboring genes from the effects of silencing [74].

Previously, it was thought that methyl marks were more permanent than acetylmarks. The intense energetic expense of demethylation and the lack of any enzymescapable of the process led many to suspect that that histone methylation was per-manent and could possibly serve in epigenetic memory. In 2005, however, a humanhistone demethylase containing JmjC- and JmjN- motifs was identified and subse-quently, five such enzymes have been identified and characterized in S. cerevisiae(Table 1.1) [75–78]. Of these, Jhd1, Rph1, and Gis1 remove methyl groups on H3K36 whereas Jhd2 removes H3 K4 methylation proving that histone methyl marks,too, are reversible. Still, no H3 K79 demethylase has yet been identified. Thoughthe timing of H3 K79 methyl reduction mirrors the rate of DNA dilution throughreplication [29], it seems premature to conclude that no H3 K79 demethylase exists.

1.2.4 Silent chromatin and nucleosome positioning

Higher order chromatin organization of a locus changes depending on whetherthat locus is silenced or expressed. An analysis of the HML locus reveals that thetwenty nucleosomes within the silenced region have regular spacing internal to thesilencer regions with more diffuse nucleosome occupancy over the α1 and α2 genesand their shared promoter [14]. This occurs in a Sir-dependent manner. Most notably,the promoter region is not covered by a nucleosome negating the argument thatnucleosome occupancy sterically occludes transcriptional machinery at silenced loci.However, the HO endonuclease cut site (instrumental in the gene conversion of matingtype alleles in HO+ strains of yeast) is protected by a fixed nucleosome. A parallelanalysis of the HMR locus comes to similar conclusions. At this region, twelve histonesspan the locus, again, with regular positioning internal to the silencer regions andmore diffuse localization over the a1 promoter [13]. In contrast, the nucleosomepositioning at the MAT locus is random even when the genes at that locus are not

Page 25: Transcriptional Silencing Dynamics at the Single-Cell Level

12

Table 1.1: Histone modifications and their known func-tion in Saccharomyces cerevisiae [57, 79–81].

Residue Modification Catalysis Removal Impact on gene expres-sionsilencing

H2A K5 Ac Esa1 Rpd3 Associated with transcrip-tion

H2A K8 Ac Esa1, Hat1 Rpd3 Associated with transcrip-tion

H2A S122 PH2A T126 PH2A S129 P Mec1, Tel1 Pph3H2A.Z K14 Ac Esa1H2B S10 P Ste20H2B K11 Ac Esa1 Rpd3,

Hda1H2B K16 Ac Gcn5, Esa1 Rpd3,

Hda1H2B K123 Ub Rad6 Ubp8H3 K4 Me Set1 Jhd2 Associated with transcrip-

tion. Prevalent at the 5’ends of genes in trimethy-lated form.

H3 K9 Ac Gcn5 Rpd3,Hos2,Hda1

Associated with transcrip-tion

H3 S10 P Snf1H3 K14 Ac Gcn5 Rpd3,

Hos2,Hda1

Associated with transcrip-tion

H3 K18 Ac Gcn5 Rpd3,Hos2,Hda1

Associated with transcrip-tion

H3 K23 Ac Gcn5 Rpd3,Hos2,Hda1

H3 K36 Me Set2 Rph1,Jhd1, Gis1

Associated with elonga-tion

H3 K36 AcH3 T45 P Cdc7-Dbf4 Associated with DNA

Replication

Page 26: Transcriptional Silencing Dynamics at the Single-Cell Level

13

Table 1.1: Histone modifications and their known func-tion in Saccharomyces cerevisiae (continued).

Residue Modification Catalysis Removal Impact on gene expres-sionsilencing

H3 K56 Ac Rtt109 Hst3,Hst4, Sir2

Associated with DNAReplication

H3 K79 Me Dot1 Present in euchromatic re-gions. Absent in silent re-gions

H4 S1 P CK2H4 R3 MeH4 K5 Ac Esa1 Rpd3,

Hos2Associated with transcrip-tion

H3 K8 Ac Esa1 Rpd3,Hos2

Associated with transcrip-tion

H4 K12 Ac Esa1 Rpd3,Hos2

Associated with transcrip-tion

H4 K16 Ac Sas2, Esa1 Sir2, Hos2,Hst1

Associated with transcrip-tion. Removed by Sir2 insilenced regions

H4 K20 MeH4 K20 AcH4 K31 Me

Page 27: Transcriptional Silencing Dynamics at the Single-Cell Level

14

fully expressed indicating that regular spacing of nucleosomes observed in silencedHML and HMR is dependent on silencing.

In the absence of a coherent crystal structure of silenced chromatin, the higherorder, three-dimensional arrangement of nucleosomes, their associated DNA, and theSir proteins themselves remains a mystery. Whatever their arrangement, it will beinteresting to see how their conformation works to prevent transcription while stillallowing for faithful DNA replication.

1.3 One cell at a time

1.3.1 Individuality within large clonal populations

Variation, randomness, and stochasticity at the single-cell level can shape the be-haviors and survivability of clonal populations, even under uniform conditions [82,83].Traditional methods of measuring microbial phenomena typically average whole popu-lation events over billions of cells, failing to detect individual variability in expressionstates. Luckily, recent technical advances in microscopy, flow cytometry, microflu-idics, and fluorescent marker technology have made individual-cell biology a rich fieldfor discovery. By applying these techniques to the study of expression and silencingdynamics we can determine the variability and timing of these processes within alarger population and with respect to the cell cycle.

Classically, an interest in single-cell biology was piqued with the discovery ofbistable gene expression in bacteria. For example, in Bacillus subtilis populations,a slight perturbation in the expression of the Spo0A stimulates sporulation in a fewcells while the majority of the population sporulates only during extreme nutrientdeprivation [84]. By this means, the population can ensure against two differentenvironmental conditions that are likely to occur. The spores are better equipped tosurvive a rapid loss of water or nutrients, while the dividing population can continueto propagate the species to the detriment of competing populations. Molecularly,the basis for this bistability is derived from strong transcriptional and phosphor-relaypositive feedback loops in which a small level of noisy Spo0A expression is amplifiedinto a high, prolonged expression state [83,85]. This is just one of many examples ofpopulation-wide heterogeneity in gene expression of microbial populations.

1.3.2 Single-cell dynamics in yeast

There is precedence for interesting single-cell variation in transcriptional silencingwithin yeast populations as well. As mentioned previously, cells lacking SIR1 arebistable for transcriptional silencing at HML with roughly 20 % of the population

Page 28: Transcriptional Silencing Dynamics at the Single-Cell Level

15

competent to silence HML and 80 % unable to do so. Further, cells of this genotypeswitch from the silent to unsilenced HML phenotype at a low rate adopting their newmating-type as four granddaughter cells [37,38]. These results indicate that silencingestablishment dynamics have the potential to produce at least two sub-populationsof cells with different phenotypes within a clonal population. Whether this has anysurvival consequence is unknown as all these events are only known to occur in theabsence of SIR1.

The example of the sir1∆ phenotype illustrates the capacity of yeast to producebistable states. Indeed, in the GAL expresion system, transcriptional heterogeneityhas been observed and can be experimenally amplified [86] and is hypothesized tobe important for the ability of microbial populations to expand their survival mech-anisms particularly in changing environments [87]. Interestingly, two promoters ofthe same sequence driving expression within the same cell often exhibit independentheterogeneous expression states indicating that these fluctuations in gene expressioncan be locus-specific and independent of cell-wide microenvironmental response [88].Given that mutations such as sir1∆ can lead to bistability, and that bistability hasbeen previously linked to adaptive benefits, it seems likely that the robustness orvariability of expression is an evolvable trait.

The fields of single-cell and single-mRNA transcriptional dynamics are promising.Their discoveries will increasingly be applied to studies of transcriptional silencing andchromatin biology. It is likely that many characteristics of bistability and high variableexpression mechanistically stem from the complex interplay between transcriptionfeedback loops, silencing feedback loops, and the structure of the chromatin itself.

1.4 Everything converges on mating type

I have devised a dissertation project that poses the following questions: Whendoes an individual cell recognize that it has undergone silencing? And, how does thisevent depend on the cell’s history? In undertaking this project, I worked to developtwo techniques for probing these questions, one with a phenotypic output and anotherthat can be used in high-throughput studies such as flow cytometry and quantitativemicroscopy. It is my hope that these techniques will be useful in the future to addressthe major questions that remain regarding silencing: Namely, how is silent chromatinreplicated? What is the mechanism of transcriptional silencing? And, why are thesecomplex phenomena so often at the heart of cell identity?

The second chapter of this work describes the development and application of atechnique for measuring silencing establishment in dividing populations of individualcells from a phenotypic standpoint. The third chapter of this work delves deeper intoa connection between a specific chromatin mark (H3 K79 me) and silencing and takes

Page 29: Transcriptional Silencing Dynamics at the Single-Cell Level

16

advantage of a high-throughput system for measuring silencing establishment, againat a single-cell level. The fourth chapter of this work uses an orthogonal techniquefor gleaning new insight into silencing establishment: a screen aimed at discoveringnovel features of silent chromatin formation. Finally, Appendix A chronicles mycontribution to a collaborative effort aimed at exploring a distinct Rap1 binding siteat the silencers. It is my hope that this document will not only serve as a requirementfor my doctorate degree, but may be a useful reference for a future generation of RineLab researchers.

Page 30: Transcriptional Silencing Dynamics at the Single-Cell Level

17

Chapter 2

The Establishment of Gene

Silencing at Single-Cell Resolution

[89]

Page 31: Transcriptional Silencing Dynamics at the Single-Cell Level

18

2.1 Abstract

The establishment of silencing in Saccharomyces cerevisiae is similar to hete-rochromatin formation in multi-cellular eukaryotes. Previous batch culture studiesdetermined that the de novo establishment of silencing initiates during S phase andcontinues for up to 5 cell divisions for completion. To track silencing phenotypically,we developed an assay that introduces Sir3 protein into individual sir3∆ mutantcells synchronously and then detects the onset of silencing with single-cell resolu-tion. Silencing was completed within the first one to two cell divisions in most cellsqueried. Moreover, we uncovered unexpected complexity in the contributions of ahistone acetyltransferase (Sas2), two histone methytransferases (Dot1 and Set1), andone histone demethylase (Jhd2)to the dynamics of silencing. Our findings revealedthat removal of methyl modifications at H3 K4 and H3 K79 were important steps insilent chromatin formation, and that Jhd2 and Set1 played competing roles in theprocess.

2.2 Introduction

Silencing is distinct from classic gene repression in its ability to block transcriptionthroughout a chromosomal region. Chromatin domains that restrict gene expressionare widespread in multi-cellular organisms, playing crucial roles in development, cell-identity, and position-effect variegation of trans-genes. In S. cerevisiae, silencingblocks expression of cryptic mating-type genes at HML and HMR loci [3, 5, 6]. Lossof silencing in haploid cells leads to concomitant expression of transcription factorsencoded by both a and α mating-types, resulting in sterility characteristic of a/αdiploids [90]. Hence, silencing of HML and HMR is needed for a robust matingability.

Silencing of HML and HMR loci requires flanking regulatory sites termed silencers,proteins that bind sequence motifs within silencers, and Sir proteins which localizeboth to silencers and the intervening silenced chromatin [8,9,91,92]. Although silenc-ing is constitutive in yeast, conditional or inducible alleles of the Sir proteins haverevealed orchestrated events that establish silencing de novo. During establishment,Orc1 bound to silencers recruits Sir1 [20]. A complex of Sir2/3/4 follows throughits interactions with Sir1, Rap1, Abf1 and histones [19, 24, 93]. Once recruited tosilencers, Sir2 deacetylates a critical K16 acetyl mark on histone H4 [26,94] (and po-tentially also H3 K9, H3 K14, and H4 K56 [27,55,95]), a process required for Sir2/3/4complexes to bind throughout the locus [8,9,27,29,93]. Following the de-acetylationof H4 K16, methyl marks on H3 K4 and H3 K79 disappear in later steps of silentchromatin formation [29,96].

Page 32: Transcriptional Silencing Dynamics at the Single-Cell Level

19

The establishment of silencing requires events restricted to certain phases of thecell-cycle [32–35]. Upon Sir protein induction, transcripts from HML and HMR de-cline as cells progress past S phase but not in cells arrested in G1 by α-factor or in Sphase by hydroxyurea [34, 35]. The majority of Sir proteins bind to their target re-gions within the first one to two cell divisions following Sir protein induction causingthe bulk of HMR-derived transcripts to decline on a similar timeline. Still, one studyconcluded that up to 5-cell divisions (15 hrs) are required for complete repression oftranscription and for Sir proteins to saturate HML and HMR [29]. These findingsinspired two opposing hypotheses for how events at the individual-cell level could ac-count for observations made on batch cultures. The maturation hypothesis involvesa multi-step process characterized by intermediate chromatin states perhaps withprogressive decreases in transcription at different stages. In contrast, the stochastichypothesis envisions individual cells adopting the silenced state in an all-or-nothingswitch, initially producing a mixed population of silenced and un-silenced cells, buteventually resolving in a fully silenced population. These models need not be mutuallyexclusive.

As measured biologically, the consequence of HML and HMR silencing is a uniqueand robust mating phenotype. However, molecular experiments define silencing as thepoint at which mRNA transcripts from the silenced locus become undetectable, or thepoint at which Sir protein association with chromatin becomes saturated [29,32,33,35].Molecular measures may be a misleading mark of the phenotypic state of the cell be-cause 1) it is unknown to what extent mRNA from HML and HMR must be reducedto achieve robust mating ability; 2) heterochromatin itself, once formed, might recruitmore Sir proteins than are needed for phenotypic changes; and 3) upon Sir-inductionin G1, Sir protein binding and spreading can occur, yet transcription persists [35].Therefore ChIP measurements are a useful but imperfect measure of the silencedstate. Therefore, we have defined HML and HMR silencing by its functional role– the point at which a cell regains a unique mating type. For these reasons, wemonitored the number of cell divisions required for cells to adopt the phenotypic hall-marks of silencing: mating pheromone sensitivity. We hypothesized that structuraldifferences between euchromatin and silenced chromatin could reflect either steps inthe establishment process or consequences of silencing. For example, Sir2 deacetyla-tion of lysine residues on H3 and H4 is critical for silencing establishment. However,in S. cerevisiae, silenced chromatin lacks other post-translational histone modifica-tions. For example, upon establishment of silencing, lysine methylation at H3 K4 andH3 K79 decreases following drops in H4 K16 acetylation [29]. However, it is unclearwhether removal of H3 K4 and H3 K79 methylation promotes silencing or whether theloss of these marks is a consequence of silencing. To resolve this issue, we assayed thekinetics and pattern of silencing establishment in single cells lacking dot1∆, set1∆,sas2∆, or the JmjC-domain-containing family of demethylases.

Page 33: Transcriptional Silencing Dynamics at the Single-Cell Level

20

2.3 Materials and Methods

Plasmids and Strains. All yeast strains were constructed in the W303 back-ground (Table 1). Mutations were generated using the one-step integration of knock-out cassettes [97, 98]. JRY8828 contained a marker replacement of the MAT lo-cus that was amplified from pKAN-MX using the primers oEO27 and oEO28. Thehmr∆::HYG-MX replacement was constructed using a fragment amplified out ofpAG32 using the primers oEO30 and oEO36. The hml∆::NAT-MX cassette re-placed the HML locus with a fragment amplified out of pAG25 using oEO32 andoEO33. Genotypes of all strains in this study were confirmed using marker selection,diagnostic PCR of both the 5′ and 3′ ends, RT-PCR, and DNA blot hybridizations.Strain 1 (JRY8828) and Strain 2 (JRY8829) were the parent strains for all isogenicchromatin-modification mutants. Strains over-expressing JHD2 or DOT1 under theTDH3 promoter were constructed by amplifying the TDH3 promoter from genomicyeast DNA using oEO122 and the fusion primer oEO124. The marker KanMX wasamplified from the pKAN-MX plasmid using oEO121 and oEO123. Both fragmentswere amplified for 24 cycles and cleaned using the Qiagen PCR purification kit. Tocreate a KanMX::TDH3promoter fusion product appropriate for replacing the JHD2regulatory region, the two fragments were used as template for overlap-extension PCRusing primers oEO119 and oEO1120 for 20 cycles. Strains over-expressing DOT1 un-der the TDH3 promoter used the same template fragments, but the primers oEO125and oEO126 in place of oEO119 and oEO120. Both fragments were transformed intoJRY2334 and JRY4013, and the resulting transformants were checked by diagnosticPCR, DNA sequencing, and Immuno-blot for increased H3 K4 methylation and H3K79 methylation.

Pedigree Assay. Strain 1 (JRY8828), Strain 2 (JRY8829) and JRY2728 werestreaked onto fresh YPD plates and grown overnight at 30◦ C. For the pedigree assay,the agar in a YPD plate was cut in half. One half was used for mating haploids toproduce zygotes, and the other half was used for the α-factor sensitivity assay. Onthe mating half of the plate, 25 pairs of individual Strain 1 and Strain 2 cells werearranged in contact with one another using a micromanipulator to allow mating. Onthe other half, MATα cells (JRY2728) were spread in a thick line to produce a sourceof α-factor. Upon mating, the resulting zygotes (typically 10 - 20) were moved intoclose proximity of the α-factor -source and were allowed to divide at 30◦ C. Cellswere monitored every 1 - 1/2 hours by microscopy. With every cell division, motherand daughter cells were separated and arranged so that their identities and historiescould be tracked. After a maximum of three cell divisions, or upon completion of theassay (all cells resulting in a shmoo) the pedigree pattern resulting from each zygotewas recorded. In assay of strains lacking gene for particular chromatin modifyingenzymes, both parents were deficient for the same gene. Their pedigree patterns werecompared, on the same plate, to zygotes from a control mating of Strain 1 and Strain

Page 34: Transcriptional Silencing Dynamics at the Single-Cell Level

21

Table 2.1: Yeast strains used in Chapter 2.

Strain GenotypeW303-1a MATa leu2,3,112 his3-1 ura3-52 trp1-1 can1-100W303-1b MATα leu2,3,112 his3-1 ura3-52 trp1-1 can1-100JRY2334 MATa ade2-1 leu2,3,112 his3-1 ura3-52 trp1-1 can1-100JRY4013 MATα lys2-1 leu2-3, 112 his3-1 ura3-52 trp1-1 can1-100JRY2726 MATa his4-1JRY2728 MATα his4-1JRY4621 MATα sir1∆::LEU2 (in W303)JRY3411 MATa ade2-1 sir4∆::HIS3 (in W303)JRY384 MATα ade2-1 sir4∆::HIS3 (in W303)JRY8828 mat∆::KAN-MX hmr∆::HYG-MX hml∆::NAT-MX ade2-1 (in

W303)JRY8829 mat∆::KAN-MX hmr∆:: HYG-MX sir3∆::TRP1 lys2-1 (in

W303)JRY8830 mat∆::KAN-MX hmr∆::HYG-MX hml∆::NAT-MX ade2-1

dot1∆::HIS3 (in W303)JRY8831 mat∆::KAN-MX hmr∆::HYG-MX sir3∆::TRP1 lys2-1

dot1∆::HIS3 (in W303)JRY8832 mat∆::KAN-MX hmr∆::HYG-MX hml∆::NAT-MX ade2-1

set1∆::HIS3 (in W303)JRY8833 mat∆::KAN-MX hmr∆::HYG-MX sir3∆::TRP1 lys2-1

set1∆::HIS3 (in W303)JRY8834 mat∆::KAN-MX hmr∆::HYG-MX hml∆::NAT-MX ade2-1

jhd11∆::HIS3 (in W303)JRY8835 mat∆::KAN-MX hmr∆::HYG-MX sir3∆::TRP1 lys2-1

jhd11∆::HIS3 (in W303)JRY8836 mat∆::KAN-MX hmr∆::HYG-MX hml∆::NAT-MX ade2-1

rph1∆::HIS3 (in W303)JRY8837 mat∆::KAN-MX hmr∆::HYG-MX sir3∆::TRP1 lys2-1

rph1∆::HIS3 (in W303)JRY8838 mat∆::KAN-MX hmr∆:: HYG-MX hml∆:: NAT-MX ade2-1

jhd2∆::HIS3 (in W303)JRY8839 mat∆::KAN-MX hmr∆:: HYG-MX sir3∆:: TRP1 lys2-1

jhd2∆::HISMX (in W303)JRY8840 mat∆::KAN-MX hmr∆::HYG-MX hml∆::NAT-MX ade2-1

gis1∆::HIS3 (in W303)JRY8841 mat∆::KAN-MX hmr∆::HYG-MX sir3∆::TRP1 lys2-1

gis1∆::HIS3 (in W303)JRY8842 MATa ade2-1 dot1∆::HIS3 (in W303)

Page 35: Transcriptional Silencing Dynamics at the Single-Cell Level

22

Table 2.1: Yeast strains used in Chapter 2 (continued).

Strain GenotypeJRY8843 MATa ade2-1 jhd2∆::HYG-MX (in W303)JRY8844 MATα lys2-1 jhd2∆::HYG-MX (in W303)JRY8845 mat∆::KAN-MX hmr∆::HYG-MX hml∆::NAT-MX ade2-1

sas2∆::HYG-MX (in W303)JRY8846 mat∆::KAN-MX hmr∆::HYG-MX sir3∆::TRP1 lys2-1

sas2∆::HYG-MX (in W303)JRY8847 mat∆::KAN-MX hmr∆::HYG-MX hml∆::NAT-MX ade2-1 (in

W303) [pRS315: LEU2 CEN-ARS]JRY8848 mat∆::KAN-MX hmr∆::HYG-MX hml∆::NAT-MX ade2-1 (in

W303) [pJR2026: LEU2 SIR3 CEN-ARS]JRY8849 mat∆::KAN-MX hmr∆::HYG-MX hml∆::NAT-MX ade2-1 (in

W303) [pYEP24: URA3 2 µ]JRY8850 mat∆::KAN-MX hmr∆::HYG-MX hml∆::NAT-MX ade2-1 (in

W303) [pJR104: URA3 SIR3 2 µ]JRY8873 MATa ade2-1 sir1∆::LEU2 (in W303)JRY8874 MATα dot1∆::HIS3 (in W303)JRY8875 MATa ade2-1 dot1∆::HIS3 (in W303)JRY8876 MATa ade2-1 KanMX::TDH3pro::DOT1 hmr-a1∆::K.l.URA3 (in

W303)JRY8877 MATa ade2-1 dot1∆::HIS3 hmr-a1∆::K.l.URA3 (in W303)JRY8879 MATa ade2-1 sir1∆::LEU2 hmr-a1∆::K.l.URA3 (in W303)JRY8881 MATa ade2-1 dot1∆::HIS3 sir1∆::LEU2 hmr-a1∆::K.l.URA3 (in

W303)JRY8883 MATa ade2-1 hmr-a1∆::K.l.URA3 (in W303)JRY8884 MATa ade2-1 KanMX::TDH3pro::JHD2 (in W303)JRY8885 MATα lys2-1 KanMX::TDH3pro::JHD2 (in W303)JRY8889 MATa set1∆::NAT-MX (in W303)JRY8890 MATα HTZ1::FLAG::KAN-MX set1∆::HIS3 (in W303)JRY8957 MATa ade2-1 dot1∆::HIS3 sir1∆::LEU2 (in W303)JRY8958 MATα dot1∆::HIS3 sir1∆::LEU2 (in W303)

Page 36: Transcriptional Silencing Dynamics at the Single-Cell Level

23

Table 2.2: Oligos used in Chapter 2.

Name Sequence

oEO27 ctc act atc ttg cca ata aga ctc tac cca gat ttg tat tcg gat ccc cgg gtt aattaa

oEO28 tgg tta aga taa gaa caa aga atg atg cta aga att gat tga ttc gat gaa ttcgag ctc gtt t

oEO30 gaa atg taa aca aag att tca gaa aaa tcg tca ttc aaa ccg gat ccc cgg gttaat taa

oEO36 aga ttt ggt aaa tac agt ata tag aca atg caa tcg tac tcg atg aat tcg agctcg ttt

oEO32 tat cgt cat ata caa atc tag aaa tta cca gag cta tcc acg gat ccc cgg gttaat taa

oEO33 tac att ata taa aca ata gca att gta taa aca cat aga acg atg aat tcg agctcg ttt

oEO122 ttt gtt tgt tta tgt gtg ttt att coEO124 gtc gaa aac gag ctc gaa ttc atc gca gtt cga gtt tat cat tat caa taoEO121 acg gat ccc cgg gtt aat taoEO123 cga tga att cga gct cgt ttoEO123 cga tga att cga gct cgt ttoEO119 ata aga tct gac tac tta gtc aat ttt acc tct aga tca tac gga tcc ccg ggt taa

ttaoEO120 att ctt gtt ccg ttg gat aca ggg cag gaa ttt cct cca ttt tgt ttg ttt atg tgt

gtt tat tcoEO125 ggt cct cat caa gga ggt cac cag taa ttg tgc gct ttg gac gga tcc ccg ggt

taa ttaoEO126 agt ctg agt tat tat ttg ata tac ttt ctt gac cgc cca ttt tgt ttg ttt atg tgt

gtt tat tcoBO29 tgg atg ata ttt gta gta tgg cgg aoBO30 tcc ctt tgg gct ctt ctc ttoEO258 ctt cta tcg ttt tct atg coEO259 aat cca gca tac tag aca taact1f tgt cct tgt act ctt ccg gtact1r ccg gcc aaa tcg att ctc aa

Page 37: Transcriptional Silencing Dynamics at the Single-Cell Level

24

2. Because there did not appear to be any plate-specific or day-specific systematiceffects on the observed patterns, the results of several plates were pooled such thateach mutant and corresponding wild-type dataset included the patterns of roughly100 pedigree lineages.

Quantitative RT-PCR. Total RNA was harvested from 50 OD units (A600) ofcells using the hot-phenol method. Total RNA was cleaned of DNA using Amplification-grade DNase I (Invitrogen) and purified using the RNeasy Minelute kit (Qiagen).cDNA was synthesized using the SuperScript III First-Strand Synthesis System forRT-PCR and oligo(dT) primer (Invitrogen). Quantitative PCR on the resultingcDNA was performed using an MX3000P machine (Stratagene) and the DyNAmoHS SYBR Green qPCR kit (NEB in Figure 2.3 and Invitrogen in Figure 2.7). a1transcripts were amplified using primers oBO29 and oBO30. α2 transcripts wereamplified using primers oEO258 and oEO259. Actin was amplified using act1f andact1r. Amplification values for all primer sets were normalized to actin (ACT1) cDNAamplification values and depicted relative to wild-type levels.

Quantitative Mating Assay. Efficiency of mating was assayed as previouslydescribed [3].

Software. The pedigree assay data were analyzed using the R language and envi-ronment for statistical computing and graphics [99]. Details on each of the functionsused in this manuscript can be obtained from the R documentation and help files.

Testing for Phenotype-Genotype Associations. For each chromatin mutant(MT ) vs. wild-type (WT ) comparison, phenotype-genotype comparisons were made.Let χi,j denote the count in cell (i,j ), i.e., the number of pedigrees with patterni ∈ {1, 5} and genotype j ∈ {WT,MT}. Similar 5 x 2 contingency tables wereformed for the Sir3 over-expression vs. control comparisons in the CEN and 2 µvectors (Figure 2.3).

To investigate phenotype-genotype associations, we tested the null hypothesis ofindependence between rows and columns of the 5 x 2 contingency tables. This canbe viewed as testing the goodness-of-fit of the following multiplicative Poisson model(a.k.a., log-linear model) for the cell counts,

χi,j ∼ Poisson(αiβj), (1)

where the mean parameter is expressed as a product of a phenotype parameterαi and a genotype parameter βj. Standard test statistics, such as the likelihood ratiostatistic or Pearson χ2-statistic, compare the observed counts to those expected underthe null hypothesis of no association between pedigree pattern (row) and genotype(column), i.e., under the multiplicative Poisson model of Equation (1). Large valuesof these statistics are suggestive of an association between pedigree pattern and geno-type. The statistical significance of the association is measured by p-values computedfrom an approximate test statistics null distribution which is χ2 with (5-1) x (2-1) =

Page 38: Transcriptional Silencing Dynamics at the Single-Cell Level

25

4 degrees of freedom.

For each mutant vs. wild-type comparison and Sir3 over-expression vs. controlcomparison, the R function loglm, from the MASS package was used to fit the multi-plicative Poisson model of Equation (1) and compute the likelihood ratio test statisticand associated nominal χ2 p-value [99].

Mosaic Plots of Phenotype-Genotype Contingency Tables. Barplots pro-vide good displays for one-way contingency tables (Figure 2.2), i.e., for the marginaldistribution of a single variable. However, mosaic plots are better for representingmulti-way contingency tables, i.e., joint distributions and associations between mul-tiple variables, such as pedigree phenotype and genotype, as in the present study. Amosaic plot is a graphical display of the counts in a contingency table, where each cellis represented by a tile whose area is proportional to the cell frequency [100]. Colorand shading of the tiles can be used to highlight unusually large or small counts andthe sign and magnitude of residuals for models such as the multiplicative Poissonmodel of Equation (1).

Figure 2.5 displays mosaic plots. The height of each tile is proportional to themarginal pedigree pattern frequency (row) and the width of the tile to the conditionalfrequency of the genotype given the phenotype (column). Associations between pedi-gree phenotype and genotype can be visualized by the lack of alignment of verticallines separating tiles for the wild-type and mutant genotypes. The residual mosaicplots illustrate which cells contribute to the dependencies (Figure 2.5). The mosaicplots of Figure 2.5 were produced using the R function mosaicplot [99].

2.4 Results

2.4.1 A pedigree assay revealed the kinetics of silencing es-tablishment

To assay the establishment of silencing in single cells, we introduced Sir3 proteininto un-silenced sir3∆ cells through mating, a process that involves both cytoplas-mic and nuclear fusion. By this technique, Sir3 protein was delivered into nucleicontaining an actively transcribed HML locus. The genotypes of our strains allowedthe transcribed or silenced state of HML to be reported as sensitivity or resistanceto α-factor (Figure 2.1). When HML silencing was complete, cells arrested divisionand altered their morphology to form shmoon in response to α-factor. Therefore,the number of cell divisions of the resulting diploid zygote prior to arrest representedthe number of cell divisions required to establish silencing at HML. This techniqueimproved upon past approaches in three ways: 1) A single-cell approach can differ-entiate between the maturation and stochastic hypotheses of silencing establishment;

Page 39: Transcriptional Silencing Dynamics at the Single-Cell Level

26

2) leaky, variable sources of Sir protein were avoided as the un-silenced cell containedno conditional, inducible, epitope-tagged or temperature-sensitive alleles of Sir3; 3)since mating is restricted to START in G1, the initial exposure of cells to Sir proteinwas synchronized in all zygotes.

To perform the assay, cells of the genotype hml∆ mat∆ hmr∆ SIR3 (Strain 1)provided a source of Sir3 protein (Figure 2.1). Lacking all genes for mating-typetranscription factors, these cells mate as a cells, which is the default mating type.Conversely, the query strain (Strain 2) of genotype HML mat∆ hmr∆ sir3∆ expressedα1 and α2 transcripts from the un-silenced HML locus. Upon mating, the two strainsformed a diploid zygote containing only α mating-type information (encoded at HMLof Strain 2). Cell division in these cells was resistant to α-factor until the Sir3 proteinfunctionally silenced HML at which point the diploids became sensitive to α-factor.

In the first experiment, we assayed 643 zygotes and 2,353 progeny for up to threecell divisions (Figure 2.2, a). In no case did diploid cells shmoo immediately aftermating. In contrast, 13.7 % of zygotes formed a pair of shmoon (the defining hallmarkof silenced HML) after dividing only once. In these cases, the zygote (Z′) and its firstdaughter (D1) were sensitive to α-factor, and remained sensitive for the duration ofthe experiment (Figure 2.2, Pattern 1). Therefore, in this subset of cells, all eventsneeded for silencing occurred within one cell cycle.

Interestingly, in 12.6 % of lineages, silencing was established asymmetrically withthe daughter cell (D1) shmooing first and the zygote (Z′) continuing to divide oncemore (Figure 2.2, Pattern 2). The reciprocal pattern in which Z′ silenced after thefirst division, but D1 did not, was rare (8 out of 643 lineages; Figure 2.2, Pattern3). In these asymmetrical patterns, the establishment of silencing in the mother anddaughter cells at the two-cell stage was independent of one another. Thus, there wasno obligate coupling of the fates of their two HML loci. Notably, the two asymmetricalpatterns were unequally represented.

The majority (65.3 %) of lineages produced shmoon in all cells after two celldivisions. This pattern produced four silenced granddaughter cells (Z′′, D2, D1′, D1-1) (Figure 2.2, Pattern 4). In 46 out of 643 lineages, one grand-daughter cell continueddivision one more time before arresting. Barring those exceptions, two cell divisionsrepresent the maximal time required for cells to silence HML.

If the establishment of silencing were purely stochastic as a function of cell division,then the probability of silencing would be equal at any point in the pedigree. However,the probability of silencing changed with each division and depended on whether acell was a mother or daughter cell (Figure 2.2, c). For example, the Z′ zygote hada 14.9 % chance of establishing silencing after the first cell division (proportion ofpedigrees with Pattern 1 and 3), whereas the D1 daughter cell had a 26.3 % chanceof establishing silencing at the same point (proportion with Pattern 1 and 2). Theseprobabilities rose to over 90 % in the Z′′, D1′, D1-1, and D2 cells that had not silenced

Page 40: Transcriptional Silencing Dynamics at the Single-Cell Level

27

a

b

c

d

example

Two haploids

A zygote

A budding zygote

Two diploid cells.

A divided zygote (Z’)

and its first daughter (D1)

XStrain1

mates as “a”

Strain 2

mates as “α”

α−factor source

Un-silenced zygote

mates as “α”

α−factor source

Silenced diploid and silenced daughter cell

mates as “a”

Wild-type a-cellmates as “a”

HMRa

Sir Sir

HMLα MATa

hmr∆

Sir Sir

hml∆ mat∆

sir3∆

HMLα mat∆

HMLα

Sir

hml∆

Sir

hml∆

Sir

HMLα

hmr∆

?

e

f

g

hZ’

D1

Figure 2.1: A pedigree assay to measure the establishment of silencing.(a)Wild-type cells contain cryptic copies of α1 and α2 transcription factor genes at HMLwhereas copies of these same genes at MAT are transcribed. (b) In the pedigree assay,Strain 1 (JRY8828) containing a wild-type copy of SIR3 was mated to a sir3 -deficientStrain 2 (JRY8829). (Shown prior to mating in e, and after mating in f). (c) Usinga micromanipulator, zygotes were moved to an α-factor source where they divided(pictured in g) until HML α1 and α2 transcription factor genes were functionallysilenced. (d) Upon silencing of HML, cells became sensitive to α-factor and arrestedas shmoon (pictured in h).

Page 41: Transcriptional Silencing Dynamics at the Single-Cell Level

28

0%

10%

20%

30%

40%

50%

60%

70%

80%

90%

100%

Total

643

0 div. 1 div. 1 - 2 div. (A) 1 - 2 div. (B)

Pattern 0 Pattern 1 Pattern 2 Pattern 4Pattern 3

2 div. > 2 div.

Pattern 5

Nu

mb

er

of

Pe

dig

ree

s

Z

Z’ D1

Z’’ D1’D2 D1-1

a

c

0

88 81

8

420

46

0

50

100

150

200

250

300

350

400

450

Pa ern 0 Pa ern 1 Pa ern 2 Pa ern 3 Pa ern 4 Pa ern 5

% P

ed

igre

es

b

14.9 %

0 %

26.3 %

> 98.7 % > 92.7 %

Figure 2.2: Silencing establishment as measured by the pedigree assay. Strain1 (JRY88828) and Strain 2 (JRY8829) fusion products established silencing after 1 -3 cell divisions. (a) Barplot of pedigree pattern counts. Zygotes and their daughterswere tracked by microscopy to determine their pattern of arrest, and by inference,HML silencing. Upon silencing, cells arrested division as shmoon at different pointsin their lineage, producing five possible patterns of silencing. No zygote ever silencedHML prior to cell division (Pattern 0). Pattern 1 - Pattern 5 represent silencing eventsproduced after 1 - 3 cell divisions. In Pattern 5, the extra division could have occurredin any of the four grand-daughter cells, not necessarily the D1-1 cell as depicted. Thedata represented 643 zygotes and all their descendants. (b) Proportional stackedplot. This figure depicts the same pedigree pattern counts as in Figure 2.2a as astacked plot. (c) Pedigree notation and silencing probability. The names of cells aregiven here as they are produced in a dividing pedigree lineage. The probability thata given cell of this type was silenced is shown adjacent (computed from the data inFigure 2.2a).

Page 42: Transcriptional Silencing Dynamics at the Single-Cell Level

29

in the previous division. Therefore, these results were inconsistent with silencing beingestablished with a fixed probability per cell cycle.

The inferred silencing of HML required Sir3 introduction, an α-factor source, andan HML locus competent for silencing. The absence of any of these componentsresulted in cells that divided indefinitely (data not shown). In summary, silencingprogressed as a function of a cell’s history and its identity (as either a mother ora daughter cell), did not occur with a fixed probability per cell division, and wascomplete within two cell divisions in most cells.

2.4.2 Sir3 was not limiting for the establishment of silencing

The data above were from diploid cells carrying one copy of the SIR3 gene. Al-though sir3∆ is recessive, we considered the possibility that SIR3 hemizygosity mightaffect the kinetics of silencing, and that the rate of establishment might be hastenedby a super-stochiometric quantity of Sir3. To test this idea, we performed the pedigreeassay using a derivative of Strain1 bearing SIR3 on either a single-copy (CEN-ARS)or multi-copy (2µ) plasmid. These strains expressed SIR3 mRNA at roughly fiveand ten times the wild-type level, respectively, of SIR3 transcript (Figure 2.3, a).Sir3 over-expressors did not establish silencing with significantly different kineticsthan their isogenic wild types (Figure 2.3, b). Thus Sir3 levels were not limiting forestablishment.

2.4.3 Chromatin-modifying enzymes impacted the kineticsof silencing establishment

Given that histone methylation and acetylation are reduced or missing from silentchromatin in S. cerevisiae, we assayed the kinetics of silencing establishment whenboth strains lacked the chromatin-modifying enzymes Dot1, Set1, Sas2, or the JmjC-and JmjN-domain-containing histone demethylases. We followed silencing patternsof over a hundred pedigrees for each mutant as well as wild-type controls on the sameplate. Loss of DOT1 and SET1 significantly hastened silencing establishment whereasthe loss of SAS2 or JHD2 significantly delayed it (Figure 2.4). Because bar plotsare not optimal for viewing multi-dimensional data, we also plotted these datasets asmosaic plots (Figure 2.5). Mosaic plots better display multivariable datasets and, withpractice, more obviously visually represent associations between pedigree phenotypeand genotype for each cell division.

Dot1 (also known as Kmt4) was identified by the loss of telomeric silencing uponeither its over-expression or loss-of-function [64] and was later shown to catalyze allmethylation states of H3 K79 [58–60], a core nucleosome residue that marks euchro-

Page 43: Transcriptional Silencing Dynamics at the Single-Cell Level

30

4 5 6 7 8 9

Genotype

% P

ed

igre

es

0

20

40

60

80

100

46 38 26 36 33 32 34 85 27

Replicate =

n =

1 2 3

Pattern 5 > 2 divisions

Pattern 4 2 divisions

Pattern 3 1 - 2 divisions (B)

Pattern 2 1 - 2 divisions (A)

Pattern 1 1 division

Pattern 0 0 divisions

a

CEN

vector

64

SIR3

CEN

vector

62

vector

27

SIR3

vector

32

Genotype:

n =

% P

edig

rees

WT sir3∆CEN-

Vector

SIR3

CEN-

Vector

2 µ

Vector

SIR3

2 µ

Vector

Genotype

SIR3

Fo

ld E

xpre

ssio

n

b

0

20

40

60

80

100

0

2

4

6

8

10

12

14

16

18

c

0

20

40

60

80

100

CEN-

Vector

2 µ

Vector

Pe

rce

nta

ge

dPlasmid loss per

replication event

4.2 % 0.6 %

Figure 2.3: Sir3 overexpression studies in the pedigree assay. (a) Expressionof SIR3 by qRT-PCR. An additional copy of Sir3 on either a CEN-ARS (single-copy)or 2µ (multi-copy) plasmid in Strain 1 caused an over-expression of SIR3 transcript(JRY8847 - JRY8850, using JRY8828 and JRY8829 as controls). (b) Pedigree pro-files of silencing establishment using Sir3 over-expression strains are shown comparedto strains silenced with the native SIR3 and empty vectors(JRY8847- JRY8850 xJRY8829). There was no significant association between pedigree pattern and Sir3over-expression. Nominal p-values were 0.247 (CEN-ARS) and 0.545 (2µ). (c) Tech-nical experimental replicates of Strain1 (JRY8828) and Strain 2 (JRY8829) in thepedigree assay were performed on zygotes from temporally coincident assays to illus-trate wild-type variation. The 36 nominal p-values ranged from 0.181 to 0.999 witha mean of 0.626 suggesting that the differences between the profiles of SIR3 over-expression lines to their corresponding control pedigrees are similar to the variationwithin wild-type assays. (d) CEN-ARS and 2µ plasmid loss rates. The plasmid lossper cell division of the two SIR3 over-expression plasmids is shown.

Page 44: Transcriptional Silencing Dynamics at the Single-Cell Level

31

jhd2∆ WTdot1∆ WT

% P

edig

rees

0

20

40

60

80

100

sas2∆ WTset1∆ WT

Pattern 6 unsilenced

Genotype

117 139 102 112 102 86125 134

Pattern 5 > 2 divisions

Pattern 4 2 divisions

Pattern 3 1 - 2 divisions (B)

Pattern 2 1 - 2 divisions (A)

Pattern 1 1 division

Pattern 0 0 divisions

Figure 2.4: Silencing establishment dynamics in cells lacking specific chro-matin modifiers. Yeast strains isogenic to Strain 1 (JRY8828) and Strain 2(JRY8829) and lacking either dot1∆, sas2∆, set1∆, or jhd2∆ were assayed for theirkinetics of silencing using the pedigree assay. They were compared to silencing inzygotes from wild-type Strain 1 and Strain 2 silencing on the same plates. Pedigreepatterns generated from these strains are displayed using barplots. The likelihoodratio test was applied to detect associations between pedigree pattern and genotype.All four mutants were significantly different from wild type: p-valuedot1∆ = 4.59 e−10;p-valuesas2∆ < e−16; p-valueset1∆ = 9.80 e−5; p-valuejhd2∆ = 4.22 e−3. As a bench-mark, pairwise comparisons between the four groups of wild-type assays yielded sixnominal p-values ranging from 0.179 to 0.900, with a mean of 0.610 representing thelow variability amongst wild-type samples. The number of pedigrees tabulated foreach comparison is indicated beneath the genotypes.

Page 45: Transcriptional Silencing Dynamics at the Single-Cell Level

32

Pattern

Standardized Residuals:

Genotype

jhd2∆ WTdot1∆ WT sas2∆ WTset1∆ WT

Pattern

jhd2∆ WTdot1∆ WT sas2∆ WTset1∆ WT

<−4 −4:−2 −2:0 0:2 2:4 >

Genotype

a

b

Pattern 6 unsilenced

Pattern 5 > 2 divisions

Pattern 4 2 divisions

Pattern 3 1 - 2 divisions (B)

Pattern 2 1 - 2 divisions (A)

Pattern 1 1 division

Pattern 0 0 divisions

Figure 2.5: Mosaic plots of pedigree pattern versus genotype. (a) Mosaicplots of pedigree pattern and genotype counts for four chromatin mutants. Theseplots represent the same data from Figure 2.4. Mosaic plots provide a graphicaldisplay of the joint distribution of counts in a contingency table. The lack of align-ment of the vertical lines separating tiles for the wild-type and mutant genotypessuggests an association between pedigree pattern and genotype. (b) Mosaic plotsof residuals from multiplicative Poisson model for each of the four mutants. Thelarger (in absolute value) the residuals, the greater the deviation from expectationsif there were no phenotype-genotype association. Color and shading of the tiles foreach phenotype-genotype combination allows visualization of the sign and magnitudeof the residuals: progressively darker shades of red (blue) emphasize patterns thatare reduced (increased) in the given genotype.

Page 46: Transcriptional Silencing Dynamics at the Single-Cell Level

33

matin when methylated [58, 59]. Sir proteins are thought to have a lower-affinity fornucleosomes methylated at H3 K79 [42]. In addition, the Dot1 protein itself antag-onizes silencing by competing with Sir3 for a binding site on histone H4 [101, 102].In the pedigree assay, 32.5 % of dot1∆ pedigrees established silencing in both cellsafter just one cell division, a roughly 2-fold increase over the wild type (Figure 2.4).Still, over 95 % of dot1∆ mutants were silenced within the first two cell divisions.Therefore, Dot1, and by inference methylation on H3 K79, slowed the establishmentof silencing.

H3 K4 mono-, di-, and tri-methylation is catalyzed by Set1 (also known as Kmt2),a member of the COMPASS complex that tracks along with RNA Pol II, creatinga pattern of H3 K4 mono-, di- and tri-methylation along the length of transcribedgenes [66,67,103]. The set1∆ mutation, and a consequent loss of H3 K4 methylation,leads to growth defects [69], aberrant activation at some genes, repression defectsat others [104–106], and silencing defects [73, 107]. In our studies, set1∆ cells ex-hibited accelerated establishment of silencing, though not as much as in the dot1∆mutant (Figure 2.4). By inference, Set1 inhibited or antagonized the establishmentof silencing.

Jhd2, a member of the Jmj-C family of histone demethylases, catalyzes the re-moval of all three H3 K4 methylation states, thereby opposing Set1 enzymatic activityin budding yeast [75–78, 108]. Indeed, jhd2∆ cells were slow to establish silencing, aphenotype opposite that of set1∆ (Figure 2.4). In contrast, removal of three otherJmjC- and JmjN- containing proteins showed minimal to no effects on the establish-ment of silencing (Figure 2.6). Thus, the acceleration of silencing establishment indot1∆ and set1∆ cells, and the retardation in jhd2∆ mutants reflected specific ef-fects of these enzymes on silencing kinetics. Sas2 (also known as Kat8) catalyzes theacetylation of N-terminal tail residues in histones H3 and H4 and plays a role in geneactivation. This enzyme also catalyzes the H4 K16 acetylation that is removed bySir2 to produce silent chromatin. Therefore, one might expect sas2∆ cells to estab-lish silencing more expeditiously than wild-type cells because sas2∆ cells lack a markrefractory to Sir protein binding.

However, sas2∆ cells were actually slow to establish silencing: only 1.9 % of sas2∆cells established silencing after the first cell division, in contrast to 12.7 % of wild-typecells (Figure 2.4) and roughly 10 % of pedigrees failed to establish silencing even after3 rounds of cell division. Our results closely mirrored the delay in the association ofSir3p with the HML and HMR-loci reported in batch cultures of sas2∆ cells [29]and recapitulated findings that populations of sas2∆ cells exhibit a slightly variableexpression of HML at the single-cell level [38,54].

Cells with the dot1∆, set1∆, and sas2∆ deletions produced phenotypes in steady-state that were often less severe than their phenotypes in silencing establishment.Compared with their strong defect in telomeric silencing, cells with dot1∆ mutations

Page 47: Transcriptional Silencing Dynamics at the Single-Cell Level

34

WT

n = 78

jhd1∆

n = 46

rph1∆

n = 28

jhd2∆

n = 30

gis1∆

n = 41

% T

ota

l L

ine

ag

es

Pattern 5 > 2 divisionsPattern 4 2 divisions

Pattern 3 1 - 2 divisions (B)

Pattern 2 1 - 2 divisions (A)

Pattern 1 1 division

Pattern 0 0 divisions

a

b

0.0

0.2

0.4

0.6

0.8

1.0

Enzyme Alias Length Domains Known Targets References

Jhd1 Kdm2 292 aa PHD, JmjC H3 K36 me1 me

2Tsukada, et. al., 2006; Tu et. al., 2007;

Rph1 Kdm4 796 aa JmjN, JmjC, Zn-Finger H3 K36 me2 me

3Klose et. al., 2007, Tu et. al., 2007

Jhd2 Kdm5 728 aa JmjN, JmjC, Zn-Finger H3 K4 me1

me2 me

3Liang et. al. 2006; Seward, et. al., 2007; Tu. et. al. 2007

Gis1 894 aa Bright Domain, JmjC, PHD H3 K36 me1 me

2Tu et. al., 2007

Ecm5 1,411 aa JmjN, PHD, JmjC No known targets

Figure 2.6: A targeted screen of jumonji mutants. (a) Establishment of silencingin jumonji mutants. Pedigree assays were performed for pairs of jhd1∆, rph1∆, jhd2∆,or gis1∆ strains. Only jhd2∆ mutants were further analyzed due to their significantphenotype (JRY8828, JRY8829, and JRY8834 JRY8841). (b) JmjC and JmjN-containing proteins in yeast. The five jumonji proteins in yeast are tabulated alongwith their known characteristics.

Page 48: Transcriptional Silencing Dynamics at the Single-Cell Level

35

had minimal effects on HML and HMR expression.

Cells lacking DOT1 retained wild-type mating ability (Figure 2.7) and success-fully silenced an HMR-a1::URA3 reporter (Figure 2.7). However, as recently pub-lished elsewhere, dot1∆ deletion enhances the silencing defects of some silencing-compromised mutations like sir1∆ [65] (Figure 2.7, a, c). In addition, the slowedkinetics of silencing establishment in jhd2∆ mutant cells had no discernible effect onthe strength of silencing, once established, at either locus. We observed no impacton mating efficiency in jhd2 mutants or over-expressers (Figure 2.7, b), and directqRT-PCR analysis of HMLα2 and HMR-a1 expression revealed minimal detectabletranscription from these loci (Figure 2.7, d). Therefore, though jhd2∆ cells were ini-tially slow to establish silencing, their silenced chromatin was as effective at silencingas the chromatin of wild-type cells once it had formed.

2.5 Discussion

2.5.1 The establishment of silencing as measured by a phe-notype

By investigating silencing in dividing populations of single cells, we characterizedthe dynamics of silent chromatin formation, thereby testing aspects of the maturationand stochastic models. We excluded purely stochastic models by demonstrating thata cell’s probability of silencing HML depended upon that cell’s identity (zygote ordaughter) and history (first or second cell cycle) during establishment. In addition,our findings supported aspects of the maturation hypothesis, but along a much shortertimeline (one to two cell divisions) than initially expected.

The relationship between the phenotypic measures reported here and the underly-ing molecular events reported elsewhere can be compared albeit with some limitations.After one complete cell cycle, previous studies reported that transcripts from HMRdecrease to 9.8 % to 12.5 % of wild-type levels [29,35,109]. Those decreases in mRNAquantity, measured at the population level, correlated with the 86.7 % of cells thatretain the un-silenced phenotype after one cell division in our study. We inferredthat mRNA measurements from batch culture studies reflected an admixture of twoprocesses: a fraction of cells that had achieved phenotypic silencing, and a fraction ofcells that had reduced transcript levels but not enough to pass the more stringent testof silencing used in this study. After two cell divisions, mRNA levels were reportedto decrease to 2.5 % to 5 % [109] of full expression, correlating rather well with the7 % of cells remaining in the un-silenced state in our studies.

The residual decrease in transcripts from HML and HMR measured between 3and 5 cell divisions by Katan-Khayakovich et al. [29] could result from a mixture of

Page 49: Transcriptional Silencing Dynamics at the Single-Cell Level

36

Fo

ld M

atin

g E

ffic

ien

cy

Genotype

sir1∆dot1∆ dot1∆sir1∆ WT sir4∆

b

c

d

YPDCSM -ura 5-FOA

sir1∆

dot1∆

sir1∆dot1∆

K.l.URA3 ORF

a1

HMR-E

Genotype

WT

Fold

Mating E

ffic

iency

Genotype

jhd2∆ JHD2 OE set1∆ WTa WTalpha

Expre

ssio

n o

f a1

over

wt

Expre

ssio

n o

f α

2 o

ver

wt

Genotype

jhd2∆ JHD2 OE set1∆ WTa WTalpha

HML α2 HMR a1

WTjhd2∆ sir4∆JHD2 OE

a-cells alpha-cells

aa-cells

α-cellsa-cells

α-cells

HMR-I

1.2

1

0.8

0.6

0,4

0.2

0

1.2

1

0.8

0.6

0,4

0.2

0

2.5

2.0

1.5

1.0

0.5

0

2.5

2.0

1.5

1.0

0.5

0

3.0

Figure 2.7: Loss of DOT1 enhanced the sir1∆ loss-of-silencing phenotype.(a) sir1∆ and dot1∆ single and double mutant cells (JRY8873, JRY4621, JRY8874,JRY8875, JRY8957, JRY8958) were tested for their ability to mate with tester strains(JRY2726, JRY2728) by quantitative mating efficiency assay and compared to wild-type (W303-1a, W303-1b) and sir4∆ (JRY3411, JRY3841) strains. (b) jhd2∆ strains(JRY8843, JRY8844) and JHD2 over-expressing yeast (JRY8884, JRY8885) weretested for their ability to mate. (c) Silencing of a URA3 reporter in cells lacking SIR1and DOT1 was tested. Unsilenced hmr-a1∆::K.l.URA3 expression confers growthon CSM -ura plates and sensitivity to 5-FOA (JRY8876 - JRY8833). (d) Expressionof a1 from HMR were measured in cells that lacked or overexpressed Jhd2 (MATαbackground, JRY8844 and JRY8885) using qRT-PCR. set1∆ strains (JRY8889) andwild-type strains (W303-1a, W303-1b) served as controls. HML α2 -gene expressionin cells in a MATa cells (JRY8843, JRY8884, JRY8888, W303-1a, W303-1b) was alsoassessed. Results were expressed as the average fold-expression over actin relative toMAT expression in biological triplicates.

Page 50: Transcriptional Silencing Dynamics at the Single-Cell Level

37

influences. These might include differences between the assays as a small fractionof cells slow to induce Sir3 from the inducible (GAL1 ) promoter could account forpersistent transcripts from the HML and HMR loci. Alternatively, it is possiblethat after the phenotypic changes measured in our studies have occurred, the levelsof mRNA transcript may continue to decline. Likewise, the super-stochiometric Sirprotein binding detected in later cell cycles [29] may occur after phenotypic silencing iscomplete by the cell-based assay. This process may be similar to the Polycomb Groupproteins (PcG) of Drosophila melanogaster that form heterochromatin to maintain thesilencing of HOX genes after initial repression occurs by promoter-specific regulators[110,111].

Previously, Xu et al. measured the fluorescence recovery (2hrs) after photo-bleaching (FRAP) of fluorescent reporters from HML and HMR and determined thattranscriptional ability is lost in an all-or-nothing capacity upon Sir-protein induc-tion [38]. We added to their findings by quantifying the phenotypic changes producedby the transcriptional changes they observed. Further, we quantified the probabilityof cells to adopt a silenced phenotype depending on their place within a growingpedigree tree. Taken together, the work of Xu et al., Katan-Khayakovich et al., andthis study illustrate that silencing in batch culture initiates in individual cells turn-ing off transcription at slightly variable rates thereby creating mRNA levels withincells that transition between the fully transcribed and fully silenced states. Once in-ternal mRNA levels decline to a threshold level, silencing establishes phenotypically.Though Sir protein binding may continue to increase in later stages of silent chro-matin development, the phenotypic changes are complete within as few as two celldivisions.

There is a formal possibility that the phenotypic changes measured in our as-say over-estimated the number of cell divisions required for transcripts from HMLto decline. For cells to respond to α-factor, they must degrade proteins whose syn-thesis is controlled by α genes and undergo morphological changes after undergoingtranscriptional silencing. However, previous studies of homothallic mating-type inter-conversion showed that cells can switch from an α mating type to an a mating typewithin one cell cycle and that turn-over of mating-type associated mRNA and proteinis quite rapid (less than 5 minutes for alpha2 ) as compared to the 90 - 120 minutecell cycle [112,113].

Therefore, it is likely that phenotypic changes occurred quickly following mRNAdecline. Also, our assay may not have been capable of detecting silencing were it tooccur prior to the first cell division because cells are only able to respond to α-factorduring the G1 phase of the cell cycle. However, previous molecular data indicatesthat, upon Sir protein induction, cell-cycle progression past early S-phase is requiredfor any detectable reduction in transcripts from the HML locus. Hence, the cellsthat showed sensitivity at the 2-cell stage represent the earliest observable transition

Page 51: Transcriptional Silencing Dynamics at the Single-Cell Level

38

to the silenced state. Therefore, the cellular assay used in this study to detect theonset of silencing was a close reflection of the transcriptional decline at HML but waslogically expected to occur slightly after those molecular events.

2.5.2 The pattern of silencing establishment within a pedi-gree

We found a strong bias for synchronous establishment in mother-daughter pairs,implying a close concordance between the mother and daughter cells’ fates. However,in cases where the fates of the two cells (Z′ and D1) did not occur synchronously,the daughter cell was more likely to establish silencing while the mother cell contin-ued to divide. This subtle difference may reflect a difference between the timing ofmother and daughter cell cycles or a biased segregation of silent chromosomes towardstransmission into the daughter cell.

2.5.3 Chromatin modification and silencing establishment

Trimethylation of H3 K4 is associated with gene activation and is pre-dominantlyfound in the 5′ region of euchromatic genes. Methylation of H3 K79 also demarkseuchromatin, but more ubiquitously. Cells lacking histone methyltransferase enzymes(for these methyl marks) adopted the silenced state more readily than wild-type cells,whereas cells lacking a demethylase were slower. This suggests that de-methylationcould be a rate-limiting step in the formation of silent chromatin. Formally, it ispossible that the impact of Dot1, Set1 and Jhd2 on silencing could result from anindirect effect. However, the hypo-methylation of H3 K4 and H3 K79 within silencedchromatin suggested a direct connection. It is interesting to note that asymmetricalpatterns of silencing were more common in the dot1∆ and set1∆ mutants (Pattern2 and Pattern 3 in Figures 2.2 and 2.4). Although the foundation of this differenceremains unclear, the predominance of symmetric events in wild-type cells could po-tentially reflect the replication-coupled dilution of the chromatin marks that inhibitsilencing.

Like histone methylation, histone acetylation is associated with euchromatin inbudding yeast. In our assay, Sas2 promoted efficient silencing establishment eventhough the acetylation catalyzed by this enzyme must be removed in the establish-ment process. There are two competing hypotheses for how Sas2 and specifically H4K16 acetylation affect silencing. One possibility is that the loss of H4 K16 acetylmarks in the sas2∆ mutant creates additional chromatin sites permissive for Sir com-plex binding thereby diluting Sir proteins concentration at HML and reducing boththe speed and the effectiveness of silencing. Alternatively, the active de-acetylation ofH4 K16 by Sir2 may guide the Sir complex into an optimal conformation to promote

Page 52: Transcriptional Silencing Dynamics at the Single-Cell Level

39

silencing [28, 42, 114]. Although our data do not distinguish which hypothesis forSas2’s role is correct, they do demonstrate a role for Sas2 in enhancing the kineticsof the establishment of silencing.

In steady-state cultures of dot1∆, set1∆ and sas2∆ cells, the strength of silencingat HML and HMR are mildly reduced (detectable in some mutants only in sensitizedstrains). This finding originally inspired the hypothesis that a re-localization of Sirproteins in these mutants weakens silencing. However, during the establishment pro-cess, acetyl marks promoted silencing and methyl marks delayed it. How can thechromatin modifying proteins have similar effects on silencing during steady-stategrowth yet opposite effects on the establishment of silencing? It is possible the im-pacts of these modifications on silencing establishment are direct, whereas the effectsof these marks on steady-state silencing are indirectly linked to a re-distribution ofSir proteins within the genome [61].

Alternatively, the transition from the active state to the silenced state may reflect abalance between the strength of transcription of the genes at HML and HMR versusthe strength of silencing at those locations. By this hypothesis, the rapid rate ofsilencing establishment in dot1∆ and set1∆ mutants may indicate that their abilityto maintain active transcription is compromised. Whatever the mechanism, the rateof silencing establishment in chromatin mutants provided a welcome new phenotyperevealing their effects on dynamic aspects of gene regulation.

Though jhd2∆ cells showed pronounced delays in silencing establishment, they hadno defects in steady-state silencing. As such, jhd2 mutants have never been isolatedfrom screens for loss-of-silencing phenotypes. Because genomes of all organisms haveevolved to respond dynamically to changing environments, genetic screens with thecapacity to reveal dynamic phenotypes are likely to contribute new insight to well-studied phenomena.

In our assay, two-cell-cycles required 4 - 6 hours of time. Our data did not dis-tinguish whether the two cycle requirement represents the need for a fixed amountof time, a fixed number of cell divisions, or a mix of both. For now, this issue isunresolved.

In summary, by studying the establishment of silencing in individual cells, wehave disproven purely stochastic models and have limited the maturation hypothesisto a timeline in which events required for establishing silencing are complete in thevast majority of cells within two cell cycles. We found that euchromatic methylmarks slow the establishment of silencing. Finally, we note that the need to removeeuchromatic marks provides an elegant explanation for the long-enigmatic discoveryof the grand-parental effect on silencing establishment [39], a phenomenon in whichbi-stable populations of sir1∆ cells switch from the transcribed to the silenced stateas four-synchronously switching grand-daughter cells.

Page 53: Transcriptional Silencing Dynamics at the Single-Cell Level

40

Chapter 3

H3 K79 methylation status impacts

the rate of silencing establishment

Page 54: Transcriptional Silencing Dynamics at the Single-Cell Level

41

3.1 Abstract

In Saccharomyces cerevisiae, silent chromatin inhibits the expression of geneshoused within the HML and HMR loci. The rate at which the HML locus canproduce silent chromatin is altered in cells lacking different chromatin modifying en-zymes. In particular, loss of the enzyme Dot1, an H3 K79 methyltransferase, leadsto rapid silencing establishment that can be explained by two models. Either therate of silencing establishment is correlated with H3 K79 methyl status, or Dot1 im-pedes silent chromatin formation directly (via competition with Sir3 for a bindingsite on H4). To test the extent to which these two aspects of Dot1 biology impactsilent chromatin formation, we monitored fluorescence activity in cells containing adestabilized GFP reporter placed within the HML locus as these cells established si-lencing in a series of Dot1 and histone mutants. We found that the over-expression ofcatalytically inactive dot1 phenocopies the rate of silencing establishment in dot1∆cells indicating that Dot1’s impact on silencing establishment depends on its catalyticactivity and not on the absolute concentration of the protein. In addition, histonemutants that mimic the unmethylated state of H3 K79 (H3 K79R) also phenocopythe dot1∆ cells in their rate of silencing establishment further bolstering the modelthat Dot1 impacts silent chromatin formation through its ability to alter the methylstatus of this residue. The fluorophore-based reporters in this study were used tomonitor silencing establishment continuously throughout the cell cycle and were usedin further studies of cell-cycle effects on silencing establishment and transcription.An analysis of these measurements confirmed past results that mother and daughtercells often silence in concert, but in instances where asymmetric silencing occurs, thedaughter is likely to establish silencing more precociously than her mother.

3.2 Introduction

Gene expression is highly dynamic with multiple activating and antagonizing in-puts influencing the final transcriptional output of a gene. During the process ofturning off transcription, repressive or silencing proteins must override activatingsignals. In the yeast Saccharomyces cerevisiae, transcriptional silencing at the twocryptic mating loci, HML and HMR, requires the localization of Silent InformationRegulatory (Sir) Proteins across the silenced regions [3, 5, 6, 8]. Though HML andHMR loci are constitutively repressed in wild-type cells, inducible silencing at theseloci is a model for facultative heterochromatin formation that has led to a greaterunderstanding of heterochromatin establishment and maintenance [33, 115–118]. Bystudying the dynamics between heterochromatin formation and loss in mutants withaltered chromatin structure, we aim to understand the processes involved in a complexmode of transcriptional regulation.

Page 55: Transcriptional Silencing Dynamics at the Single-Cell Level

42

Silencing establishment has been extensively studied and is thought to occur via amulti-step process in which Sir proteins initially congregate at the ”silencer” regionsflanking each locus and subsequently become enriched throughout the locus [8,9,29].The internal spreading of Sir proteins from silencer sequences requires Sir2-dependentdeacetylation of the critical histone residue H4 K16 and possibly other acetyl residuesas well [8, 26, 95, 119]. Because nucleosomes comprised of unacetylated histones havea higher affinity for Sir protein complexes, their production either processively orcumulatively promotes the internal localization of Sir proteins leading to loss of tran-scription at those sites [27,28,42].

The model of silencing establishment is continually evolving to accommodate newfindings. For example, it was previously thought that only the Sir2, Sir3, and Sir4proteins could spread across HML or HMR loci while ORC, Abf1, Rap1, and Sir1were restricted to silencer sequences [8, 9]. Current technological advances in theresolution of chromatin immunoprecipitation (ChIP) studies suggest a more complexreality. Sir1, Sir2, Sir3, Sir4, Abf1, Orc1, and Rap1 all show maximal enrichment atthe silencer regions, but Sir2, Sir3, Sir4, Sir1, and ORC are found within the silencedregion as well (Zill et al, unpublished) [36]. Their localization, as revealed by ChIP-SEQ, is by no means uniform. Rather their distribution suggests a complex structurewhose characteristics are consistent with a number of higher dimensional models ofchromatin structure such as ”bunching” or ”looping” [15,16].

During silencing establishment, the loss of histone acetylation within the silencedregion precedes the loss of histone methylation [29]. Specifically, H3 K4 methylationand H4 K79 methylation, hallmarks of active transcription and euchromatin, declineacross HMR during silent chromatin formation. Interestingly, the preemptive removalof these methylation moieties by deletion of the genes encoding their methyltrans-ferases allows silencing to establish more rapidly [29,89]. Thus, the removal of methylmarks seems to be an integral step in silent chromatin formation, and bypassing theneed for this step allows silent chromatin to establish more expeditiously. By in-ference, H3 K79 and H3 K4 methyl marks antagonize silent chromatin formation insome way.

Arguably, among the sites of histone methylation, H3 K79 methylation (catalyzedby the Dot1 methyltransferase) has the largest impact on silent chromatin formation[58,60,61,64]. How does Dot1 slow the establishment of silencing? Recent biochemicalevidence suggests that Dot1 impacts silencing by two main mechanisms. Firstly,Dot1 catalyzes the mono-, di-, and tri-methylation states of H3 K79 [60,61,63]. Thisparticular lysine is located on the Loss of rDNA Silencing (LRS) face of H3, a surfacewhose electrostatic properties are important for association between the nucleosomeand the BAH-domain of Sir3 [65,120–123]. H3 K79 methylation, therefore, interfereswith the nucleosome’s ability to adequately bind Sir3 [42]. Therefore, the loss of Dot1may increase either the speed of silencing by preemptively freeing the space on which

Page 56: Transcriptional Silencing Dynamics at the Single-Cell Level

43

Sir3 proteins associate or may increase the stability of the silent chromatin produced.

Dot1 can impact silencing formation in a second manner. Sir3 proteins silencingthe telomere can reduce Dot1 enrichment there by a direct competition mechanismfor binding on a known region of histone H4 [101, 102]. That is, both Dot1 andSir3 are known to associate, in some capacity, with the LRS face of histone H3,as well as with a basic patch on histone H4 at residues 17 - 19. The competitionis mutual and catalytically inactive Dot1 enzyme can also decrease Sir3 associationwith nucleosomes at telomeres (Stutlemeiejer et al., personal communication).

We are interested in determining the extent to which Dot1 impacts the processof silent chromatin formation through H3 K79 methylation or directly via competi-tion with Sir3 for access to the nucleosome. To determine which mechanism exacts agreater force on silent chromatin formation, we took advantage of tools developed tomonitor silencing dynamics continuously and at the single-cell level [38]. We coupledthese techniques with classics of the genetics toolkit including DOT1 overexpressionvectors [101] and mutant histone gene alleles [61]. These experiments led us to dis-cover that, at HML, H3 K79 methyl status has a large impact on the establishmentof silencing, whereas competition between Dot1 protein and Sir3 plays a minor ornonexistent role.

In addition to allowing us to address the mechanisms of Dot1 biology, the tech-niques used in this study could be employed to better understand general transcrip-tional dynamics. Using quantitative microscopy, we monitored the transcriptionalstate at HML in both unsilenced cells and cells undergoing silencing establishment.This technique has the power to continuously monitor fluorescence intensity in indi-vidual cells as they divide and grow. We discovered a wide variance in expressionintensity within the population that was cell-cycle-independent. Further, we wereable to monitor the dynamics between mother and daughter cells as they establishsilencing. We noticed that mother and daughter cells exhibit a high level of concor-dance in their expression of reporter genes, but that the daughter cell is more likelyto establish silencing faster than the mother.

3.3 Materials and Methods

Strain construction. All yeast strains were constructed in the W303 background(Table 3-1). All yeast strains containing the hml::pURA3::GFP::PEST::NLS werecloned out of Yex730. The original Yex730 construct is referenced in Xu et al. andwas produced by cloning the first 55 amino acids of the CLN2 PEST degradationtag into yEGFP (Clonetech) prior to the stop codon [38, 124]. This construct wastransformed into a plasmid containing URA3promoter::NLS::YFP::URA3 terminatorand then transformed into the HML locus [38]. In our current study, gene deletions

Page 57: Transcriptional Silencing Dynamics at the Single-Cell Level

44

Table 3.1: Yeast strains used in Chapter 3.

JRY# EOY# Genotype PlasmidJRY EOY Genotype PlasmidJRY2334 MATa ade2-1 can1-100 his3-11 leu2-3,112

trp1-1 ura3-1JRY3009 MATα ade2-1 can1-100 his3-11 leu2-3,112

trp1-1 ura3-1JRY4012 MATa lys2-1 can1-100 his3-11 leu2-3,112

trp1-1 ura3-1JRY4013 MATα lys2-1 can1-100 his3-11 leu2-3,112

trp1-1 ura3-1JRY7989 MATα ade2-1 can1-100 his3-11 leu2-

3,112 trp1-1 ura3-1 hhf1::HYG-MX hhf2-hht2::NAT-MX

Yex730JRY9101 EOY444 MATa can1-100 his3-11 leu2-3,112 ura3-1

hml::pURA3::PEST::NLSJRY9103 EOY490 MATa can1-100 his3-11 leu2-3,112 ura3-1

hml::pURA3::PEST::NLS sir3∆JRY9104 EOY458 MATa can1-100 his3-11 leu2-3,112

ura3-1 hml::pURA3::GFP::PEST::NLSdot1∆::HIS-MX

JRY9106 EOY547 MATa can1-100 his3-11 leu2-3,112 trp1-1 ura3-1 hml::pURA3::GFP::PEST::NLSdot1∆::HIS-MX

JRY9107 EOY549 MATa can1-100 his3-11 leu2-3,112 trp1-1ura3-1 hml::pURA3::GFP::PEST::NLS

JRY9108 EOY551 MATa can1-100 his3-11 leu2-3,112 trp1-1 ura3-1 hml::pURA3::GFP::PEST::NLSdot1∆::HIS-MX [TRP1 ]

pTCG

JRY9110 EOY554 MATa can1-100 his3-11 leu2-3,112 trp1-1ura3-1 hml::pURA3::GFP::PEST::NLSdot1∆::HIS-MX [GAL1promoter::gDOT1TRP1 ]

pFvL18

JRY9112 EOY557 MATa can1-100 his3-11 leu2-3,112 trp1-1ura3-1 hml::pURA3::GFP::PEST::NLSdot1∆::HIS-MX [GAL1promoter::gDOT1G401R TRP1 ]

pFvL43

Page 58: Transcriptional Silencing Dynamics at the Single-Cell Level

45

Table 3.1: Yeast strains used in Chapter 3 (continued).

JRY# EOY# Genotype PlasmidJRY9114 EOY561 MATa can1-100 his3-11 leu2-3,112 trp1-

1 ura3-1 hml::pURA3::GFP::PEST::NLS[TRP1 ]

pTCG

JRY9119 EOY574 MATa can1-100 his3-11 leu2-3,112 lys2-1 ura3-1 hht1-hhf1∆::HYG hht2-hhf∆::NAT[HHT- HHF URA3 ]

JRY9120 EOY583 MATa can1-100 his3-11 leu2-3,112 trp1-1 ura3-1 hht1-hhf1∆::HYG hht2-hhf∆::NATdot1∆::HIS3 [HHT-HHF URA3]

JRY9121 EOY594 MATa can1-100 his3-11 leu2-3,112 lys2-1 ura3-1 hht1-hhf∆::HYG hht2-hhf∆::NAT[HHT2::HHF2 LYS2 ]

pMP9

JRY9123 EOY598 MATa can1-100 his3-11 leu2-3,112 lys2-1 ura3-1 hht1-hhf1∆::HYG hht2-hhf∆::NATdot1∆::HIS3 [HHT2::HHF2 LYS2 ]

pMP9

JRY9125 EOY614 MATa can1-100 his3-11 leu2-3,112 lys2-1 ura3-1 hht1-hhf1∆::HYG hht2-hhf∆::NAT[hht2K79A::HHF2 LYS2 ]

pHCL80

JRY9127 EOY616 MATa can1-100 his3-11 leu2-3,112 lys2-1 ura3-1 hht1-hhf1∆::HYG hht2-hhf∆::NAT[hht2K79R::HHF2 LYS2 ]

pHCL81

Table 3.2: Plasmids used in Chapter 3.

Name Genotype Reference

pTCG TRP1 [61]pFvL18 GAL1promoter::gDOT1 TRP1 [61]pFvL43 GAL1promoter::gDOT1G401R TRP1 [61]pMP9 HHT2::HHF2 LYS2 [126]

pHCL80 hht2K79A::HHF2 LYS2 [101]pHCL81 hht2K79R::HHF2 LYS2 [101]

Page 59: Transcriptional Silencing Dynamics at the Single-Cell Level

46

were generated using the one-step integration of knockout-cassettes to replace theORF of a given gene with an insertion cassette containing selectable markers [97,98].JRY9108 - JRY9114 were produced by transforming the plasmids pTCG, pFvL18,and pFvL43 [61] into strains JRY9106 and JRY9107 by conventional means. JRY9119resulted from mating JRY9104 to JRY7989 [125] and selecting the desired progeny. Toproduce JRY9121 - JRY9127, we started with JRY9119 and JRY9120 and introducedthe vectors pMP6, pHCL80, and pHCL81 [101,126] through a plasmid swap.

Flow cytometry. Cells were grown to 0.1 OD in SC medium over two sequentialnights of growth at 30◦ C, diluting in between each night. Cells were harvested bycentrifugation, fixed in a 4 % paraformaldehyde/3.4 % sucrose solution for fifteenminutes at room temperature, then washed and stored in a 1.2 M sorbitol 0.1 MKPO4 solution, pH 7.5. Cells were stored at 4◦ C for a maximum of 24 hours.GFP expression data were collected for each sample using the FC-500 (Beckman-Coulter) flow cytometer. 100,000 cells were measured per run and then gated toensure that they met a minimum size measurement. Gated population of roughly60,000 cells were used. Log-Linear Means were calculated using the Beckman-CoulterFlow software. We used the Flow-Jo 7.5 analysis software (TreeStar, Inc.) combinedwith the Bioconductor flowCore package for R [99,127] for data anslysis and display.Violin plots were generated using the Vioplot package for R [99,128]. For violin plots,a band width of 100 was chosen. For samples grown in nicotinamide, cells were grownin SC medium containing 5 mM nicotinamide over two consecutive night’s growth at30◦ C with a dilution between each night. For silencing establishment time courseassays, cells were grown in 5 mM nicotinamide in SC medium over two nights at30◦ C and then removed from nicotinamide media by centrifugation, washing, andresuspension in SC medium. Time points were collected during the washing event (0min), and at 30 min, 60 min, 120 min, 240 min, and 360 min following the washingevent.

Microscopy. Fluorescence microscope images were obtained using a computer-controlled fluorescence microscope system (DeltaVision; Applied Precision) for imag-ing of live cells. A DeltaVision microscope system in a temperature-controlled roomwas used [129,130]. This system is based on an inverted fluorescence microscope (IX70Olympus) with an oil immersion Plan-Apochromat 60x NA 1.4 lens (Olympus). Fortime course assays, living cells were grown overnight to a maximum of 0.1 OD in 5 mMnicotinamide + SC medium at 30◦ C. Live cells were fixed to a 35 mm glass-bottomculture dish (MatTek Corp) coated with concanavalin A (from a solution of 0.2 % con-canavalin A, 0.1 M NaCl, 20 mM Tris, 2 mM CaCl2, 0.5 mM MnCl2, pH6.8), washedwith SC medium and overlaid with a 25 µl 2 % low-melt temp agarose (SC medium)pad. Time course experiments were conducted at 30◦ C. Images were acquired usingSoftWoRx software (Applied Precision) provided as part of the DeltaVision system.A stack of 12 images separated by 0.5 µm increments in the Z-axis and centered aboutthe focal plane were recorded every 10 minutes over the course of a 6 hr time course

Page 60: Transcriptional Silencing Dynamics at the Single-Cell Level

47

(37 time points). Image stacks were summed using the fast projection protocol in theSoftWoRx software. Images were exported to VCell-ID 0.4 (Molecular Sciences In-stitute) for cell identification, tracking, and quantification [131]. VCell-ID data wereanalyzed using the RCell package for R [99,132,133]. Cells were called accurately bythe VCell-ID program roughly 93 - 95 % of the time and were manually curated toremove false-positive calls.

Degradation time. To determine the degradation rate of GFP in our strains, wegrew cells containing the hml::GFP::PEST::NLS reporter in the sir3∆ background(JRY9103) in SC medium overnight at 30 C to a maximum 0.1 OD. Cells weremounted onto glass-bottom culture dishes as described above and incubated witheither SC medium or with 2.5 µg/ml cyclohexamide + SC medium. Quantitative mi-croscopy time courses were performed and analyzed as described above to determinethe time required for 50 % reduction in fluorescence signal from the cyclohexamide-treated cells.

3.4 Results

3.4.1 The kinetics of silent chromatin formation

Previously, we showed that cells first introduced to Sir proteins typically requiretwo cell divisions before producing functional silencing at HML that results in a phe-notypic change [89]. In that study, we used a phenotypic output, the alteration ofmating type and the response to mating pheromone (shmooing), to report functionalsilencing in a dividing population of cells. More specifically, the expression status ofHMLα in MAT∆ cells was assayed by assaying for a cell’s ability to adopt the defaulta-cell mating type and consequently to respond to α-factor. For this current study,we monitored the progress of silencing using a different approach: by quantifying thefluorescence intensity of a destabilized GFP reporter [38]. This approach nicely com-plements our previous technique. Whereas the phenotypic assay can only evaluatea cell’s expression status during G1 of the cell cycle (when cells are competent torespond to α-factor), the expression of GFP can be monitored continuously. In addi-tion, the mating type of the cell is a binary signal whereas GFP expression providesa quantitative analog output allowing for the strength and progress of silencing to bemeasured in real time. Therefore, these two approaches are meant to be complemen-tary in nature and both can be used as tools to better understand the mechanismsof silencing establishment at the single-cell level.

A fast-folding, high-turnover GFP allele was constructed to monitor expressiondynamics [38]. This GFP allele contains the CLN2 PEST degradation tag fused tothe 3’ end of GFP. Cln2 undergoes constant 26S-proteosome-dependent degradation

Page 61: Transcriptional Silencing Dynamics at the Single-Cell Level

48

throughout the cell cycle due, in part, to its PEST sequence [124, 134, 135]. WhenGFP fused to the same PEST sequence undergoes similar constant degradation. Itis estimated that the folding time of this fluorophore is on the order of 20-min, whilethe half life ranges from 26 min - 50 min [38,124]. In addition, these alleles contain aNuclear Localization Sequence (NLS) to concentrate the GFP signal at the nucleus.A loss in fluorophore stability results in lower signal accumulation. Therefore, byconcentrating the available signal into a smaller locale, we can detect lower signalintensities with greater reliability.

When placed within the HML locus, the GFP::PEST::NLS construct is subjectto Sir-protein mediated silencing. That is, GFP fluorescence intensity is not detectedunless silencing is disrupted by either mutation of one of the Sir proteins or by chem-ical inhibition of Sir2 using an inhibitor such as nicotinamide (Figure 3.1) [38]. Theexpression output of GFP in un-silenced conditions can be visualized and quantifiedby either flow cytometry (Figure3-1, b-d) or by quantitative microscopy (Figure 3.1,e, f). In both instances, cells with functionally silenced HML loci show minimal flu-orescence activity, whereas the loss of silencing at HML resulted in a 3-fold increasein fluorescence intensity. This fold difference may seem narrow compared to molecu-lar measurements such as qRT-PCR (100-fold dynamics range) or even compared tomicroscopy experiments with a stable GFP reporter (10-fold dynamic range). Therapid turn-over rate of GFP ensures that any changes at the transcriptional level willresult in GFP intensity changes relatively rapidly. However, a lower total intensity isobserved in these strains as compared to stable GFP-containing cells where the pro-teins are allowed to accumulate. Nonetheless, though the dynamic range is narrowerthan in other systems, it is highly reproducible and informative.

We monitored the hml::GFP::PEST::NLS reporter at HML after silencing wasinhibited and then re-esatblished. For this assay, cells were grown in the presence ofthe Sir2 inhibitor nicotinamide, washed of nicotinamide, and recovered in fresh media.The re-establishment of silencing was monitored by measuring the GFP intensity ofcells by flow cytometry over a 6 hour time course (Figure 3.2). The kinetics ofsilencing establishment measured using this technique were consistent with previousstudies [89,109].

Flow cytometric-based assays of silencing establishment could differentiate previ-ously described rate differences between different strains. Cells deficient in the H3K79 methyltransferase DOT1 establish silencing more rapidly than wild-type cells.In the flow cytometry experiments, dot1∆ cells reach half-maximal signal intensityby roughly 100 minutes after release from nicotinamide as compared to 150 minutesin DOT1 cells (Figure 3.2). Since previous studies measured silencing as a binary sig-nal, this new result indicated that the rapid rate of silencing establishment in dot1∆cells could also be measured when a graded output (GFP intensity) was measured.

Page 62: Transcriptional Silencing Dynamics at the Single-Cell Level

49

Fluorescence Intensity

sir3∆WT 5mM NAM

Genotype

Flu

ore

sce

nce

In

ten

sity

0

1000

2000

3000

4000

α2 α1

pURA3::GFP::PEST::NLS

aHML

WT

5mM NAM

sir3∆

Co

un

ts

WT sir3∆

Co

un

ts

Forward Scatter

Flu

ore

sce

nce

Inte

nsity

b

e

WT

n = 117

5 mM NAM

n = 99

sir3∆

n = 86

3.0 x 107

2.5 x 107

2.0 x 107

1.5 x 107

1.0 x 107

0.5 x 107

0

sir3∆WT 5mM NAM

GFP

brightfield

c d

fGenotype

Genotype

Sig

na

l In

ten

sit

y

Figure 3.1: The expression status of HML as visualized using fluorescentmarkers. (a) A destabilized version of GFP was cloned into the HML locus anddriven by the silenceable URA3 promoter. A Nuclear Localization Signal (NLS) con-centrates the fluorophore to the nucleus. (b) Cells containing the hml::GFP reporterin either SIR+ or sir- background were measured using a flow cytometer. Each panelshows roughly 60,000 cell measurements. (c) A histogram illustrating the fluorescenceintensity measurements of cells containing an hml ::GFP reporter. Both sir3∆ and5 mM nicotinamide exposure are shown. (d) The same information in (c) but illus-trated as a violin plot. (e) Cells containing the hml::GFP reporter were imaged on amicroscope. (f) A boxplot and jittered dots illustrate the signal intensities tabulatedusing quantitative microscopy for hml::GFP cells in SIR+ or sir- backgrounds.

Page 63: Transcriptional Silencing Dynamics at the Single-Cell Level

50

2.0

0

0.5

1.0

1.5

0 50 100 150 200 250 300 350 400

Lo

g M

ean

Lin

ear

Sig

nal

Time (min)

WT

sir3∆

dot1∆

0

1000

2000

3000

4000

0 30 24012060 300

Raw

Flu

ore

scen

ce

In

ten

sit

y

Time (min)

0 30 24012060 3000 30 24012060 300

0

1000

2000

3000

4000

0

1000

2000

3000

4000

a

b

Figure 3.2: The establishment of silencing as visualized by flow cytometry.(a) Isogenic cultures of genotypes DOT1 (JRY9101), dot1∆ (JRY9104), and sir3∆(JRY9103) were grown over two sequential nights in 5 mM nicotinamide to derepresshml::GFP::PEST::NLS. To measure silencing establishment, cultures were washed ofnicotinamide and the fluorescence intensity of aliquots from each sample was deter-mined. The Log Mean Linear Signal (a weighted average) is shown plotted againsttime for the three cultures. One of three performed replicates is shown. (b) Violinplots of the data from (a) are displayed to illustrate the population effect. Violinplots display the geometric mean, quadrilles, and density as white dots, black bars,and violin shapes.

Page 64: Transcriptional Silencing Dynamics at the Single-Cell Level

51

3.4.2 Mechanisms of Dot1 antagonism on silencing

dot1∆ cells establish silencing up to one cell division faster than DOT1 cells whenmeasured by phenotypic outputs in single cells [89], 1 - 2 hours faster as measuredin Sir3 occupancy in ChIP studies [29], and up to 50 min faster in our GFP experi-ments (Figure 3-2). One explanation for this antagonistic effect may involve H3 K79methylation impeding Sir3 assocation with histone H3. Alternatively, Dot1 proteinmay directly compete with Sir3 for association with a basic patch on histone H4.These two mechanisms have been shown to impact Sir3 protein binding in telomericregions of the genome, but their impact on silencing establishment kinetics at themating-type loci is not known. To test which of these two mechanisms is responsiblefor Dot1’s ability to antagonize silencing establishment, we transformed dot1∆ cellswith an over-expression plasmid containing either a functional copy of the DOT1gene or a version of dot1 that is not catalytically functional (but that still retainsstable association with histone H4) [101]. We measured the silencing establishmentdynamics in these strains using our flow cytometry approach (Figure 3.3). If Dot1catalytic activity were required to antagonize silencing, then the catalytically-deadmutant should phenocopy the rapid kinetics of silencing establishment in dot1∆ cells.Conversely, if Dot1 protein was impeding the progress of silencing establishment dueto its competition with Sir3 for histone H4, the over-expression of Dot1 – catalyticallyactive or not – should impede silencing establishment.

The overexpression of a catalytically dead version of dot1 in dot1∆ cells causedrapid silencing establishment to the same extent as the dot1∆ mutation alone (Figure3.3, c, d). This finding indicated that catalytic ability of Dot1, and therefore, the H3K79 methylation status of chromatin, correlates with the silencing phenotype of thecell. In contrast, overexpression of functional DOT1 led to an increase in the globallevels of H3 K79 me3 (Figure 3.3, a, b) and resulted in slower silencing establishmentas well as altered levels of silencing at both the start and finish of the time courseassay (Figure 3.3, c, d). Dot1 overexpression only results in retarded silencing whenthose proteins are capable of producing H3 K79 methylation indicating that it is thestatus of H3 K79 that affects silencing, not the overall concentration of Dot1 protein.Together, these results support a model whereby Dot1 antagonizes silencing via H3K79 methylation.

To provide an independent test of whether H3 K79 modification is the criticalfeature affecting the speed of silencing establishment, we performed silencing estab-lishment time course assays in yeast strains containing different histone mutants.The replacement of a lysine residue with an arginine amino acid is frequently usedto mimic the un-methylated state of lysine. If H3 K79 methylation were critical inantagonizing silencing, then the H3 K79R mutant would be expected to phenocopydot1∆ cells in their kinetics of silencing establishment. For comparison, mutating H3K79 to alanine abrogates silencing potentially by disrupting the charge-based inter-

Page 65: Transcriptional Silencing Dynamics at the Single-Cell Level

52

1

0.8

0.6

0.4

0.2

0Log M

ean L

inear

Sig

nal

0 10050 250150 300 350200

Time (min)

DOT1

dot1∆

DOT1 ox

DOT1G401R ox

Raw

Flu

ore

scence

Inte

nsity

Time (min)

dot1∆

0

0

1000

2000

3000DOT1

ox

DOT1

G401R

ox

DOT1

30 24012060 300

a b

c

d

−α-PGK

−α-H3 K79 me3

dot1

DOT1o

x

DOT1o

x G40

1R

DOT1

0

500

1000

1500

2000

2500H3 K79 me3

DO

T1

DO

T1ox G401R

DO

T1ox

dot∆

Genotype

Pix

els

/Are

a

0 30 24012060 3000 30 24012060 3000 30 24012060 300

0

1000

2000

3000

0

1000

2000

3000

0

1000

2000

3000

Figure 3.3: Overexpression of catalytically dead and catalytically ac-tive DOT1. dot1∆ cells were transformed with either empty vector (pTCG,JRY9108), pGAL1::DOT1 on a plasmid (pFvL18, JRY9110), or the catalyticallydead pGAL1::dot1 G401R on a plasmid (pFvL43, JRY9112). DOT1 cells were alsotransformed with empty vector (pTCG, JRY9114). (a) Strains were grown in galac-tose medium and were tested for global H3 K79 me3 levels by protein immunoblotwith α-H3 K79 me3 antibody. (b) H3 K79 me3 signals were quantified and normalizedto Phosphoglycerol Kinase1 (PGK1) signal. (c) Silencing establishment time coursesof strains were performed over 6 hours in overexpression (galactose) conditions. (d)Violin plots display the geometric mean, quadrilles, and density of samples from (c).

Page 66: Transcriptional Silencing Dynamics at the Single-Cell Level

53

action between either H3 and Sir3 or H3 and H4 [120,136]. We performed a plasmidswap to replace plasmids carrying HHT2::HHF2 alleles with plasmids carrying the ap-propriate mutation. These swaps were performed in hht1::hhf1∆ hht2::hhf2∆ doublemutant cells.

Confirming the dot1 mutant analysis above, the H3 K79R mutant cells pheno-copied the dot1∆ strains in their rapid establishment of silencing (Figure 3.4). Be-cause Dot1 itself was unchanged in these experiments, it was the status of H3 K79that correlated with silencing establishment efficacy.

3.4.3 Cell Cycle Dynamics and Silencing Establishment

A great advantage of the GFP reporter strain is its ability to monitor expressionfrom the HML locus continuously throughout the cell cycle. This reporter affords agreat advantage over earlier studies where the expression status of HML was testableonly at G1. GFP reporters, when coupled with quantitative microscopy, can contin-uously report expression dynamics over time and throughout the cell cycle, offeringa better understanding of these processes at single-cell resolution.

To determine whether quantitative microscopy could be used as a tool to im-age HML expression dynamics, we measured the fluorescence intensity in sir3∆hml::GFP::PEST::NLS cells using quantitative, time-lapse microscopy. To visual-ize the range of GFP expression over time in the absence of silencing, we quantifiedthe GFP fluorescence of 10 - 20 cells and all their progeny using automated systems.The total GPF intensities of each cell were graphed over time as a series of line traces(Figure 3.5) that illustrate the variation in GFP levels over time. The level of GFP ina given cell is necessarily the integrated result of the rate of GFP transcription, therate of GFP translation, the rate of GFP folding, and the rate of GFP degradation.For the sake of this analysis we assumed that the rates of of GFP translation, foldingand degradation should not markedly vary throughout the cell cycle. Therefore, therange in transcription activity was expected to dominantly impact GFP intensitiesas we measured them.

To estimate the half-life of our GFP fluorescence signal, we tracked the declineof fluorescence in cells treated with 2.5 µg/ml cyclohexamide, a known inhibitorof translation. GFP signal intensity dropped precipitously and synchronously inresponse to cyclohexamide addition (Figure 3.5), reaching a half-maximal rate afterjust 50 minutes. It will be important in our further analysis to keep in mind thatany drop in GFP intensity observed in further studies is necessarily subject to this50 minute delay.

To determine whether this technology could be used to monitor the establish-ment of silencing, we performed silencing establishment assays on reporter cells and

Page 67: Transcriptional Silencing Dynamics at the Single-Cell Level

54

0 30 24012060 300

Time (min)

WT

0

1000

2000

3000

4000

0

1000

2000

3000

4000 dot1∆

0

1000

2000

3000

4000H3 K79A

0

1000

2000

3000

4000H3 K79R

0 10050 250150 300 350200

Time (min)

1

0.8

0.6

0.4

0.2

Lo

g M

ea

n L

ine

ar

Sig

na

l

1.2

1.4

0

WT

dot1∆

H3 K79A

H3 K79R

0 30 24012060 3000 30 24012060 3000 30 24012060 300

Flu

ore

scence

Inte

nsity

a

b

c

NH

O

O

N+

CH3 CH

3

CH3

NH

O

O

NH3

+

NH3

+NH2

NH

O

O

NH

NH

O

O

CH3

Lysine Tri-methyl lysine Arginine Alanine

Figure 3.4: Dot1 antagonized silencing through H3 K79 methylation. (a)Lysine can be mono-, di-, or tri-methylated. The amino acid arginine loosely mim-ics the lysine unmethylated state. At H3 K79, the positive charge is required forinteractions between H3 and H4 as well as between H3 and Sir3. (b) Wild-typecells (JRY9121), dot1∆ cells (JRY9123), cells containing H3 K79A histone mutations(JRY9125), and cells containing H3 K79R histone mutations (JRY9127) were grownin 5 mM nicotinamide and then washed of nicotinamide at the start of a time courseassay. Time course assays were performed and aliquots of samples were analyzed ona flow cytometer for GFP signal intensity per cell. The log linear averages of eachpopulation signal intensity is shown for each strain. (c) Violin plots of each flowcytometry reading of fluorescence intensity indicate the population distributions.

Page 68: Transcriptional Silencing Dynamics at the Single-Cell Level

55

090817_cyclohex

090819_cyclohex

090821_cyclohex

090822_lineplot

090817_lineplot

090815_lineplot

0 100 200 300

4 x 107

3 x 107

2 x 107

1 x 107

0

4 x 107

3 x 107

2 x 107

1 x 107

0

4 x 107

3 x 107

2 x 107

1 x 107

0

0 100 200 300

4 x 107

3 x 107

2 x 107

1 x 107

0

4 x 107

3 x 107

2 x 107

1 x 107

0

4 x 107

3 x 107

2 x 107

1 x 107

0

Time (min) Time (min)

Flu

ore

scence Inte

nsity

sir3∆ hml::GFP::PEST::NLS

sir3∆ hml::GFP::PEST::NLS

+ 2.5 µg/ml cyclohexamide at t = -10 min

Flu

ore

scence Inte

nsity

Rep 1

Rep 2

Rep 3

Rep 1

Rep 2

Rep 3

Figure 3.5: Transcriptional variation and GFP degradation. (a) To im-age transcription over time, live hml::GFP::NLS::PEST sir3∆ cells (JRY9103) weremounted onto microscope slides, grown in SC media, and imaged every 10 min overa 6 hr time course. Roughly 10 - 20 cells were visible in the field of vision at the startof the experiment and up to three cell divisions were observed. Traces for the fluo-rescence intensity of each cell were measured and are displayed in the above graphsas lineplots where each line represents the fluorescence intensity of a given cell overthe time course. (b) To determine the degradation rate of the GFP fluorophore,hml::GFP::NLS::PEST sir3∆ cells (JRY9103) were exposed to 2.5 µg/ml cyclohex-amide ten minutes prior to the start of a similar time course. The loss of GFP overtime is shown for three replicates as lineplots where each line represents the fluores-cence intensity of a given cell at each timepont. Three replicates are shown for eachexperiment.

Page 69: Transcriptional Silencing Dynamics at the Single-Cell Level

56

monitored their expression using quantitative microscopy. Indeed, in time course ex-periments in which SIR3+ hml::GFP::PEST::NLS -containing cells were grown in 5mM nicotinamide overnight, washed of nicotinamide, and mounted on a microscopeslide, GFP signal intensity decreased over time (Figure 3.6). In contrast, cells growncontinuously in 5 mM nicotinamide retained GFP signal intensity (Figure 3.6) similarto traces of sir3∆ cells (Figure 3.5). As reported previously, loss of the dot1∆ generesulted in rapid silencing establishment at the HML locus as visualized by the quan-titative microscopy technique (Figure 3.6). This result confirmed that quantitativemicrscopy is a viable method to observe and measure the establishment of silenc-ing over time. Moreover, these data revealed cell-to-cell variation in the kinetics ofsilencing over time that was not accessible in flow cytometry analyses.

It is possible that dramatic cell-cycle-dependent fluctuations in HML transcrip-tion and in silencing would be evident in our microscopy-based observations of flu-orescence intensity measured continuously at the single-cell level. We observed thatthe expression of the GFP marker during unsilenced conditions was highly variable(Figure 3.6), and we wanted to test whether any source of this variability correlated tocell-cycle phase. Cell-cycle stage could potentially impact GFP fluorescence throughreplication-specific events, by slowing transcription in different stages, or due to cell-size differences. To determine whether cell-cycle-dependent trends existed, we usedthe data from the sir3∆ time courses (Figure 3.6) and manually annotated the timeof bud emergence of each cell and the time of mother/daughter separation of eachcell division. By normalizing and stacking the traces of these different cells aboutthe point of bud emergence, we reasoned we could potentially capture S-phase de-pendent rises or falls in expression. However, when these stacked traces were vieweden masse or averaged their variation canceled out. There was no detectable S-phase-dependence on the variability in fluorescence intensity (Figure 3.7). The same wastrue for the point of mother/daughter separation (G1) (Figure 3.7). In short, therewere no obvious cell-cycle dependent GFP expression trends in these assays. Still,there was variability in expression in different cells at different times. It is possiblethat the variability observed was due to either stochastic influences on gene expressionor micro-environmental factors.

We were interested in determining whether the history of a cell impacted itssilencing behavior. That is, during silencing establishment are mother and daughtercells more likely to establish silencing in concert, or is one cell poised to establishsilencing prior to the other? If the mother and daughter cells establish silencingasynchronously from one another, is it the mother cell or the daughter cell that ismore precocious for silencing establishment?

To test whether mother and daughter cells establish silencing synchronously (intime) using the GFP fluorescence output, we monitored the silencing establishmentpatterns of many families of cells and their progeny. By tracking the mother and

Page 70: Transcriptional Silencing Dynamics at the Single-Cell Level

57

090714am_EOY444 5 -> 0

090714pm_EOY444 5 ->0

090722_EOY444 5 -> 0

090820pm_EOY444 5

090823_EOY444 5

090818_EOY444 5

090728_EOY458 5 -> 0

090829_EOY458 5 -> 0

090730_EOY458 5->0

0 100 200 300

4 x 107

3 x 107

2 x 107

0 x 100

1 x 107

4 x 107

3 x 107

2 x 107

0 x 100

1 x 107

4 x 107

3 x 107

2 x 107

0 x 100

1 x 107

4 x 107

3 x 107

2 x 107

0 x 100

1 x 107

4 x 107

3 x 107

2 x 107

0 x 100

1 x 107

4 x 107

3 x 107

2 x 107

0 x 100

1 x 107

4 x 107

3 x 107

2 x 107

0 x 100

1 x 107

4 x 107

3 x 107

2 x 107

0 x 100

1 x 107

4 x 107

3 x 107

2 x 107

0 x 100

1 x 107

0 100 200 3000 100 200 300

Time (min)

To

tal F

luo

resce

nce

In

ten

sity (

un

its) 5 mM NAM

DOT1

5 mM -> 0 mM NAM

DOT1

5 mM -> 0 mM NAM

dot1∆

Figure 3.6: Establishment of silencing over time as visualized continu-ously by quantitative microscopy. DOT1 (JRY9101) or dot1∆ (JRY9104) cellswere grown over two nights in 5 mM nicotinamide, conditions under which thehml::GFP::PEST::NLS allele was expressed. Silencing establishment was initiatedby washing nicotinamide out of the media, mounting cells on a microscope slide, andimaging cells every 10 minutes over a 6 hour time course. As a control, DOT1 cellswere maintained in 5 mM nicotinamide media for the duration of the time course.The fluorescence intensity of each cell was quantified by VCell-ID software. Thefluorescence intensity of each cell is illustrated as a line graph.

Page 71: Transcriptional Silencing Dynamics at the Single-Cell Level

58

Rep1

Rep2

Time frame (10min)

Sig

nal In

tensity / A

vera

ge inte

nsity (

fold

change)

S-phase G1

0

0.5

1

1.5

2

2.5Bud Emergence

0

0.2

0.4

0.6

0.8

1

1.2

1.4

1.6

1.8 Bud Emergence

0

0.5

1

1.5

2

2.5 Bud Emergence

0

0.2

0.4

0.6

0.8

1

1.2

1.4

1.6

1.8 Bud Emergence

0-2-4-6-8-10-12 2 4 6 8 10 12

0-2-4-6-8-10-12 2 4 6 8 10 120-2-4-6-8-10-12 2 4 6 8 10 12

0-2-4-6-8-10-12 2 4 6 8 10 12

0

0.2

0.4

0.6

0.8

1

1.2

1.4

1.6

1.8

0-2-4-6-8-10-12 2 4 6 8 10 12

0

0.5

1

1.5

2

2.5

0-2-4-6-8-10-12 2 4 6 8 10 12

Bud separation Bud separation

0

0.5

1

1.5

2

2.5

0-2-4-6-8-10-12 2 4 6 8 10 12

0

0.2

0.4

0.6

0.8

1

1.2

1.4

1.6

1.8

0-2-4-6-8-10-12 2 4 6 8 10 12

Bud separationBud separation

Figure 3.7: Variation in gene expression as correlated with cell cycle phase.Traces of individual cell dynamics of sir3∆ cells (JRY9103) growing over a 6 hour timecourse (entire dataset shown in Figure 3.5) were manually annotated for the point offirst bud emergence (∼S-phase) and the point of mother/daughter separation (∼G1phase). These traces were then manually stacked and each trace was normalized tothat trace’s average intensity value. Averages of the total of stacked traces are shownin blue lines. Two replicates are shown.

Page 72: Transcriptional Silencing Dynamics at the Single-Cell Level

59

daughter pairs, we could observe their silencing establishment patterns in comparisonto one another. Using silencing establishment assays from Figure 3.6, we surveyedthirty mother/daughter pairs (Figure 3.8). In these traces, the mother cell tracebegins earlier. The daughter cell’s trace arises at the first point of bud-emergence(after the daughter cell has grown to > 326 pixels in size). The daughter cell initiateswith very low fluorescence intensity and either acquires fluorescent signal (due totranscription) or remains silenced as it grows. Depending on the concordance betweenthe mother and daughter fluorescence intensity traces, we could estimate whetherthe mother cell had greater signal than the daughter or vice versa. If the tracesoverlapped, we called the pair ”synchronous”. Of our thirty traces, seventeen havenear perfect synchronicity between the mother and daughter fluorescence intensitytraces. Nine pairs showed a slight bias in silencing dynamics in which the daughtercell lost transcriptional activity prior to the mother (Daughter silences faster). Inthree cases, the mother cell lost transcriptional activity prior to the daughter (Mothersilences faster). Though the numbers of cells analyzed here are small, they mirror thetrends previously documented in single-cell pedigrees. That is, mother and daughtercells usually establish silencing in the same cell division but in rare cases of asymmetry,the daughter cell establishes silencing more rapidly than the mother.

3.5 Discussion

To monitor expression dynamics of the silencing-sensitive locus HML, we utilizeda destabilized GFP reporter. In this system, GFP can be monitored at the single-celllevel both using flow cytometry on large populations of cells and with quantitative,real-time microscopy for the purpose of tracking dividing cells continuously over time.Such tools are critical for our understanding of transcriptional dynamics and silencingestablishment, especially as these topics relate to cell history and the cell cycle.

3.5.1 Dot1 antagonized silencing through H3 K79 methylstatus.

Using our GFP reporter system, we recapitulated our past results that dot1∆ cellsestablish silencing faster than DOT1 cells. In addition, we applied this technologyto strains of specific genotypes to better elucidate how Dot1 antagonizes Sir-protein-mediated silencing. Both the catalytically-dead Dot1 protein and the wild-type Dot1protein immunoprecipitate histone H4 to the same levels [101]. When we measuredtheir silencing establishment dynamics, cells overexpressing a catalytically-dead Dot1protein phenocopied cells lacking the Dot1 protein altogether. This finding arguedagainst the model that direct competition between Dot1 and Sir3 antagonizes silencing

Page 73: Transcriptional Silencing Dynamics at the Single-Cell Level

60

4 x 107

3 x 107

2 x 107

1 x 107

04 x 107

3 x 107

2 x 107

1 x 107

0

Time (min)

090714am_0_45

090714am_1_41

0 100 200 300

4 x 107

3 x 107

2 x 107

1 x 107

04 x 107

3 x 107

2 x 107

1 x 107

0

Flu

ore

scence Inte

nsity (

units)

4 x 107

3 x 107

2 x 107

1 x 107

04 x 107

3 x 107

2 x 107

1 x 107

0 SynchronousMother

silences

faster

Daughter

silences

faster

0

2

4

6

8

10

12

14

16

18

20

Num

ber

of pairs

a b

090714am_1_41

0 100 200 3000 100 200 3000 100 200 3000 100 200 300

0 100 200 3000 100 200 3000 100 200 3000 100 200 3000 100 200 300

0 100 200 3000 100 200 3000 100 200 3000 100 200 3000 100 200 300

Figure 3.8: Examples of silencing establishment in mother/daughter pairs.Cells (JRY9101) grown in 5 mM nicotinamide were washed of nicotinamide andmonitored using quantitative microscopy for fluorescence intensity derived from anhml::GFP::PEST::NLS locus (traces of the total population is shown in Figure 3.6).(a) Mother/daughter pairs from those time course assays are displayed above withthe mother cell’s fluorescence intensity trace shown in blue and the daughter’s inred. Thirty mother/daughter pairs from three experiments were evaluated for theirpattern of silencing establishment. Mother and daughters established silencing syn-chronously (black circles), or with the mother cell silencing faster than her daughter(blue circles), or with the daughter cell silencing more rapidly than the mother (greycircles). (b) A bar plot indicating the number of mother/daughter pairs that estab-lished silencing in the three patterns of establishment. Student’s t-test performedon different categories yield the following scores: synchronous v. mother (p-value =0.001), synchronous v. daughter (p-value = 0.021), mother v. daughter (p-value =0.026).

Page 74: Transcriptional Silencing Dynamics at the Single-Cell Level

61

establishment. Instead, this finding supported a role for Dot1 enzymatic function inopposing silencing establishment. Further, we coupled the GFP reporter technologywith a series of histone residue mutations. By this means, we discovered that cellscontaining H3 K79R, an H3 K79 unmethylated mimic, phenocopy dot1∆ cells in theirsilencing establishment dynamics further supporting the notion that Dot1 catalyticactivity opposes silencing establishment via the methylation status of H3 K79.

Our study is the first to evaluate how different mechanisms of Dot1 action impactsilencing establishment kinetics. At the biochemical level, Sir3 is known to disruptDot1’s ability to methylate H3 K79 [101, 102] and conversely, H3 K79 methylationinhibits Sir3’s ability to bind H3 [42]. Recently, Stutlemeiejer et al. have shownthat catalytically inactive Dot1 tethered to telomeres can stimulate the expressionof a reporter gene placed at the telomere. This effect was interpreted as evidencethat Sir3/Dot1 competition for occupancy on histone H4 impacts silencing at thetelomeres (Stutlemeiejer, personal communication). However, the impact of thatphenomenon at HML and HMR was reported to be less pronounced (Stutlemeiejer,personal communication). Therefore, competition between Dot1 and Sir3 proteinsmay have a more dramatic effect on gene expression at the telomeres than at theHML and HMR loci. This could possibly be due to different mechanisms of Sirrecruitment at the telomeres versus at HML. However, it is also possible that silentchromatin at these two loci have different three dimensional structures that accountfor their differential resonses to Dot1. Nonetheless, our results support that Dot1/Sir3competition has minimal impact on silencing at the HML locus.

Dot1 and H3 K79 methylation does not occur in a vacuum, and both silencingestablishment and maintenance are subject to a cornucopia of chromatin modifyingmoieties whose additive effects impact gene expression [137]. Though these moietiesmay not be as permanent or as information-rich as previously conceived of by the His-tone Code Hypothesis, they work together to fine-tune the expression states of certainloci, to promote positive or negative feedback loops of expression, and to potentiallyimprove the efficiency of complex genetic processes. Necessarily, these marks will bevery interesting to study in the context of dynamic expression state changes. It isinteresting to speculate by what mechanism H3 K79 methylation marks are overrid-den during the normal process of silent chromatin formation. Either the Sir3 bindingevent is competitive and eventually occurs in spite of H3 K79 methylation, or themethyl mark is diluted and/or actively removed. It is important to keep in mind thatthe proteins impacting such transitions may be difficult to identify using traditionalmethods as their phenotypes may alter the timing of these processes, but not thefinal expression states. For example, the jumonji histone deacetylase Jhd2 removesmethylation marks from H3 K4, but has no measurable effect in steady-state levels ofsilencing or transcription and has never been identified in mutant screens. However,cells lacking Jhd2 are slow to establish silencing indicating a defect in the timing ofa process, not in the end result of that process.

Page 75: Transcriptional Silencing Dynamics at the Single-Cell Level

62

3.5.2 Cell cycle and cell history impacts on silencing

In 1984, Miller and Nasmyth published the curious finding that silencing es-tablishment could not occur in cells halted in G1 [33]. Following this publication,other curiosities regarding the relationship between silencing and cell-cycle progres-sion arose [32, 116, 138–141] that to this date, have not been solved mechanistically.It remains a mystery how S-phase elongation may improve silencing efficiency, whythere are optimal cell-cycle phases for silencing establishment and others where thatprocess is impossible. It is not clear why silent chromatin replicates so late in thecell cycle or how DNA polymerases are allowed to traverse the silenced region whileRNA polymerases are prohibited. Many of these questions remain due to an in-ability to faithfully measure expression status in individual, replicating cells with anappropriate resolution.

To attempt to capture gross cell-cycle-dependent expression changes, we moni-tored our destabilized GFP reporters driven from HML using quantitative microscopy.We observed considerable variability in expression level. To determine whether thatheterogeneity was correlated with cell-cycle progression, we asked whether expressionlevel was cell-cycle dependent. We noticed no trends in fluorescence intensity dy-namics around the time of first bud emergence (near S-phase) or at mother/daughtercytokinesis (around the transition to G1). It is difficult to fully discount the pos-sibility that the cell cycle does influence expression at this locus. The lag in GFPtranslation and folding (20 min - 40 min) as well as the difficulty in ascribing cell-cycle phases based on morphology complicates our investigation. Such questions maybe more fruitful if combined with discrete cell-cycle mutants or inhibitors. Neverthe-less, we did observe variation in GFP fluorescent activity and there was no obviousconnection between these variable expression level and the cell cycle.

In our previous works, we noticed that mother and daughter cells most oftenestablished silencing in synchronous pairs. However, when mother and daughter cellsestablished silencing asynchronously from one another, the daughter cells were moreprecocious than their mothers. This observation could be the result of an interestingasymmetrical strand or protein segregation mechanism. Still, it was also feasible thatthe asymmetry observed was a consequence of the methods used rather than of thebiology. A mother cell divides prior to her daughter cell in time and hence movespast G1 (when silencing is evaluated using the pedigree assay) before the daughtercell does. Therefore, were the mother and daughter to silence at the exact samemoment in time, the differences in their cell-cycle progression rate could give theillusion of asymmetry. To determine whether the bias towards daughter cell silencingcould be similarly observed when measured by another method, we performed an indepth analysis on pairs of mother daughter cells as they established silencing. Ouranalysis revealed that mother and daughter cells do show a high degree of expressionconcordance. Still, a small number of asymmetric events were observed and in those

Page 76: Transcriptional Silencing Dynamics at the Single-Cell Level

63

cases, the daughter cell was more expeditious in establishing silencing compared tothe mother, in agreement with past observations. This phenomenon could be dueto a propensity for different Watson and Crick strands to establish silencing coupledto a propensity for different strands to segregate towards one cell or the other. Theobservation could similarly be due to a disproportionate distribution of Sir proteinsor histones in the two different cells.

It is our sincere hope that the single-cell reporter systems described here willbe further exploited for the purpose of understanding transcriptional dynamics atthe individual-cell level. If cleverly and deftly utilized, these tools will reveal moreinsight into the mechanisms of silent chromatin replication, regarding the mode ofsilent chromatin establishment, and on the aspects of stochasticity in transcription.

Page 77: Transcriptional Silencing Dynamics at the Single-Cell Level

64

Chapter 4

Addressing a long standing

conundrum in Sir2 biology

Page 78: Transcriptional Silencing Dynamics at the Single-Cell Level

65

4.1 Abstract

As a step in the establishment of silencing, Sir2 deacetylates histone H4 at residueK16. In our current model of silencing establishment, this is the main role of Sir2catalysis. Strangely, the lack of silencing resulting from a loss of Sir2 catalytic functioncannot be overridden by preemptive removal of H4 K16 acetylation (by sas2∆). Thisindicates that other Sir2 targets may exist or that our vision of silencing is incomplete.To determine the factors preventing silencing establishment in this strain background(sas2∆sir2cat−), we performed reverse genetics and forward genetics techniques aimedat restoring silencing in that context. We discovered that deletion of rtt109a histoneacetyltransferase specific for H4 K56 acetylation, partially restores mating ability inthe sas2∆ sir2cat− strain indicating that the removal of H4 K56 acetylation by Sir2 isimportant for silencing. In addition, using a forward genetics approach, we isolatedthirteen candidate mutants capable of restoring silencing at both silenced mating-typeloci, HML and HMR, in the sas2∆ sir2cat− background. A mutant analysis of sir3,however, failed to recover any sir3 mutation capable of recapitulating silencing inthe sas2∆ sir2cat− strain background. Together, these preliminary findings promisea more thorough understanding of Sir2 biology and silencing establishment.

4.2 Introduction

4.2.1 Sir2, a key histone deacetylase in silencing

Sir2 is the only known catalytically active member of the Sir complex [9]. Para-doxically, though the deacetylation of H4 K16 is the main function of its catalyticactivity, the removal of that acetyl mark through other means cannot circumvent theneed for Sir2 catalytic function. This paradox suggests that Sir2 may have additionalroles in silencing beyond deacetylating H4 K16.

Unacetylated histones are correlated with a transcriptionally off state, whereas hi-stone acetylation is often associated with a transcriptional on state. The enrichmentof many nucleosome acetylation marks correlates with the expression of underlyinggenes. Genes that are actively expressed have high histone acetylation at their 5’ re-gions and throughout the body of the gene, whereas silent chromatin contains reducedlevels of these modifications. Histone acetylation is thought to assist in transcriptioninitiation and elongation by altering the intrinsically repressive association of nucleo-somes to DNA, by recruiting transcription activating proteins [48,57], by preventingcompaction into 30-nm fibers [142], and by impeding the association of repressivefactors like the Tup1-Ssn6 machinery and the Sir proteins themselves [27, 28, 47].Therefore, the removal of histone aceytlation marks by Sir2 likely promotes silent

Page 79: Transcriptional Silencing Dynamics at the Single-Cell Level

66

chromatin formation at several levels.

Several different enzymes catalyze histone acetylation in yeast (Table 1-1) withthe NuA3 complex, the NuA4 complex, the SAGA complex, and the SAS-I complexaccounting for the bulk of these events [54]. Sas2 (and to a lesser extent Esa1 ofthe NuA4 complex and Sas3 of the NuA3 complex) acetylates the critical H4 K16anti-silencing residue [55, 56]. When assessed globally, this H4 K16 acetyl mark isdistinct from other histone acetylation marks as it shows a low correlation with themand even an anti-correlation with H3 K18 acetylation [46,142].

Sir2 is a NAD+-dependent histone deacetylase [26, 143, 144]. Sir2 deacetylatesacetyl lysines at H4 K16 residues and, to a lesser extent, can also act on H3 K9 andH3 K14 acetyl marks [26]. Nucleosomes containing H4 K16 acetylation specificallyare a poorer substrate for Sir protein binding than nucleosomes lacking this mark,and the removal of the mark is required for functional silencing at telomeres, HMLand HMR [42, 43, 55, 56]. Recently, acetylation on H3 K56 was identified as a Sir2substrate [95]. The role that H3 K9, H3 K14, and H3 K56 play in silent chromatinformation is not well understood. However, H4 K16 is thought to be the key residuerequired for removal as gauged from histone point mutation studies [145].

4.2.2 A missing piece in the Sir2-Sas2 partnership

Our current model of silencing fails to account for some key experimental data.The crux of this problem lies in the fact that sir2 catalytically dead mutants cannotbe rescued by sas2 deletion [146]. The Sir2 protein itself is a structural componentof a complex of silencing proteins consisting of Sir2, Sir3, and Sir4. Hence, the loss ofSir2 entirely might destabilize the complex or render it useless. However, the sir2-345allele allows the production of Sir2/Sir3/Sir4 complexes lacking histone deacetylationability. In the sir2-345 mutant background, silencing is nonfunctional arguably be-cause the Sir complex lacks the ability to remove histone H4 K16 acetylation thatantagonizes Sir complex association. Since Sas2 catalyzes the bulk of H4 K16 acety-lation, the removal of this enzyme should reduce the levels of H4 K16 acetylation inthe sir2-345 (sir2cat−) background and may allow for a recovery of silencing in thatstrain. If H4 K16 acetylation were the only factor preventing silencing, the sas2∆mutation should restore silencing in the sir2cat− background. However, the sas2∆sir2cat− strains of yeast still lack silencing ability [96, 146]. In addition, histone mu-tations aimed at mimicking unacetylated nucleosomes also failed to restore silencingin this background. That is, mutating H3 K9, H3 K14, and H4 K16 to arginine, amimic of unacetylated lysine, was not able to rescue silencing in a sir2-345 mutantbackground either, despite the fact that some increase in Sir protein association couldbe detected [146]. This finding has confounded the field for many years and led tospeculation into the ”missing pieces” of the silencing model that would account for

Page 80: Transcriptional Silencing Dynamics at the Single-Cell Level

67

this finding.

4.2.3 Potential missing pieces in silencing

There are several scenarios that could explain why silencing in sir2cat− cells is notrescued by deletion of SAS2. Listed below are a number of scenarios we imagine thatcould explain this critical paradox.

1. It is formally possible that the Sir2 catalytically dead protein is not able toassociate with its binding partners or with chromatin in a manner that promotessilencing. This possibility seems unlikely because Sir2 catalytically dead mutantshave been characterized to retain association with partner proteins, and the regionsof Sir2 known to associate with Sir4 are intact [28,147].

2. The loss of sas2 and the resulting reduction in H4 K16 acetylation at roughly7000 nucleosomes in the yeast genome could conceivably allow Sir proteins to bindindiscriminately across the genome diluting their concentration at the silenced loci.If this were the case, it should be possible to overcome this problem by overexpress-ing Sir proteins. However, overexpression of Sir3 is not able to rescue silencing inthe sir2-345 H3 K9R, H3 K14R, H4 K16R background despite the fact that someincreased association of Sir3 with silenced regions could be measured by chromatinimmunoprecipitation [146]. This finding seems to indicate that some factor otherthan Sir protein abundance may be lacking in these strains.

3. sas2 deletion may not adequately decrease acetylation of H4 K16. In thisinstance, it is possible that the residual H4 K16 acetylation remaining in this mutant(by the activity of Esa1, Gcn5, or Sas3) prevents Sir protein binding in the absenceof Sir2 catalysis. However, it must be kept in mind that histone mutations in whichH3 K9, H3 K14, and H3 K16 are all mutated to the unacetylatable lysine mimic(arginine) are not able to silence in the sir2 -345 background, as well [146].

4. Alternatively, there may be undiscovered substrates of Sir2. This could poten-tially be very interesting and indicate that an undiscovered acetyl residue requiresSir2 deacetylation for silencing establishment.

5. It is possible that other products of Sir2 catalysis are required for silencing.When Sir2 deacetylates histones, it also produces one molecule of nicotinamide andone molecule of 2,3-O-Acetyl-ADP-Ribose (AAR) (Figure 4.1) [148]. Recent studieshave focused on potential roles of the AAR moiety in catalyzing functional silentchromatin. It is possible that the production of this molecule is also required forfunctional silencing in the sas2∆ sir2cat− strains.

Page 81: Transcriptional Silencing Dynamics at the Single-Cell Level

68

Figure 4.1: The deacetylation reaction catalyzed by Sir2. From Yang and Sauve2006 [149]. Sir2 couples nicotinamide adenine dinucleotide (NAD) hydrolysis to thedeacetylation of acetylated lysines to produce an un-acetylated protein, nicotinamide,and 2’,3’-O-acetyl-ADP-Ribose (AAR).

Page 82: Transcriptional Silencing Dynamics at the Single-Cell Level

69

4.2.4 The histone acetylation hypothesis

Expanding on the possibility that acetyl lysine residues other than H4 K16 mayprevent silencing establishment, there is mounting evidence that a recently identifiedlysine acetyl group on histone H3 may prevent silencing establishment in the sas2∆sir2cat− strain. The Rtt109-Vps75 acetyltransferase complex acetylates H3 K56 ina cell-cycle dependent manner and has implications for silencing. Peaking at S-phase, H3 K56 Ac is placed onto newly synthesized histones prior to nucleosomeincorporation. [150, 151] Asf1 then assists in the incorporation of H3 K56 acetylatednucleosomes into chromatin during DNA replication at S-phase [152]. Synchronouslygrowing cells show a high levels of H3 K56 acetylation correlating with S-phase [153].Similarly, in global ChIP-CHIP studies of H3 K56 acetylation enrichment, originsof replication are associated with H3 K56 acetylation in late G1 and early S-phase,and to a lesser extent, during periods of nucleosome turnover. As DNA replicationprogresses, the regions of enrichment extend outward from origins [152]. Intriguingly,all signs of H3 K56 are removed by the termination of S-phase [154]. Hst3 and Hst4,the enzymes thought to remove the bulk of H3 K56 acetylation (outside of silencedregions), show a peak of expression during S-phase and are thought to account forthe removal of this mark [153].

Three enzymes can catalyze the deacetylation of H3 K56 in vitro. Sir2 is importantfor the deacetylation of these marks especially at silenced regions [95] whereas Hst3and Hst4 seem to perform the bulk of the deacetylation activity throughout thegenome [153,155].

If newly synthesized nucleosomes are acetylated at H3 K56 prior to their incorpora-tion into chromatin, it seems likely that the removal of these marks may be importantfor the maintenance (or re-establishment) of silencing with each round of replication.Given the position of H3 K56 at the exact location on the nucleosome where DNAinitiates contact, it has been theorized to impact compaction. Therefore, it is possi-ble that cells lacking catalytic activity of Sir2 will remain unsilenced by virtue of H3K56 acetyl marks inhibiting nucleosome compaction into some requisite higher-orderstructure. In that scenario, a mutation in that specific nucleosome residue or in anenzyme important for catalyzing its acetylation should restore silencing in the sas2∆sir2cat− strains.

4.2.5 The AAR moiety hypothesis

AAR production may have a role in silencing, and its localized production viaSir2 catalysis may be an important step in silent chromatin formation. Initial crys-tal structures of bacterial Sir2 orthologs indicated that, upon catalysis, the productnicotinamide remains blocked in the Sir2 active site by an AAR derivative. The AAR-

Page 83: Transcriptional Silencing Dynamics at the Single-Cell Level

70

like molecule would need to leave the reaction site prior to nicotinamide departureand before a further round of deacetylation could occur [156]. Given the presence ofa degenerate AAA-ATPase motif on Sir3, researchers initially speculated that Sir3might assist in the active removal of the AAR derivative from the Sir2 active sitethereby facilitating future deacetylation reactions [157].

Indeed, a conserved structural motif at 550 - 830 aa of Sir3 shares high similaritywith Cdc6 and Orc1, and all three proteins are members of a sub-group of AAA+ATPase containing proteins [158, 159]. Unlike the other sub-group members, how-ever, Sir3 contains a poor consensus in the Walker A and B motifs, both of whichare definitively required for catalytic activity. Indeed, Sir3-dependent ATP hydrol-ysis has not been observed [157, 160] . Intriguingly, crystal structures of anotherAAA+ ATPase member, p79, reveal that nucleotide binding is accompanied by alarge allosteric structural change whereas nucleotide hydrolyzing steps create mini-mal structural changes [161]. These observations led to the popular, but as yet un-proven, hypothesis that Sir3’s degenerate AAA+ ATP binding site may have evolvedto bind AAR for the purpose of initiating a conformational change necessary for silentchromatin formation [157].

Following the discovery that the AAR molecule produced was indeed a mixtureof the two isoforms 2,3-O-Acetyl-ADP-Ribose (AAR), in vitro biochemical assayssupported a role for AAR in Sir protein function. In the absence of chromatin orDNA, AAR increases the association of Sir3 with Sir2-Sir4 dimers as observed throughimmunoprecipitation [28]. Also, adding AAR to in vitro preparations of Sir2/3/4 andhistone H4 tails stimulates gross structural changes observed by Electron Microscopy(EM) [28]. Further, in vitro gel shift assays indicate Sir3 pre-treated with AARhas a higher affinity for unacetylated histones, Sir2, and Sir4 [42]. Taken together,these experiments give precedence to the idea that AAR can stabilize Sir complexformation. However, dissenters argue that the protein associations stimulated byAAR could be the result of charge-dependent changes that are not produced underphysiological concentrations and conditions.

In contrast, a genetic approach indicates that the production of AAR is dispensiblefor silent chromatin formation. Sir2 catalyzes histone deacetylation via an NAD+-dependent catalytic core. If Sir2’s catalytic core is substituted with the Hos3 deaceyt-lase’s NAD+-independent catalytic core, unable to produce AAR, silent chromatinforms all the same. To test whether residual AAR in the cell could account for thepersistent silent chromatin formation, researchers tested whether the removal of fourout of the five other AAR-producing enzymes in the cell would reduce silent chro-matin establishment in those lines, but it did not [43]. Although this result is striking,given the contrived nature of the hybrid protein involved, it is not definitive.

Taken together, what are the possible effects of AAR and might they account forthe lack of silencing observed in the sas2∆sir2cat− strain? It is possible that AAR is

Page 84: Transcriptional Silencing Dynamics at the Single-Cell Level

71

indeed required for silent chromatin formation when Sir2 is the catalyst, and is onlydispensable for silencing in a contrived, Sir2-fusion protein context. Alternately, it ispossible that AAR has an in vitro stimulatory effect on Sir complex formation thatdoes not occur in vivo. Given the uncertainty of the two scenarios we cannot rule outthe possibility that the inability for sas2∆sir2cat− strains to silence may be due to alack of AAR production.

If AAR acts as a silencing-stimulatory effector ligand for some target, histones, orSir3 or otherwise, mutations may be produced in the cell that override this AAR re-quirement. Such mutations may occur in Sir2 or Sir3 themselves, or in other enzymesthat produce or catabolize AAR. For example, loss of an enzyme that catabolizesAAR may result in increased levels of AAR and could potentially rescue silencing.Alternatively, mutations that stimulate the activity of Hst3 or Hst4 might lead tomore AAR production. In most of these cases, it is predicted that these types ofmutations are more likely to be dominant or co-dominant than recessive in nature.

To better understand the complexity of silent chromatin formation in light of theseconsiderations, we aimed to test whether any of the hypotheses listed above couldexplain or reveal a missing piece in the silencing picture. To do so, we employed bothreverse and forward genetics approaches. We directly tested the effects of H3 K56acetylation on silencing, we performed a targeted mutagenesis of Sir3, and we screeneda sas2∆sir2cat− strain for recovered silencing. This work has been a mentorshipproject and a collaborative venture for me. Elsa Tretter, Jane O, Debbie Thurtle,and Adam Session contributed heavily to this work. Elsa Tretter assisted with strainconstruction, Jane O performed the sir3 mutagenesis assay, Debbie Thurtle performedthe forward genetics screen.

4.3 Materials and Methods

Strain Construction. Strain construction was performed using typical protocolsof gene replacement and plasmid transformation [97, 98]. Specifically, the JRY9077strain was created by crossing a sir3∆ strain carrying a Sir3 plasmid (JRY4617+ pJR273) to a sas2∆ strain (JRY9078) to producing a sas2∆sir3∆ double mu-tant (JRY9079). This strain was crossed to sas2∆ sir2::TRP1 sir2N345A (SIR2 )(JRY7334) obtained from the Guarente lab [26, 162]. This cross was facilitated bytransforming the pJR69, a SIR2 plasmid, in the JRY7334 strain that allows thestrain to mate properly. A sas2∆ sir2::TRP1 sir2N345A sir3∆ segregant was iso-lated, cleared of pJR69, and saved as JRY9077. Though the sas2∆ and sir3∆ werefull deletion alleles, sir2 was mutated by insertion of the TRP1 gene at a centrallylocated Bgl II site.

rtt109∆ strains. A sas2∆ sir2∆ sir2N345A strain (JRY9080) was crossed to

Page 85: Transcriptional Silencing Dynamics at the Single-Cell Level

72

Table 4.1: Yeast strains used in Chapter 4.

JRY# A.k.a GenotypeJRY18 MATa his4-912 ura3-52JRY2334 MATa ade2-1 can1-100 his3-11 leu2-3,112 trp1-1 ura3-

1JRY4012 MATa lys2-1 can1-100 his3-11 leu2-3,112 trp1-1 ura3-

1JRY4013 MATalpha lys2-1 can1-100 his3-11 leu2-3,112 trp1-1

ura3-1JRY2726 MATa his4-1JRY2728 MATα his4-1JRY4617 MATalpha lys2-1 can1-100 his3-11 leu2-3,112 trp1-1

ura3-1 sir3∆::TRP1 pJR273 [SIR3 URA3 ]JRY7334 MATa ade2-1 can1-100 his3-11 leu2-3,112 trp1-1 ura3-

1 rDNA::ADE2 sir2::TRP1 LEU2::sir2N345AJRY9077 ETY14 MATα ade2-1 his3-11 leu2-3,112 trp1-1

ura3-1 sir2::TRP1 sas2∆::HYG sir3∆::TRPLEU2::sir2N345A

JRY9078 EOY110 MATa ade2-1 can1-100 his3-11 leu2-3,112 trp1-1 ura3-1 sas2∆::HYG

JRY9079 ETY3 MATα ade2-1 lys2-1 can1-100 his3-11 trp1-1 leu2-3,112 ura3-1 sas2∆::HYG sir3∆::TRP pJR273 [SIR3URA3 ]

JRY9080 EOY400 MATα his3-11 can1-100 leu2-3,112 trp1-1 ura3-1 sir2::TRP1 sas2∆::HYG LEU2::sir2N345A [SIR2URA3]

JRY9081 EOY417 MATa/MATα ade2-1/ADE2 can1-100/can1-100his3-11/his3-11 leu2-3,112/LEU trp1-1/trp1-1 ura3-1/ura3-1 SIR2/sir2∆::TRP1 SAS2/sas2∆::HYGhmr-a1∆::K.l.URA3/HMR [SIR2 URA3 ]

JRY9082 2a MATa ade2-1 can1-100 his3-11 leu2-3,112 trp1-1 ura3-1 rtt109∆::NAT

JRY9083 19c MATa ade2-1 can1-100 his3-11 leu2-3,112 trp1-1 ura3-1 rtt109∆::NAT

JRY9084 4a MATα can1-100 his3-11 leu2-3,112 trp1-1 ura3-1rtt109∆::NAT

JRY9085 34d MATα can1-100 his3-11 leu2-3,112 trp1-1 ura3-1rtt109∆::NAT

JRY9086 8a MATa can1-100 his3-11 leu2-3,112 trp1-1 ura3-1sas2∆::HYG rtt109∆::NAT

Page 86: Transcriptional Silencing Dynamics at the Single-Cell Level

73

Table 4.1: Yeast strains used in Chapter 4 (continued).

JRY# A.k.a GenotypeJRY9087 39c MATα can1-100 his3-11 leu2-3,112 trp1-1 ura3-1

sas2∆::HYG rtt109∆::NATJRY9088 34a MATa can1-100 his3-11 leu2-3,112 trp1-1 ura3-1

sir2::TRP1 sas2∆::HYG LEU2::sir2N345AJRY9089 12a MATα can1-100 his3-11 leu2-3,112 trp1-1 ura3-1

sir2::TRP1 sas2∆::HYG LEU2::sir2N345AJRY9090 25c MATα can1-100 his3-11 leu2-3,112 trp1-1 ura3-

1 sir2::TRP1 sas2∆::HYG LEU2::sir2N345Artt109∆::NAT

JRY9091 28a MATα can1-100 his3-11 leu2-3,112 trp1-1 ura3-1 sir2::TRP1 sas2∆::HYG LEU2::sir2N345Artt109∆::NAT

JRY9092 34a MATa can1-100 his3-11 leu2-3,112 trp1-1 ura3-1 sir2::TRP1 sas2∆::HYG LEU2::sir2N345Artt109∆::NAT

JRY9093 12a MATa can1-100 his3-11 leu2-3,112 trp1-1 ura3-1 sir2::TRP1 sas2∆::HYG LEU2::sir2N345Artt109∆::NAT

JRY9094 DTY15 MATα lys2-1 can1-100 his3-11 leu2-3,112 trp1-1 ura3-1 sas2∆::HYG hmra1∆::K.l.URA3

JRY9095 DTY28 MATa ade2-1 can1-100 his3-11 leu2-3,112 trp1-1 ura3-1 sas2∆::HYG hmra1∆::K.l.URA3 LEU2::sir2N345A

JRY9096 DTY30 MATα lys2-1 can1-100 his3-11 leu2-3,112 trp1-1 ura3-1 sas2∆::HYG hmra1∆::K.l.URA3 sir2∆::HIS3

JRY9097 DTY22 MATa lys2-1 can1-100 his3-11 leu2-3,112 trp1-1ura3-1 sas2∆::HYG hmra1∆::K.l.URA3 sir2∆::HISLEU2::sir2N345A

JRY9098 2-2b: MAT? lys2-1 can1-100 his3-11 leu2-3,112 trp1-1 ura3-1 LEU2::sir2N345A sas2∆::HYG hmra1∆::K.l.URA3

JRY9099 2-17d: MATα ade2-1 can1-100 his3-11 leu2-3,112 trp1-1ura3-1 sas2∆::HYG hmra1∆::K.l.URA3 sir2∆::HIS3LEU2::sir2N345A

Page 87: Transcriptional Silencing Dynamics at the Single-Cell Level

74

Table 4.2: Plasmids used in Chapter 4

Plasmid Genotype

pJR273 SIR3 URA3pJR69 SIR2 URA3pJR104 SIR3 URA3pJR2026 SIR3 LEU2

Table 4.3: Oligos used in Chapter 4

Oligo Name Sequence

oEO357 cga ttg gtt att cgt gtg ctt gttoEO358 gct cgg aat taa ccc tca cta aag goDT1 cat tca aac cat ttt tcc ctc atc ggc aca tta

aag ctg gcg gat ccc cgg gtt aat taaoDT2 tat taa ttt ggc act ttt aaat tat taa att gcc

ttc tac cga tga att cga gct cgt tt

Page 88: Transcriptional Silencing Dynamics at the Single-Cell Level

75

an rtt109∆ strain and the resulting haploids segregated these mutants in variouscombinations. From this cross, JRY9082 - JRY9093 were generated.

Starter strain for the screen. JRY9081 was sporulated to obtain a MATαsas2∆ hmra1∆::K.l.URA3, named JRY9094. The entire SIR2 ORF of JRY9094was replaced with the HIS-MX cassette by conventional gene replacement [97]. Theresulting strain, JRY9096, was mated to JRY9095. One progeny from this crosswas selected for the desired genotype and saved as JRY9097 (MATa ADE2, lys2-1,sas2∆::HYG, hmra1∆::K.l.URA3, sir2∆::HIS, LEU2::sir2N345A).

PCR-mediated mutagenesis of SIR3. A vector containing the SIR3 openreading frame cloned into a pRS plasmid (pJR104) was linearized using XhoI andKpnI. Linearized vector was gel-extracted and then co-transformed together withlinear sir3 fragment libraries into target strains of JRY9077. We generated sir3mutant fragment libraries by either the Clonetech Diversify PCR Mutagenesis Kitor the Agilent/Stratagene GeneMorph II Mutagenesis Kit. For the Diversify PCRKit, we followed the manufacturer’s instructions for generating approximately 2.0mutations/1,000 bp by adjusting the Mn2+ and dGTP concentrations to the low-est mutagenic levels. Using the GeneMorph II Mutagenesis Kit, we followed themanufacturer’s instructions to generate an estimated 0 - 4.5 mutations/1,000 bp byadjusting the DNA template to 500 ng/reaction, again the lowest mutation rate con-ditions. In both cases, the SIR3 gene was amplified from pJR2026 plasmids using theprimers oEO357 and oEO358. Amplified sir3 mutant libraries and linearized vectorwere co-transformed into JRY9077 strains of yeast. Transformed cells were dilutedto achieve 300 colonies/plate and plated onto solid CSM-URA media. To screenfor transformants containing a clone that rescued the silencing defect, transformedcolonies were replica plated onto YM plates top-spread with the MATa mating-typetester strain JRY18. Mutants capable of mating were scored from by their ability toform prototrophs upon mating to the test strain.

EMS mutagenesis. We performed genomic screens to recover genome-widemutations capable of rescuing silencing in sas2∆ sir2cat− strains. To do so, theJRY9097 starter strain was grown to 2 x 108 cells/ml. 1 ml of each culture washarvested, washed twice in sterile water, and resuspended in 1 ml 0.1 M SodiumPhosphate Buffer (pH7.0). The cells were then incubated with agitation in 30 ulEMS at 30◦ C for 1 hour. Incubated samples were washed twice in 200 µl 5 % sodiumthiosulfate (to neutralize remaining EMS) and plated onto YPD plates at a targetdensity of 300 colonies/plate. Cells were first screened for a recovery of silencing bytheir ability to grow on 5-FOA plates (HMRa1∆::K.l.URA3 ) which would indicatethat silencing of URA3 had become at least partially restored. They were thensubjected to a secondary selection for recovered mating ability using the tester strainsJRY2728 and JRY2726.

Patch mating assays. To test for mating ability, cells of a given strain were

Page 89: Transcriptional Silencing Dynamics at the Single-Cell Level

76

manually mixed with either the α-tester (JRY2728) or the a-tester (JRY2726) yeaststrains on YPD plates. Mixtures of cells were painted into square or rectangularpatches on the plate and grown over night at 30◦ C. Patches were replica plated ontoYM plates on which only successfully mated diploids should survive. Small aliquotsof haploids were also tested for growth on YM plates as a negative control. Theresulting plates were photographed after 2-days of growth.

Growth assays. To characterize the expression of the URA3 marker at the HMRlocus, strains were grown on CSM-URA and 5-FOA. Five-fold serial dilutions startingat 1 OD/ml of the of each strain were frogged onto CSM-URA plates, 5-FOA plates,YPD plates, and/or CSM complete plates. The plates were photographed after twodays of growth.

Dominance Testing. To test whether putative mutations were dominant orrecessive, mutants were crossed to a MATα strain with the same genotype as theparent strain with the exception of complimenting auxotrophies for adenine and lysine(JRY9099). Five-fold serial dilutions starting at 1 OD/ml of the resulting diploidswere frogged onto CSM-URA and 5-FOA plates to determine expression status ofthe HMRa1∆::K.l.URA3 gene. Mutants were also frogged onto YPD and CSM asgrowth controls. sas2∆ sir2cat− (JRY9098 ), and sas2∆ sir2∆ sir2cat− (JRY9097)and sir2∆ sir2cat− (JRY9099) were also used as controls.

4.4 Results

4.4.1 Rtt109 contribution to silent chromatin formation

Recently, researchers have discovered the acetyltransferase Rtt109-Vps75 can acety-late H3 K56 in a cell-cycle-dependent manner. Given the tantalizing finding that Sir2can catalyze the deacetylation of this mark, it seemed possible that removal of H3K56 might be required for full establishment of functional silencing. It is possiblethat the residual H3 K56 acetylation in the sas2∆ sir2cat− strain is preventing theformation of silent chromatin in that strain.

To test this possibility, I disrupted RTT109 in the sas2∆ sir2cat− strain andassessed the competence of silencing in that strain (JRY9092) as measured by matingability. We observed a low level of mating restoration in the sas2∆ sir2∆ sir2cat−

strain with the loss of rtt109. This observation indicates that Rtt109, and by inference,H3 K56 acetylation, may play a role in antagonizing silencing establishment. Further,this obstacle may typically be overcome by Sir2 catalytic activity (Figure 4.2). Itshould be noted that this phenotype was only discernible in patch mating assays andwas too subtle to be observed in smaller format assays such replica plating of tetraddissection plates.

Page 90: Transcriptional Silencing Dynamics at the Single-Cell Level

77

These results imply that the absence of rtt109 has the potential to restore silenc-ing in the sas2∆ sir2cat− background. Given this finding, it is possible that H3 K56acetyl moieties incorporated during S-phase may impede silencing establishment incells lacking both Sas2 and Sir2 catalytic ability. Still, the fact that a total restora-tion of silencing is not observed indicates that additional factor(s) prevent silencingestablishment in these strains.

4.4.2 Esa1?

In the sas2∆ genetic background, a low level of H4 K16 acetylation is preserved.This low level of acetylation is, in part, produced by the histone acetylatransferaseactivity of the NuA4 complex of which Esa1 is the catalytic component. It is possiblethat cells containing catalytically inactive Sir2 are not able to mate even in the sas2∆background due to the antagonistic effect of the residual acetylation of H4 K16 byEsa1.

To test this possibility, we had planned to create a sas2∆ sir2cat− esa1ts triplemutant. By shifting the mutant into the restrictive temperature and testing for thepresence or absence of transcription at HML or HMR we aimed to determine whethersilencing could be rescued under these conditions.

Sadly, the esa1ts strain was too sick to grow and mate with our query strain pre-venting the execution of this experiment and necessitating other methods of inquiry.

4.4.3 Sir3 mutation experiment

It is possible that silent chromatin formation involves a conformational change ofone or more of the Sir proteins. This process could theoretically be stimulated by asmall molecule interaction with a ligand, like AAR, or it might occur independently.In either case, it may be possible to mimic such a conformational change througha specific mutation. When considering candidate proteins, Sir3 seemed a logicalfirst target for mutagenesis due to its degenerate AAA+ ATPase domain that hasbeen speculated to bind AAR. Therefore, we performed saturating mutagenesis onSir3 to test whether any Sir3 mutation could restore silencing in the sas2∆ sir2cat−

background (JRY9077). In our aim to identify sir3 mutations that rescued silencingwhen both SAS2 and SIR2 were absent, we hoped to gain further insight into thenature of silent chromatin.

We generated a library of random sir3 mutant alleles using PCR mutangesisand transformed our library into a strain of the genotype sas2∆ sir2cat− (JRY9077).JRY9077 cells are sterile due to the loss of silent chromatin formation. We there-fore screened for a restoration of mating ability in successful transformants. Out of

Page 91: Transcriptional Silencing Dynamics at the Single-Cell Level

78

MATα

MATα rtt109∆

MATα rtt109∆ sas2∆

MATα sas2∆ sir2∆ sir2cat-

MATα sas2∆ sir2∆ sir2cat- rtt109∆

Mates as

α a

Figure 4.2: Mating ability of sas2∆ sir2cat− cells with and without RTT109.

Strains of different genotypes were patch mated with tester strains (JRY2726 andJRY2728) to determine whether deletion of rtt109 rescued mating in the MATa sir2∆sas2∆ sir2cat− background. Successful mating was scored as the ability of combinedcells to produce prototrophic diploid growth on YM plates.

Page 92: Transcriptional Silencing Dynamics at the Single-Cell Level

79

70,000 total transformants screened, we observed only 20 cases of successful or partialmating recovery. However, in none of those cases could the recovered sir3 -bearingplasmids reproduce the mating phenotype when retransformed into the original strain(JRY9077). To determine whether sir3 mutations were generated effectively fromthe PCR mutagenesis, two transformed colonies were selected for sequencing anal-ysis. From these colonies, plasmids were prepared and the sir3 genes carried onthe plasmids were sequenced. Indeed, each plasmid contained 1 - 3 mutations in theSIR3 coding region. Unfortunately, none of those mutations were capable of restoringsilencing in the starter strain.

Though only 70,000 colonies were screened in this analysis, we estimated that wehad evaluated from 70,000 to 210,000 different nucleotide substitutions which wouldcorrespond to tens of thousands of amino acid changes. While it is not possible toconclude that a specific mutation in Sir3 capable of restoring silencing does not exist,it was not generated when 70,000 colonies were screened.

However, because some colonies were able to mate, we reasoned that changes in thegenome must have restored mating in those strains. To capitalize on this observation,we expanded this screen from a specific target, SIR3, to a genome-wide approach.

4.4.4 The Screen

Under my initial mentorship, Debbie Thurtle performed a mutagenesis screenaimed at identifying mutations in the yeast genome capable of restoring silencing inthe sas2∆ sir2cat− background. We expected to identify mutations whose identitywould support or disprove one or more of the following scenarios: 1) Sir2’s catalyticactivity is required for silent chromatin establishment due to the formation of anAAR product, 2) Sir2 has other targets that a sas2 deletion cannot counteract, or 3)catalytically dead Sir2 cannot properly form silent chromatin. The type of mutantsrecovered might help to eliminate one or more of these scenarios.

To perform the screen, the sterile JRY9097 starter strain (MATa sas2∆ sir2∆sir2cat− hmra1∆::K.l.URA3 ) was mutagenized with ethylmethylsulfonate (EMS) andselected for restoration of silencing by two criteria. The JRY9097 strain contains bothunsilenced HML and HMR. A reporter URA3 gene placed within the HMR locus wasused to monitor the expression state of HMR, while the expression state of HML wasreflected by a recovery of mating ability (the cells are MATa). In a two-step screen, 3.2x 105 colonies from mutagenized cells were screened for restoration of HMR silencingby growth on 5-FOA (indicating a lack of URA3 expression). 2000 colonies survivedthis initial screen. Those 2000 colonies were secondarily selected for HML silencingby testing for mating ability (with JRY2726 and JRY2728). Of the 2000 coloniestested, thirteen showed some evidence of mating. Interestingly, cells were identifiedin three different classes of mutants: those able to mate with the predicted strain

Page 93: Transcriptional Silencing Dynamics at the Single-Cell Level

80

(JRY2728), those surprisingly able to mate with the inappropriate strain (JRY2726),and those able to mate with both strains. The 13 strains selected through this processare shown (Figure 4.3, Table 4-4).

To better determine the nature of the mutations capable of restoring silencing inthese strains, the strains were further characterized for sporulation ability. Most ofthe 13 strains, especially those with robust mating to the predicted partner, were ableto sporulate when mated with wild-type yeast.

In addition, four of the strongest mating mutants were tested for whether their mu-tation was recessive or dominant in nature. These four strains were crossed to a sas2∆sir2cat− strain of the opposite mating type. If the mutation of interest were dominant,the resulting heterozygous diploid should silence hmr-a1∆::K.l.URA3 and hence,would grow on 5-FOA plates but not on the CSM-URA plates. If the mutation wererecessive, the resulting heterozygous diploid would fail to silence hmra1∆::K.l.URA3and thus would grow on CSM-URA plates, but not on 5-FOA. Intermediate pheno-types would indicate partial dominance. All four mutants tested were recessive. Anexample of such mutants tested for dominance or recessiveness at the HMR locus aredisplayed in Figure 4.4.

4.5 Discussion

4.5.1 A role for H3 K56 in silencing

To determine why loss of the Sas2 enzyme does not restore silencing in a sir2 cat-alytically deficient strain, we employed both forward and reverse genetics techniques.Using a candidate approach to identify components that block silencing in the sas2∆sir2cat− strain, we asked whether loss of rtt109, an H3 K56 acetyltransferase, could re-store silencing. rtt109∆ cells did restore silencing to a slight degree. This tantalizingfinding requires much follow up, but is a promising start to an interesting direction.It is possible that, with each round of DNA replication, the nucleosomes incorpo-rated into chromatin retain H3 K56 acetylation, and this mark must be removed bySir2 to ensure faithful silencing throughout the next cell cycle. Interestingly, yeastcells are able to establish silencing only after passage through S-phase. This is truewhen the silenced chromatin undergoes replication during S-phase, but also whenthe locus is housed on a non-replicating episome. It is possible that during S-phase,a higher degree of H3 K56 acetylated nucleosomes incorporated in either a DNA-replication dependent or independent fashion prevents silencing establishment untilH3 K56 acetylation can be removed by Sir2 or some other process.

In addition, we tested whether silencing could be recapitulated in the sas2∆sir2cat− strain by a library of sir3 mutants. We were unable to identify mutants of sir3

Page 94: Transcriptional Silencing Dynamics at the Single-Cell Level

81

YPD 5-FOACSM-URAMates as

hmra1∆::K.l.URA3

sas2∆ hmra1∆::K.l.URA3

sir2∆ hmra1∆::K.l.URA3

sir2∆ sas2∆ sir2cat- hmra1∆::K.l.URA3

mut #1 sir2∆ sas2∆ sir2cat- hmra1∆::K.l.URA3

mut #2 sir2∆ sas2∆ sir2cat- hmra1∆::K.l.URA3

mut #3 sir2∆ sas2∆ sir2cat- hmra1∆::K.l.URA3

mut #4 sir2∆ sas2∆ sir2cat- hmra1∆::K.l.URA3

mut #5 sir2∆ sas2∆ sir2cat- hmra1∆::K.l.URA3

mut #6 sir2∆ sas2∆ sir2cat- hmra1∆::K.l.URA3

mut #7 sir2∆ sas2∆ sir2cat- hmra1∆::K.l.URA3

mut #8 sir2∆ sas2∆ sir2cat- hmra1∆::K.l.URA3

Mutant # Background

mut #9 sir2∆ sas2∆ sir2cat- hmra1∆::K.l.URA3

mut #10 sir2∆ sas2∆ sir2cat- hmra1∆::K.l.URA3

mut #11 sir2∆ sas2∆ sir2cat- hmra1∆::K.l.URA3

mut #12 sir2∆ sas2∆ sir2cat- hmra1∆::K.l.URA3

mut #13 sir2∆ sas2∆ sir2cat- hmra1∆::K.l.URA3

K.l.URA3 ORF

a1

HML MAT

a1α2 α1

HMR

a

b

Figure 4.3: Mutants capable of restoring silencing in a sas2∆ sir2cat− back-

ground. Mutants were first selected for their ability to grow on 5-FOA indicatinga recovery of silencing at HMR. Those cells were then tested for mating ability withtester strains. In this figure, control strains as well as isolated mutants were pre-pared at 5-fold dilutions starting with an OD of one. Cells were spotted onto CSM(complete) media, CSM-URA, and 5-FOA plates. The different strains were alsotested for mating ability by patch mating them to either α-cells (JRY2728) or a-cells(JRY2726).

Page 95: Transcriptional Silencing Dynamics at the Single-Cell Level

82

YPD CSM-URA 5-FOA

sas2∆ sir2∆ sir2cat- mut #1

sas2∆ sir2∆ sir2cat- mut #2

sas2∆ sir2∆ sir2cat- mut #3

sas2∆ sir2∆ sir2cat- mut #6

sas2(∆/∆) sir2(∆/∆) sir2(cat-/cat-) mut #1 (+/-)

sas2(∆/∆) sir2(∆/∆) sir2(cat-/cat-) mut #2 (+/-)

sas2(∆/∆) sir2(∆/∆) sir2(cat-/cat-) mut #3 (+/-)

sas2(∆/∆) sir2(∆/∆) sir2(cat-/cat-) mut #6 (+/-)

sas2(∆/∆) sir2(∆/∆) sir2cat-/SIR2

sas2∆ sir2∆ sir2cat-

a

b

K.l.URA3 ORF

a1

HMR-E HMR-I

Figure 4.4: Testing for dominance in recovered mutants. Testing for dominancein mutants recovering HML and HMR silencing in sas2 sir2cat− background. (a)The expression of the URA3 gene marker at HMR was assayed in mutant strainsand in diploids created by mating those mutants to sas2 sir2cat− cells. (b) Selectedmutant haploid cells were tested for growth on CSM-URA and 5-FOA plates to assayfor silencing at HMR. Selected mutants were mated to a parental strain (JRY9099)and the expression of the URA3 reporter at HMR was tested in the heterozygotes.As controls, parental strains (JRY9097 and JRY9099) lacked silencing whereas cellscontaining functional SIR2 (JRY9098) were positive for silencing.

Page 96: Transcriptional Silencing Dynamics at the Single-Cell Level

83

Table 4.4: Mutants capable of restoring silencing at HML and/or at HMR.

# a.k.a. Grows

on

-URA

Grows

on

5-FOA

Mates

as α

Mates

as a

Dominant? Spo?

1 3-312 ++ + - +++ rec +2 1-85 - +++ - +++ rec +3 3-489 - ++ - +++ rec +4 3-737 - +++ - +++ NA +5 3-651 - ++ - + NA +6 3-483 ++ + - + rec +7 1-87 - +++ + - NA -/NA8 4-75 - + + - NA +9 4-76 - +++ - - NA NA10 1-147 + - - + NA +11 3-925 ++ ++ +++ - NA -/NA12 1-146 - +++ - - NA NA13 1-52 - ++ + + NA -/+

DTY22 +++ - - - NA -

Page 97: Transcriptional Silencing Dynamics at the Single-Cell Level

84

that restored silencing. Though unsuccessful towards its original goal, the attemptrevealed that while no sir3 mutations were recovered, other mutations occurring inthe genome could allow for successful mating, motivating the genome-wide screen.

4.5.2 Forward genetic screens show promise

In a forward genetic screen, we isolated thirteen putative mutants capable ofrestoring silencing to both HML and HMR loci in the sas2∆ sir2cat− background.Of these original thirteen, four robustly restored silencing as gauged by silencing ofa K.l.URA3 reporter at HMR and by recovery of mating ability indicating silencingat HML. Putative mutants capable of mating with either MATa or MATα strainswere a worrying finding possibily indicating one or multiple mutations overridingauxotrophic markers. There is also the possibility that the strain capable of matingrobustly with the opposite mating type (3-925) may be an Abf1 mutant. Abf1 isthe transcription factor responsible for activating both the a1 gene at MAT andthe URA3 marker gene at HMR. The four most robust mutants chosen for furthercharacterization all had mutations that were recessive in nature and all were capableof sporulation when mated to a wild-type strain. As I reflect on the range of possiblemutations that could have arisen in these strains, it seems clear that the recessivemutations represent lesions in genes whose function prevents the formation of silentchromatin. There is a high possibility that one or more of these strains will indeedreveal a mutation in rtt109. However, there are many other possibilities as well. Itwill be fascinating to determine whether such mutations will help us to eliminatesome of our previously conceived hypotheses or whether they will be the basis fortotally new models.

4.5.3 Future directions - Cloning and Complementation

The main task of this project will be to determine the causative mutations thatrestore silencing in our putative mutant collection. In all mutants, the sir2cat− al-lele was sequenced to rule out the possibility of a second-site suppressor mutation ora reversion. All were found to contain the appropriate sir2cat− sequence. Allelismcrosses are ongoing and should allow us to bin the mutants into different complemen-tation groups. Once a minimum of two independent mutations are identified in thesame complementation group, we will perform deep sequencing on them to identifypotential sequence variations. Given killing curve of EMS mutagenesis in our screen,we predict that a maximum of 140 mutations per strain could have been generated.Therefore, three rounds of backcrossing of each strain to the parent strain should beconsidered prior to sequencing to reduce the number of candidate hits as well as toensure that the causal lesion is a single locus. Should the two allelic mutants reveal

Page 98: Transcriptional Silencing Dynamics at the Single-Cell Level

85

lesions within the same or similar open reading frames, the candidate lesions will betested for authenticity by complementation. In addition, should the mutations occurwithin an open reading frame, full deletions will be made to test whether the genedeletion phenocopies the mutagenized effect.

4.5.4 Future directions - Characterization

It will be interesting to determine whether any of the mutations identified arecapable of rescuing silencing in the presence of sir2cat− alone or whether sas2∆ isrequired for its success. It will also be interesting to determine whether any mutationis capable of restoring silencing in the absence of SIR2. The SUM1-1 mutation thatrestores silencing in the absence of Sir2 demonstrates that such mutations can befound [163,164]. The answers to these questions will determine whether the mutationsare acting in a novel way, such as SUM1-1, or whether they are specific to the exactH4 K16 acetylation status and to the presence of sir2cat−.

It is tempting to speculate that the mutations we have isolated may indeed reflect anovel silencing inhibitory pathway. Classically, the bulk of screens aimed at identifyinggenes involved in silencing have selected for loss of silencing, not a restoration of it.Still, some rescued silencing phenotypes have been reported. Namely, a sir3 D205Nmutation has been previously identified to restore silencing under specific conditions,for example, when H4 tails are lost [119, 120]. However, such a mutation was notrecovered in our sir3 mutagenesis approach. The most exciting possibility is that ourmutations may be specific to the conditions we created (sas2∆ sir2cat−). In that case,should we identify genes linking either AAR production or a novel histone acetylationevent, we would be encouraged that these factors antagonize silencing in parallel toH4 K16 acetylation.

Page 99: Transcriptional Silencing Dynamics at the Single-Cell Level

86

Bibliography

[1] Campbell NA, Reece JB (2007) Biology. San Francisco, CA: Pearson BenjaminCummings, 8th edition, 1312 pp.

[2] Hartwell L, Hood L, Goldberg M, Reynolds A, Silver L, et al. (2006) Genetics:From Genes to Genomes. McGraw-Hill Science/Engineering/Math, 3 edition,960 pp.

[3] Rine J, Herskowitz I (1987) Four genes responsible for a position effect onexpression from HML and HMR in Saccharomyces cerevisiae. Genetics 116:9–22.

[4] Herskowitz I (1988) Life cycle of the budding yeast Saccharomyces cerevisiae.Microbiol Rev 52:536–53.

[5] Rine J, Strathern JN, Hicks JB, Herskowitz I (1979) A suppressor of mating-type locus mutations in Saccharomyces cerevisiae evidence for and identifica-tion of cryptic mating-type loci. Genetics 93:877–901.

[6] Klar AJ, Fogel S, Macleod K (1979) MAR1–a regulator of the HMa1 andHMalpha1 loci of Saccharomyces cerevisiae. Genetics 93:37–50.

[7] Haber JE, George JP (1979) A mutation that permits the expression of normallysilent copies of mating-type information in Saccharomyces cerevisiae . Genetics93:13–35.

[8] Rusche LN, Kirchmaier AL, Rine J (2002) Ordered nucleation and spreadingof silenced chromatin in Saccharomyces cerevisiae . Mol Biol Cell 13:2207–22.

[9] Rusche LN, Kirchmaier AL, Rine J (2003) The establishment, inheritance, andfunction of silenced chromatin in Saccharomyces cerevisiae . Annu Rev Biochem72:481–516.

[10] Chen L, Widom J (2005) Mechanism of transcriptional silencing in yeast. Cell120:37–48.

Page 100: Transcriptional Silencing Dynamics at the Single-Cell Level

87

[11] Bernstein BE, Humphrey EL, Erlich RL, Schneider R, Bouman P, et al. (2002)Methylation of histone H3 Lys 4 in coding regions of active genes. Proceedingsof the National Academy of Sciences of the United States of America 99:8695–8700.

[12] Waterborg JH (2000) Steady-state levels of histone acetylation in Saccha-romyces cerevisiae . Biol Chem 275:13007–13011.

[13] Ravindra A, Weiss K, Simpson RT (1999) High-resolution structural analysisof chromatin at specific loci: Saccharomyces cerevisiae silent mating-type locusHMRa . Mol Cell Biol 19:7944–50.

[14] Weiss K, Simpson RT (1998) High-resolution structural analysis of chromatinat specific loci: Saccharomyces cerevisiae silent mating type locus HMLalpha .Mol Cell Biol 18:5392–403.

[15] Valenzuela L, Dhillon N, Dubey RN, Gartenberg MR, Kamakaka RT (2008)Long-range communication between the silencers of HMR . Mol Cell Biol28:1924–1935.

[16] Miele A, Bystricky K, Dekker J (2009) Yeast silent mating type loci form het-erochromatic clusters through silencer protein-dependent long-range interac-tions. PLoS genetics 5:e1000478.

[17] Gartenberg MR, Neumann FR, Laroche T, Blaszczyk M, Gasser SM (2004) Sir-mediated repression can occur independently of chromosomal and subnuclearcontexts. Cell 119:955–67.

[18] Gasser SM, Hediger F, Taddei A, Neumann FR, Gartenberg MR (2004) Thefunction of telomere clustering in yeast: the circe effect. Cold Spring HarbSymp Quant Biol 69:327–37.

[19] Hoppe GJ, Tanny JC, Rudner AD, Gerber SA, Danaie S, et al. (2002) Steps inassembly of silent chromatin in yeast: Sir3-independent binding of a Sir2/Sir4complex to silencers and role for Sir2-dependent deacetylation. Mol Cell Biol22:4167–80.

[20] Triolo T, Sternglanz R (1996) Role of interactions between the origin recognitioncomplex and SIR1 in transcriptional silencing. Nature 381:251–3.

[21] Fox CA, Ehrenhofer-Murray AE, Loo S, Rine J (1997) The origin recognitioncomplex, SIR1, and the S phase requirement for silencing. Science 276:1547–51.

[22] Gardner KA, Rine J, Fox CA (1999) A region of the Sir1 protein dedicated torecognition of a silencer and required for interaction with the Orc1 protein insaccharomyces cerevisiae. Genetics 151:31–44.

Page 101: Transcriptional Silencing Dynamics at the Single-Cell Level

88

[23] Hou Z, Bernstein DA, Fox CA, Keck JL (2005) Structural basis of the Sir1-origin recognition complex interaction in transcriptional silencing. Proc NatlAcad Sci U S A 102:8489–94.

[24] Moretti P, Freeman K, Coodly L, Shore D (1994) Evidence that a complex ofSIR proteins interacts with the silencer and telomere-binding protein RAP1.Genes Dev 8:2257–2269.

[25] Moretti P, Shore D (2001) Multiple interactions in Sir protein recruitment byRap1p at silencers and telomeres in yeast. Mol Cell Biol 21:8082–94.

[26] Imai S, Armstrong CM, Kaeberlein M, Guarente L (2000) Transcriptional si-lencing and longevity protein Sir2 is an NAD-dependent histone deacetylase.Nature 403:795–800.

[27] Carmen AA, Milne L, Grunstein M (2002) Acetylation of the yeast histone H4N terminus regulates its binding to heterochromatin protein SIR3. J Biol Chem277:4778–4781.

[28] Liou GG, Tanny JC, Kruger RG, Walz T, Moazed D (2005) Assembly of theSIR complex and its regulation by O-acetyl-ADP-ribose, a product of NAD-dependent histone deacetylation. Cell 121:515–27.

[29] Katan-Khaykovich Y, Struhl K (2005) Heterochromatin formation involveschanges in histone modifications over multiple cell generations. EMBO J24:2138–49.

[30] Cheng TH, Gartenberg MR (2000) Yeast heterochromatin is a dynamic struc-ture that requires silencers continuously. Genes Dev 14:452–63.

[31] Holmes SG, Broach JR (1996) Silencers are required for inheritance of the re-pressed state in yeast. Genes Dev 10:1021–1032.

[32] Lau A, Blitzblau H, Bell SP (2002) Cell-cycle control of the establishment ofmating-type silencing in S. cerevisiae . Genes Dev 16:2935–45.

[33] Miller AM, Nasmyth KA (1984) Role of DNA replication in the repression ofsilent mating type loci in yeast. Nature 312:247–51.

[34] Li YC, Cheng TH, Gartenberg MR (2001) Establishment of transcriptionalsilencing in the absence of DNA replication. Science 291:650–3.

[35] Kirchmaier AL, Rine J (2001) DNA replication-independent silencing in S. cere-visiae . Science 291:646–50.

Page 102: Transcriptional Silencing Dynamics at the Single-Cell Level

89

[36] Ozaydin B, Rine J (2009) Expanded roles of ORC in the architecture and func-tion of silenced chromatin in Saccharomyces cerevisiae. Mol Cell Biol 30:626–39.

[37] Pillus L, Rine J (1989) Epigenetic inheritance of transcriptional states in S.cerevisiae . Cell 59:637–647.

[38] Xu EY, Zawadzki KA, Broach JR (2006) Single-cell observations reveal inter-mediate transcriptional silencing states. Mol Cell 23:219–229.

[39] Pillus L, Rine J (2004) SIR1 and the origin of epigenetic states in Saccharomycescerevisiae . Cold Spring Harb Sym 69:259–266.

[40] Loo S, Rine J (1994) Silencers and domains of generalized repression. Science264:1768–71.

[41] Gao L, Gross DS (2008) Sir2 silences gene transcription by targeting the tran-sition between RNA polymerase II initiation and elongation. Mol Cell Biol28:3979–94.

[42] Martino F, Kueng S, Robinson P, Tsai-Pflugfelder M, van Leeuwen F, et al.(2009) Reconstitution of yeast silent chromatin: multiple contact sites andO-AADPR binding load SIR complexes onto nucleosomes in vitro. Mol Cell33:323–34.

[43] Chou CC, Li YC, Gartenberg MR (2008) Bypassing Sir2 and O-acetyl-ADP-ribose in transcriptional silencing. Mol Cell 31:650–9.

[44] Jin C, Zang C, Wei G, Cui K, Peng W, et al. (2009) H3.3/H2A.Z double variant-containing nucleosomes mark ’nucleosome-free regions’ of active promoters andother regulatory regions. Nat Genet 41:941–945.

[45] Ottaviani A, Gilson E, Magdinier F (2008) Telomeric position effect: from theyeast paradigm to human pathologies? Biochimie 90:93–107.

[46] Kurdistani SK, Tavazoie S, Grunstein M (2004) Mapping global histone acety-lation patterns to gene expression. Cell 117:721–733.

[47] Edmondson DG, Smith MM, Roth SY (1996) Repression domain of the yeastglobal repressor Tup1 interacts directly with histones H3 and H4. Genes Dev10:1247–1259.

[48] Kurdistani SK, Grunstein M (2003) Histone acetylation and deacetylation inyeast. Nat Rev Mol Cell Biol 4:276–284.

Page 103: Transcriptional Silencing Dynamics at the Single-Cell Level

90

[49] Ladurner AG, Inouye C, Jain R, Tjian R (2003) Bromodomains mediate anacetyl-histone encoded antisilencing function at heterochromatin boundaries.Mol Cell 11:365–76.

[50] Keogh MC, Kurdistani SK, Morris SA, Ahn SH, Podolny V, et al. (2005) Co-transcriptional Set2 methylation of histone H3 lysine 36 recruits a repressiveRpd3 complex. Cell 123:593–605.

[51] Joshi AA, Struhl K (2005) Eaf3 chromodomain interaction with methylatedH3-K36 links histone deacetylation to Pol II elongation. Mol Cell 20:971–978.

[52] Tanny JC, Dowd GJ, Huang J, Hilz H, Moazed D (1999) An enzymatic activityin the yeast Sir2 protein that is essential for gene silencing. Cell 99:735–45.

[53] Park EC, Szostak JW (1990) Point mutations in the yeast histone H4 geneprevent silencing of the silent mating type locus HML . Mol Cell Biol 10:4932–4.

[54] Ehrenhofer-Murray AE, Rivier DH, Rine J (1997) The role of Sas2, an acetyl-transferase homologue of Saccharomyces cerevisiae, in silencing and ORC func-tion. Genetics 145:923–34.

[55] Suka N, Luo K, Grunstein M (2002) Sir2p and Sas2p opposingly regulate acety-lation of yeast histone H4 lysine16 and spreading of heterochromatin. Nat Genet32:378–383.

[56] Kimura A, Umehara T, Horikoshi M (2002) Chromosomal gradient of histoneacetylation established by Sas2p and Sir2p functions as a shield against genesilencing. Nat Genet 32:370–377.

[57] Li B, Carey M, Workman JL (2007) The role of chromatin during transcription.Cell 128:707–719.

[58] Ng HH, Ciccone DN, Morshead KB, Oettinger MA, Struhl K (2003) Lysine-79of histone H3 is hypomethylated at silenced loci in yeast and mammalian cells:a potential mechanism for position-effect variegation. Proc Natl Acad Sci U SA 100:1820–5.

[59] van Leeuwen F, Gafken PR, Gottschling DE (2002) Dot1p modulates silencingin yeast by methylation of the nucleosome core. Cell 109:745–56.

[60] Ng HH, Feng Q, Wang H, Erdjument-Bromage H, Tempst P, et al. (2002) Lysinemethylation within the globular domain of histone H3 by Dot1 is important fortelomeric silencing and Sir protein association. Genes Dev 16:1518–1527.

Page 104: Transcriptional Silencing Dynamics at the Single-Cell Level

91

[61] van Leeuwen F, Gafken PR, Gottschling DE (2002) Dot1p modulates silencingin yeast by methylation of the nucleosome core. Cell 109:745–56.

[62] Min J, Feng Q, Li Z, Zhang Y, Xu RM (2003) Structure of the catalytic domainof human DOT1L, a non-SET domain nucleosomal histone methyltransferase.Cell 112:711–23.

[63] Frederiks F, Tzouros M, Oudgenoeg G, van Welsem T, Fornerod M, et al. (2008)Nonprocessive methylation by Dot1 leads to functional redundancy of histoneH3K79 methylation states. Nat Struct Mol Biol 15:550–7.

[64] Singer MS, Kahana A, Wolf AJ, Meisinger LL, Peterson SE, et al. (1998) Iden-tification of high-copy disruptors of telomeric silencing in Saccharomyces cere-visiae. Genetics 150:613–32.

[65] van Welsem T, Frederiks F, Verzijlbergen KF, Faber AW, Nelson ZW, et al.(2008) Synthetic lethal screens identify gene silencing processes in yeast andimplicate the acetylated amino terminus of Sir3 in recognition of the nucleosomecore. Mol Cell Biol 28:3861–72.

[66] Ng HH, Robert F, Young RA, Struhl K (2003) Targeted recruitment of Set1histone methylase by elongating Pol II provides a localized mark and memoryof recent transcriptional activity. Mol Cell 11:709–19.

[67] Liu CL, Kaplan T, Kim M, Buratowski S, Schreiber SL, et al. (2005) Single-nucleosome mapping of histone modifications in S. cerevisiae . PLoS Biology3:e328.

[68] Nislow C, Ray E, Pillus L (1997) SET1, a yeast member of the trithorax family,functions in transcriptional silencing and diverse cellular processes. Mol BiolCell 8:2421–36.

[69] Briggs SD, Bryk M, Strahl BD, Cheung WL, Davie JK, et al. (2001) HistoneH3 lysine 4 methylation is mediated by Set1 and required for cell growth andrDNA silencing in Saccharomyces cerevisiae. Genes Dev 15:3286–95.

[70] Dover J, Schneider J, Tawiah-Boateng MA, Wood A, Dean K, et al. (2002)Methylation of histone H3 by COMPASS requires ubiquitination of histoneH2B by Rad6. J Biol Chem 277:28368–71.

[71] Krogan NJ, Dover J, Wood A, Schneider J, Heidt J, et al. (2003) The Paf1 com-plex is required for histone H3 methylation by COMPASS and Dot1p: linkingtranscriptional elongation to histone methylation. Mol Cell 11:721–9.

Page 105: Transcriptional Silencing Dynamics at the Single-Cell Level

92

[72] Ruthenburg AJ, Allis CD, Wysocka J (2007) Methylation of lysine 4 on histoneH3: intricacy of writing and reading a single epigenetic mark. Mol Cell 25:15–30.

[73] Fingerman IM, Wu CL, Wilson BD, Briggs SD (2005) Global loss of Set1-mediated H3 Lys4 trimethylation is associated with silencing defects in Saccha-romyces cerevisiae . J Biol Chem 280:28761–5.

[74] Tompa R, Madhani HD (2007) Histone H3 lysine 36 methylation antago-nizes silencing in Saccharomyces cerevisiae independently of the Rpd3S histonedeacetylase complex. Genetics 175:585–93.

[75] Tsukada Y, Fang J, Erdjument-Bromage H, Warren ME, Borchers CH, et al.(2006) Histone demethylation by a family of JmjC domain-containing proteins.Nature 439:811–6.

[76] Tu S, Bulloch EMM, Yang L, Ren C, Huang WC, et al. (2007) Identificationof histone demethylases in Saccharomyces cerevisiae . J Biol Chem 282:14262–14271.

[77] Seward DJ, Cubberley G, Kim S, Schonewald M, Zhang L, et al. (2007)Demethylation of trimethylated histone H3 Lys4 in vivo by JARID1 JmjC pro-teins. Nat Struct Mol Biol 14:240–2.

[78] Liang G, Klose RJ, Gardner KE, Zhang Y (2007) Yeast Jhd2p is a histone H3Lys4 trimethyl demethylase. Nat Struct Mol Biol 14:243–5.

[79] Millar CB, Grunstein M (2006) Genome-wide patterns of histone modificationsin yeast. Nat Rev Mol Cell Biol 7:657–66.

[80] Krebs JE (2007) Moving marks: dynamic histone modifications in yeast. MolBiosyst 3:590–597.

[81] Baker SP, Phillips J, Anderson S, Qiu Q, Shabanowitz J, et al. (2010) His-tone H3 Thr 45 phosphorylation is a replication-associated post-translationalmodification in S. cerevisiae. Nat Cell Biol 12:294–298.

[82] Raj A, van Oudenaarden A (2008) Nature, nurture, or chance: stochastic geneexpression and its consequences. Cell 135:216–226.

[83] Dubnau D, Losick R (2006) Bistability in bacteria. Molecular Microbiology61:564–572.

[84] Chung JD, Stephanopoulos G, Ireton K, Grossman AD (1994) Gene expressionin single cells of Bacillus subtilis : evidence that a threshold mechanism controlsthe initiation of sporulation. Journal of Bacteriology 176:1977–1984.

Page 106: Transcriptional Silencing Dynamics at the Single-Cell Level

93

[85] Burbulys D, Trach KA, Hoch JA (1991) Initiation of sporulation in B. subtilisis controlled by a multicomponent phosphorelay. Cell 64:545–552.

[86] Blake WJ, Kaern M, Cantor CR, Collins JJ (2003) Noise in eukaryotic geneexpression. Nature 422:633–637.

[87] Acar M, Mettetal JT, van Oudenaarden A (2008) Stochastic switching as asurvival strategy in fluctuating environments. Nat Genet 40:471–475.

[88] Raser JM, O’Shea EK (2004) Control of stochasticity in eukaryotic gene ex-pression. Science 304:1811–1814.

[89] Osborne EA, Dudoit S, Rine J (2009) The establishment of gene silencing atsingle-cell resolution. Nat Genet 41:800–806.

[90] Haber JE (1998) Mating-type gene switching in Saccharomyces cerevisiae .Annu Rev Genet 32:561–99.

[91] Brand AH, Breeden L, Abraham J, Sternglanz R, Nasmyth K (1985) Charac-terization of a ”silencer” in yeast: a DNA sequence with properties opposite tothose of a transcriptional enhancer. Cell 41:41–8.

[92] Brand AH, Micklem G, Nasmyth K (1987) A yeast silencer contains sequencesthat can promote autonomous plasmid replication and transcriptional activa-tion. Cell 51:709–19.

[93] Hecht A, Laroche T, Strahl-Bolsinger S, Gasser SM, Grunstein M (1995) HistoneH3 and H4 N-termini interact with SIR3 and SIR4 proteins: a molecular modelfor the formation of heterochromatin in yeast. Cell 80:583–92.

[94] Landry J, Slama JT, Sternglanz R (2000) Role of NAD(+) in the deacetylaseactivity of the SIR2 -like proteins. Biochem Biophys Res Commun 278:685–90.

[95] Xu F, Zhang Q, Zhang K, Xie W, Grunstein M (2007) Sir2 deacetylates histoneH3 lysine 56 to regulate telomeric heterochromatin structure in yeast. Mol Cell27:890–900.

[96] Yang B, Britton J, Kirchmaier AL (2008) Insights into the impact of histoneacetylation and methylation on Sir protein recruitment, spreading, and silencingin Saccharomyces cerevisiae. J Mol Biol 381:826–44.

[97] Longtine MS, 3rd AM, Demarini DJ, Shah NG, Wach A, et al. (1998) Additionalmodules for versatile and economical PCR-based gene deletion and modificationin Saccharomyces cerevisiae . Yeast 14:953–61.

Page 107: Transcriptional Silencing Dynamics at the Single-Cell Level

94

[98] Goldstein AL, McCusker JH (1999) Three new dominant drug resistance cas-settes for gene disruption in Saccharomyces cerevisiae . Yeast 15:1541–53.

[99] Team RDC (2009) R: A Language and Environment for Statistical Computing.

[100] Friendly M (1994) Mosaic Displays for Multi-Way Contingency Tables. Journalof the American Statistical Association 89:190–200.

[101] Fingerman IM, Li HC, Briggs SD (2007) A charge-based interaction betweenhistone H4 and Dot1 is required for H3K79 methylation and telomere silencing:identification of a new trans-histone pathway. Genes Dev 21:2018–29.

[102] Altaf M, Utley RT, Lacoste N, Tan S, Briggs SD, et al. (2007) Interplay of chro-matin modifiers on a short basic patch of histone H4 tail defines the boundaryof telomeric heterochromatin. Mol Cell 28:1002–14.

[103] Miller T, Krogan NJ, Dover J, Erdjument-Bromage H, Tempst P, et al. (2001)COMPASS: a complex of proteins associated with a trithorax-related SET do-main protein. Proc Natl Acad Sci U S A 98:12902–7.

[104] Santos-Rosa H, Schneider R, Bannister AJ, Sherriff J, Bernstein BE, et al.(2002) Active genes are tri-methylated at K4 of histone H3. Nature 419:407–11.

[105] Shilatifard A (2008) Molecular implementation and physiological roles for his-tone H3 lysine 4 (H3K4) methylation. Curr Opin Cell Biol 20:341–348.

[106] Ingvarsdottir K, Edwards C, Lee MG, Lee JS, Schultz DC, et al. (2007) HistoneH3 K4 demethylation during activation and attenuation of GAL1 transcriptionin Saccharomyces cerevisiae. Mol Cell Biol 27:7856–64.

[107] Santos-Rosa H, Bannister AJ, Dehe PM, Geli V, Kouzarides T (2004) Methyla-tion of H3 lysine 4 at euchromatin promotes Sir3p association with heterochro-matin. J Biol Chem 279:47506–12.

[108] Klose RJ, Kallin EM, Zhang Y (2006) JmjC-domain-containing proteins andhistone demethylation. Nat Rev Genet 7:715–727.

[109] Lynch PJ, Rusche LN (2009) A silencer promotes the assembly of silencedchromatin independently of recruitment. Mol Cell Biol 29:43–56.

[110] Schwartz YB, Pirrotta V (2007) Polycomb silencing mechanisms and the man-agement of genomic programmes. Nat Rev Genet 8:9–22.

Page 108: Transcriptional Silencing Dynamics at the Single-Cell Level

95

[111] Bantignies F, Cavalli G (2006) Cellular memory and dynamic regulation ofpolycomb group proteins. Curr Opin Cell Biol 18:275–283.

[112] Strathern JN, Herskowitz I (1979) Asymmetry and directionality in productionof new cell types during clonal growth: the switching pattern of homothallicyeast. Cell 17:371–81.

[113] Hochstrasser M, Varshavsky A (1990) In vivo degradation of a transcriptionalregulator: the yeast alpha 2 repressor. Cell 61:697–708.

[114] Karras GI, Kustatscher G, Buhecha HR, Allen MD, Pugieux C, et al. (2005)The macro domain is an ADP-ribose binding module. EMBO J 24:1911–20.

[115] Enomoto S, Berman J (1998) Chromatin assembly factor I contributes to themaintenance, but not the re-establishment, of silencing at the yeast silent mat-ing loci. Genes Dev 12:219–32.

[116] Fox CA, Loo S, Dillin A, Rine J (1995) The origin recognition complex has essen-tial functions in transcriptional silencing and chromosomal replication. GenesDev 9:911–24.

[117] Nasmyth KA, Tatchell K, Hall BD, Astell C, Smith M (1981) A position effectin the control of transcription at yeast mating type loci. Nature 289:244–50.

[118] Rivier DH, Rine J (1992) Silencing: the establishment and inheritance of stable,repressed transcription states. Curr Opin Genet Dev 2:286–92.

[119] Johnson LM, Kayne PS, Kahn ES, Grunstein M (1990) Genetic evidence for aninteraction between SIR3 and histone H4 in the repression of the silent matingloci in Saccharomyces cerevisiae . Proc Natl Acad Sci U S A 87:6286–90.

[120] Norris A, Bianchet MA, Boeke JD (2008) Compensatory interactions betweenSir3p and the nucleosomal LRS surface imply their direct interaction. PLoSgenetics 4:e1000301.

[121] Onishi M, Liou GG, Buchberger J, Walz T, Moazed D (2007) Role of the con-served Sir3-BAH domain in nucleosome binding and silent chromatin assembly.Mol Cell 28:1015–1028.

[122] Sampath V, Yuan P, Wang IX, Prugar E, van Leeuwen F, et al. (2009) Muta-tional analysis of the Sir3 BAH domain reveals multiple points of interactionwith nucleosomes. Mol Cell Biol 29:2532–2545.

[123] Park JH, Cosgrove MS, Youngman E, Wolberger C, Boeke JD (2002) A corenucleosome surface crucial for transcriptional silencing. Nat Genet 32:273–9.

Page 109: Transcriptional Silencing Dynamics at the Single-Cell Level

96

[124] Mateus C, Avery SV (2000) Destabilized green fluorescent protein for moni-toring dynamic changes in yeast gene expression with flow cytometry. Yeast16:1313–1323.

[125] Babiarz JE, Halley JE, Rine J (2006) Telomeric heterochromatin boundariesrequire NuA4-dependent acetylation of histone variant H2A.Z in Saccharomycescerevisiae. Genes Dev 20:700–10.

[126] Kelly TJ, Qin S, Gottschling DE, Parthun MR (2000) Type B histone acetyl-transferase Hat1p participates in telomeric silencing. Mol Cell Biol 20:7051–7058.

[127] Ellis B, Haaland P, Hahne F, Meur NL (2008) flowCore: Basic structures forflow cytometry data .

[128] Adler D (2005) vioplot: Violin plot .

[129] Haraguchi T, Ding DQ, Yamamoto A, Kaneda T, Koujin T, et al. (1999)Multiple-color fluorescence imaging of chromosomes and microtubules in liv-ing cells. Cell Struct Funct 24:291–298.

[130] Chikashige Y, Yamane M, Okamasa K, Tsutsumi C, Kojidani T, et al. (2009)Membrane proteins Bqt3 and -4 anchor telomeres to the nuclear envelope toensure chromosomal bouquet formation. J Cell Biol 187:413–427.

[131] Gordon A, Colman-Lerner A, Chin TE, Benjamin KR, Yu RC, et al. (2007)Single-cell quantification of molecules and rates using open-source microscope-based cytometry. Nat Methods 4:175–81.

[132] Bush A, Chernomoretz A (2008) Rcell: Cell Id Data Analysis .

[133] Chernomoretz A, Bush A, Yu R, Gordon A, Colman-Lerner A (2008) Using Cell-ID 1.4 with R for microscope-based cytometry. Current protocols in molecularbiology Chapter 14:Unit 14.18.

[134] Salama SR, Hendricks KB, Thorner J (1994) G1 cyclin degradation: the PESTmotif of yeast Cln2 is necessary, but not sufficient, for rapid protein turnover.Mol Cell Biol 14:7953–7966.

[135] Schneider BL, Patton EE, Lanker S, Mendenhall MD, Wittenberg C, et al.(1998) Yeast G1 cyclins are unstable in G1 phase. Nature 395:86–89.

[136] Norris A, Boeke JD (2010) Silent information regulator 3: the Goldilocks of thesilencing complex. Genes Dev 24:115–122.

Page 110: Transcriptional Silencing Dynamics at the Single-Cell Level

97

[137] Verzijlbergen KF, Faber AW, Stulemeijer IJ, van Leeuwen F (2009) Multiplehistone modifications in euchromatin promote heterochromatin formation byredundant mechanisms in Saccharomyces cerevisiae . BMC molecular biology10:76.

[138] Fox CA, Rine J (1996) Influences of the cell cycle on silencing. Curr Opin CellBiol 8:354–7.

[139] Ehrenhofer-Murray AE, Kamakaka RT, Rine J (1999) A role for the replica-tion proteins PCNA, RF-C, polymerase epsilon and Cdc45 in transcriptionalsilencing in Saccharomyces cerevisiae. Genetics 153:1171–82.

[140] Kirchmaier AL, Rine J (2006) Cell cycle requirements in assembling silent chro-matin in Saccharomyces cerevisiae. Mol Cell Biol 26:852–862.

[141] Laman H, Balderes D, Shore D (1995) Disturbance of normal cell cycle progres-sion enhances the establishment of transcriptional silencing in Saccharomycescerevisiae. Mol Cell Biol 15:3608–17.

[142] Shogren-Knaak M, Ishii H, Sun JM, Pazin M, Davie J, et al. (2006) Histone H4-K16 acetylation controls chromatin structure and protein interactions. Science311:844–847.

[143] Landry J, Sutton A, Tafrov ST, Heller RC, Stebbins J, et al. (2000) The silencingprotein SIR2 and its homologs are NAD-dependent protein deacetylases. ProcNatl Acad Sci U S A 97:5807–11.

[144] Smith JS, Brachmann CB, Celic I, Kenna MA, Muhammad S, et al. (2000)A phylogenetically conserved NAD+-dependent protein deacetylase activity inthe Sir2 protein family. Proc Natl Acad Sci U S A 97:6658–63.

[145] Zhang A, Li CW, Chen JD (2007) Characterization of transcriptional regulatorydomains of ankyrin repeat cofactor-1. Biochem Biophys Res Commun 358:1034–40.

[146] Yang B, Kirchmaier AL (2006) Bypassing the catalytic activity of SIR2 for SIRprotein spreading in Saccharomyces cerevisiae. Mol Biol Cell 17:5287–97.

[147] Cockell M, Palladino F, Laroche T, Kyrion G, Liu C, et al. (1995) The carboxytermini of Sir4 and Rap1 affect Sir3 localization: evidence for a multicomponentcomplex required for yeast telomeric silencing. J Cell Biol 129:909–24.

[148] Sauve AA, Wolberger C, Schramm VL, Boeke JD (2006) The biochemistry ofsirtuins. Annu Rev Biochem 75:435–65.

Page 111: Transcriptional Silencing Dynamics at the Single-Cell Level

98

[149] Yang T, Sauve AA (2006) NAD metabolism and sirtuins: metabolic regulationof protein deacetylation in stress and toxicity. The AAPS journal 8:E632–43.

[150] Fillingham J, Recht J, Silva AC, Suter B, Emili A, et al. (2008) Chaperonecontrol of the activity and specificity of the histone H3 acetyltransferase Rtt109.Mol Cell Biol 28:4342–53.

[151] Recht J, Tsubota T, Tanny JC, Diaz RL, Berger JM, et al. (2006) Histonechaperone Asf1 is required for histone H3 lysine 56 acetylation, a modificationassociated with S phase in mitosis and meiosis. Proc Natl Acad Sci U S A103:6988–93.

[152] Adkins MW, Carson JJ, English CM, Ramey CJ, Tyler JK (2007) The histonechaperone anti-silencing function 1 stimulates the acetylation of newly synthe-sized histone H3 in S-phase. J Biol Chem 282:1334–40.

[153] Maas NL, Miller KM, DeFazio LG, Toczyski DP (2006) Cell cycle and check-point regulation of histone H3 K56 acetylation by Hst3 and Hst4. Mol Cell23:109–119.

[154] Kaplan T, Liu CL, Erkmann JA, Holik J, Grunstein M, et al. (2008) Cell cycle-and chaperone-mediated regulation of H3K56ac incorporation in yeast. PLoSgenetics 4:e1000270.

[155] Celic I, Masumoto H, Griffith WP, Meluh P, Cotter RJ, et al. (2006) The sirtuinsHst3 and Hst4p preserve genome integrity by controlling histone h3 lysine 56deacetylation. Curr Biol 16:1280–1289.

[156] Min J, Landry J, Sternglanz R, Xu RM (2001) Crystal structure of a SIR2homolog-NAD complex. Cell 105:269–279.

[157] Gasser SM, Cockell MM (2001) The molecular biology of the SIR proteins. Gene279:1–16.

[158] Erzberger JP, Berger JM (2006) Evolutionary relationships and structuralmechanisms of AAA+ proteins. Annu Rev Biophys Bio 35:93–114.

[159] Neuwald AF, Poleksic A (2000) PSI-BLAST searches using hidden markov mod-els of structural repeats: prediction of an unusual sliding DNA clamp andof beta-propellers in UV-damaged DNA-binding protein. Nucleic Acids Res28:3570–80.

[160] Stone EM, Pillus L (1998) Silent chromatin in yeast: an orchestrated medleyfeaturing Sir3p. Bioessays 20:30–40.

Page 112: Transcriptional Silencing Dynamics at the Single-Cell Level

99

[161] Rouiller I, DeLaBarre B, May AP, Weis WI, Brunger AT, et al. (2002) Con-formational changes of the multifunction p97 AAA ATPase during its ATPasecycle. Nat Struct Biol 9:950–957.

[162] Mills KD, Sinclair DA, Guarente L (1999) MEC1-dependent redistribution ofthe Sir3 silencing protein from telomeres to DNA double-strand breaks. Cell97:609–20.

[163] Rusche LN, Rine J (2001) Conversion of a gene-specific repressor to a regionalsilencer. Genes Dev 15:955–67.

[164] Lynch PJ, Fraser HB, Sevastopoulos E, Rine J, Rusche LN (2005) Sum1p, theorigin recognition complex, and the spreading of a promoter-specific repressorin Saccharomyces cerevisiae. Mol Cell Biol 25:5920–32.

[165] Kimmerly W, Buchman A, Kornberg R, Rine J (1988) Roles of two DNA-binding factors in replication, segregation and transcriptional repression medi-ated by a yeast silencer. EMBO J 7:2241–2253.

[166] Teytelman L, Eisen MB, Rine J (2008) Silent but not static: acceleratedbase-pair substitution in silenced chromatin of budding yeasts. PLoS genet-ics 4:e1000247.

[167] Harbison CT, Gordon DB, Lee TI, Rinaldi NJ, Macisaac KD, et al. (2004)Transcriptional regulatory code of a eukaryotic genome. Nature 431:99–104.

[168] Kellis M, Patterson N, Endrizzi M, Birren B, Lander ES (2003) Sequencing andcomparison of yeast species to identify genes and regulatory elements. Nature423:241–54.

[169] Taylor HO, O’Reilly M, Leslie AG, Rhodes D (2000) How the multifunctionalyeast Rap1p discriminates between DNA target sites: a crystallographic anal-ysis. J Mol Biol 303:693–707.

[170] Kimmerly WJ, Rine J (1987) Replication and segregation of plasmids con-taining cis-acting regulatory sites of silent mating-type genes in Saccharomycescerevisiae are controlled by the SIR genes . Mol Cell Biol 7:4225–4237.

[171] Crooks GE, Hon G, Chandonia JM, Brenner SE (2004) WebLogo: a sequencelogo generator. Genome Res 14:1188–1190.

[172] Gueldener U, Heinisch J, Koehler GJ, Voss D, Hegemann JH (2002) A second setof loxP marker cassettes for Cre-mediated multiple gene knockouts in buddingyeast. Nucleic Acids Res 30:e23.

Page 113: Transcriptional Silencing Dynamics at the Single-Cell Level

100

[173] Davies BS, Wang HS, Rine J (2005) Dual activators of the sterol biosyntheticpathway of Saccharomyces cerevisiae: similar activation/regulatory domainsbut different response mechanisms. Mol Cell Biol 25:7375–85.

[174] Meijsing SH, Pufall MA, So AY, Bates DL, Chen L, et al. (2009) DNA bindingsite sequence directs glucocorticoid receptor structure and activity. Science324:407–410.

Page 114: Transcriptional Silencing Dynamics at the Single-Cell Level

101

Appendix A

Rap1 binding site switcheroo

Page 115: Transcriptional Silencing Dynamics at the Single-Cell Level

102

A.1 Introduction

Silencing is governed by the DNA sequences, called ”silencers”, flanking the si-lenced region. These sequences recruit Sir proteins during establishment and arerequired continuously for the maintenance of silencing. Interestingly, silencers con-tain binding sites for a surprising cohort of players. Rap1 and Abf1 are amongst themost common transcription factors in the S. cerevisiae genome often involved in geneactivation. Yet, they are recruited to the silencers for the purpose of contributing totranscriptional silencing. Additionally, the Origin Replication Complex (ORC) criti-cal for DNA replication (Figure 1-1) [92, 165] is located at the silencer as well and isrequired for its function. The binding sites for these proteins are strikingly preservedthroughout the sensu stricto lineage of yeast. In fact, the exact spacing between thebinding sites is highly conserved despite a high sequence divergence between eachbinding site [166]. It remains a mystery how these proteins that individually activatetranscription or stimulate DNA replication come together at the silencer to represstranscription.

Strikingly, the Rap1 binding site found at the HMR-E silencer is diverged fromthe genome-wide Rap1 consensus sequence generated by alignments of Rap1 bindingsites [167, 168] . Indeed, the Rap1 protein has a lower affinity for the HMR-E Rap1binding site than the canonical consensus sequence as measured in gel-shift assays[169]. Given that Rap1, ORC, and/or Abf1 work synergistically to recruit Sir proteins,one could imagine that selection for strong Rap1 binding was relaxed [92,170] allowingdivergence from the consensus sequence.

The idea that the Rap1 binding sequence at silencers is changing due to relaxedconstraints is refuted by the surprising finding that the Rap1 sites at HMR-E andHML-E have a higher degree of conservation across species compared to Rap1 sitesgenome-wide. That is, within the sensu stricto lineage, silencer Rap1 sites exhibit ahigher degree of conservation than Rap1 binding sites within the same species (FigureA.1). More specifically, the genome-wide consensus sequence contains a variable 5’region, whereas the 5’ region of the Rap1 binding sites within silenced loci containan invariant 5’ region, AAACCC (Figure A1-1). In light of such an observation, onecould predict that the Rap1 binding site within a silencer has adapted its role at thesilencer. Perhaps the sequence of the silencer-specific Rap1 binding site itself inducesthe Rap1 protein to adapt different functions in different locations. This could occurby allowing Rap1 to adopt a posture that promotes silencing over activation (allosterichypothesis) at the silencer locus. Alternatively, there may be two or more speciesof Rap1 protein differing in post-translational modifications and function that havedifferent affinity for the different Rap1 binding sites. We seek to determine whetherthe HMR-E Rap1 binding site contributes to silent chromatin formation above andbeyond the role that the genome-wide Rap1 binding site could create.

Page 116: Transcriptional Silencing Dynamics at the Single-Cell Level

103

To determine whether the HMR-E Rap1 binding sequence itself is specialized fora role in silencing, we performed a ”Rap1 binding site swap” replacing the HMR-ERap1 binding site with the genome-wide consensus sequence. This gene replacementwas performed without the introduction of any extraneous sequence. To determinewhether the sequence of the Rap1 binding site contributes to silencing, we comparedsilencing strength in our ”Rap1-swapped” cells to those containing the native locus.This project was performed in collaboration with Lenny Teytelman and Bilge Ozay-din. Figure A-2 is a qRT-PCR experiment performed by Lenny Teytelman.

A.2 Materials and Methods

Strain construction. We used site-directed mutagenesis [97, 98] to replace theAAACCCATCAACC HMR-E native Rap1 binding site with the genome-wide Rap1consensus sequence: ACACCCATACATT. DNA sequencing confirmed the changes.To introduce this altered HMR-E sequence into the genome, the native HMR-Ewas first replaced with the Kluyveromyces lactis URA3 (pUG72) in the JRY3009strain [172]. The HMR-E sequence containing the Rap1 consensus sequence was thentransformed into this strain and successful replacements were identified by counterselection against URA3 using 5-Fluoroacetic acid (5-FOA). By this method JRY8994was produced. The sir1 mutant allele was generated by replacing the bulk of the SIR1ORF with a marker allele. 12 amino acids of SIR1 remained, but the sir1 (13 - 61)∆allele henocopied the sir1∆ null. Rap1 was C-terminal tagged with 13xMyc::KanMXamplified out of the Longtine plasmid collection [97] and transformed into JRY2334.This strain was crossed into JRY8994 to create JRY9021 and JRY9023.

Quantitative Reverse Transcriptase PCR (qRT-PCR). Total RNA wasprepared from 40 OD units of mid-log phase cells using the RNeasy Mini Kit andRNase-free DNase on-column digestion (Qiagen). We synthesized cDNA using theSuperscript III First-Strand Synthesis System for RT-PCR Kit (Invitrogen). Quanti-tative PCR (QPCR) was done in triplicate for each biological sample using the SYBRGreenER QPCR Super Mix (Invitrogen) and performed on a MX3000P QPCR ma-chine (Stratagene). Primers ACT1-F and ACT1-R were used to amplify actin controlswhereas oBO29 and oBO30 were used to amplify the a1 gene from HMR. Each en-tire experiment was performed in triplicate. Data analysis consisted of normalizingQPCR reads to an internally-generated standard curve for the ACT1 gene. a1 levelswere then normalized to actin levels for each sample.

Chromatin Immunoprecipitation and qPCR. Chromatin immunoprecipita-tion (ChIP) experiments were performed as described [173] using formaldehyde cross-linking of log-phase cultures for 1 h at room temperature. Immunoprecipitations wereperformed using anti-c-Myc agarose from rabbit (Sigma). QPCR was performed on

Page 117: Transcriptional Silencing Dynamics at the Single-Cell Level

104

S. cer HMR-E AAACCCATCAAC

S. par HMR-E AAACCCATCAAC

S. mik HMR-E AAACCCATCAAT

S. kud HMR-E AAACCCATGAAC

S. bay HMR-E AAACCCATATAC

S. cer HML-E AAACCCATTCAT

a

b

Abf1 consensus Rap1 consensus

At Genome-wide loci

Across S. cerevisiae

At Genome-wide loci

Across S. bayanus

At silenced loci

Across sensu stricto

Figure A.1: Conservation of HMR-E Rap1 and Abf1 binding sites in sensu

stricto species. (a) The Abf1 and Rap1 consensus sequences are depicted. Abf1and Rap1 binding sites at silencers as they occur across all sensu stricto species areshown as compared to the genome-wide consensus sequences from both S. cerevisiaeand S. bayanus. (b) The actual sequences of each Rap1 binding site at HMR-R andHMR-L in a handful of sensu stricto species. Images of the Abf1 and Rap1 bindingprofiles were made with the WebLogo program [171].

Page 118: Transcriptional Silencing Dynamics at the Single-Cell Level

105

Table A.1: Yeast strains used in Appendix A.

Name Genotype

JRY2334 MATa ade2-1 can1-100 his3-11 leu2-3,112 trp1-1 ura3-1JRY3009 MATα ade2-1 can1-100 his3-11 leu2-3,112 trp1-1 ura3-1JRY4565 MATα ade2-1 can1-100 his3-11 leu2-3,112 trp1-1 ura3 -1 sir2∆::TRP1JRY8994 MATα ade2-1 can1-100 his3-11 leu2-3,112 trp1-1 ura3 -1 genomic-

Rap1-bs-HMR-EJRY9017 MATα ade2-1 his3-11 trp1-1 leu2-3,112 ura3-1 can1-100 sir1 (13 -

641∆)JRY9018 MATα ade2-1 his3-11 trp1-1 leu2-3,112 ura3-1 can1-100 sir1 (13 -

641∆)JRY9019 MATα ade2-1 his3-11 trp1-1 leu2-3,112 ura3-1 can1-100 sir1 (13 -

641∆) consensus-Rap1-bs-HMR-EJRY9020 MATα ade2-1 his3-11 trp1-1 leu2-3,112 ura3-1 can1-100 sir1 (13 -

641∆) consensus-Rap1-bs-HMR-EJRY9021 MATα ade2-1 his3-11 trp1-1 leu2-3,112 ura3-1 can1-100 RAP1-

MYC::HYGJRY9023 MATα ade2-1 his3-11 trp1-1 leu2-3,112 ura3-1 can1-100 RAP1-

MYC::HYG consensus-Rap1-bs-HMR-E

Table A.2: Oligos used in Appendix A.

Oligo Name Sequence

oBO29 (a1 -F) tggatgatatttgtagtatggcggaoBO30 (a1 -R) tccctttgggctcttctcttact1-F tgtccttgtactcttccggtact1-R ccggccaaatcgattctcaaSc HMR-E 3f cgaacgatccccgtccaagttatgSc HMR-E 2r tcggaatcgagaatcttcgtaatgcSc SEN1 f1 accaaaggtggtaatgttgatgtcScSEN1 r1 gggaggcgatggtttagcctgtagSc TEL VI R f1 ggatatgtcaaaattggatacgcttatgSc TEL VI R r1 ctatagttgattatagatcctcaatgatc

Page 119: Transcriptional Silencing Dynamics at the Single-Cell Level

106

precipitated DNA fragments as described above. The negative control primer setamplified a region within the SEN1 ORF, correspondeding to a locus with a minimallevel of Sir and Rap1 binding. Amplification values for the precipitated DNA werenormalized to the values for the input DNA for all primer sets. Samples were ampli-fied using primers specific for HMR-E, SEN1, and for a Rap1 binding-site region onTEL VI. Samples were analyzed in triplicate for two independent ChIP experiments,each containing two replicates of each genotype and one no-tag control.

A.3 Results

A.3.1 The two different Rap1 binding sites are both capableof promoting silencing at HMR

To test whether the HMR-E binding sequence is specialized for silencing function,we tested whether silencing was altered when the Rap1 binding site at HMR-E wasreplaced with the canonical Rap1 binding sequence found elsewhere in the genome.If the HMR-E -specific sequence contributes to silencing, its replacement would beexpected to lead to gene expression at HMR or HML. To test this, Lenny measuredthe a1 transcript abundance of cells containing either the native Rap1 binding siteor the genomic consensus Rap1 binding site. No loss of silencing as indicated bya1 transcript level was observed in those analyses. In addition, Lenny tested theefficacy of silencing establishment by growing cells under unsilenced conditions (5mM nicotinamide, an inhibitor of sir2 ), and then releasing them in media lackingnicotinamide to allow silencing re-establishment. The level of expression from a1 wascalculated over a time course following release from nicotinamide. No differences insilencing establishment kinetics could be observed between the two strains (FigureA.2). By this measure, the Rap1 binding site did not seem to confer any specialsilencing ability at HMR-E.

Relative to the strength of silencing at the telomere and at HML, silencing is quitestrong at HMR as estimated by the fact that many mutations affecting silencing atthe telomere and at HML retain wild-type silencing at HMR. Therefore, a subtledifference in Rap1 binding ability might not result in a loss of silencing at thatlocus. Still, we were curious whether the consensus Rap1 binding site at HMR-Ewas capable of recruiting Rap1 protein to the same level as the wild-type HMR-E sequence. To test the level of Rap1 enrichment at HMR-E in the two differentstrains, we performed chromatin immunoprecipitation (ChIP) for DNA associatedwith Rap1-Myc in those lines. DNA from these enrichments was amplified at theHMR-E region, at a positive control region of Telomere VI, and at a negative controlregion, SEN1 (Figure A.3). There was no detectable difference between the Rap1

Page 120: Transcriptional Silencing Dynamics at the Single-Cell Level

107

Figure A.2: Establishment of silencing in cells containing two different Rapbiding sequences at HMR-E. qRT-PCR measurements of HMR-a1 transcriptlevels after release from nicotinamide-based silencing block. The grey curve illustratesthe transcript levels for the HMR-E parental strain (JRY3009) and the black curvefor the cells containing the genomic consensus variant of Rap1 at HMR-E (JRY8994).This experiment and figure supplied by Lenny Teytelman.

Page 121: Transcriptional Silencing Dynamics at the Single-Cell Level

108

enrichment at HMR-E in samples containing the native Rap1 binding site and thosewith the Rap1 consensus sequence placed at HMR-E. These findings indicate thatboth Rap1 binding sequences are capable of localizing Rap1 to the silencer regionand of establishing and maintaining functionally silent chromatin.

A.3.2 The Rap1 genomic binding site at HMR-E improvessilencing in the sir1 cells.

Because both binding sites for Rap1 were capable of mediating silent chromatinformation, those results yielded little insight into what selective pressure may haveshaped the HMR-E Rap1 binding site sequences. We reasoned that the selectiveadvantage may only be observable in a sensitized context in which small differencesin silencer function may be translated into observable differences. To test for smalldifferences in silencing strengths between the two Rap1 binding sites, we performedqRT-PCR in a sir1∆ mutant. The sir1∆ mutation was chosen to optimize the chancefor observable phenotypic differences as in other contexts [65,89]. Cells lacking sir1∆have a partial loss of silencing phenotype at HMR with roughly 50% of the transcriptlevel observed in a sir2∆ unsilenced strain [37, 38]. Therefore, slight increases ordecreases in expression level are easily observed.

Contrary to simple expectation, the replacement of the HMR-E Rap1 binding sitefor the consensus sequence appeared to improve silencing strength, as indicated bya reduced level of a1 expression in the sir1∆ background (Figure A.4). This resultdoes not support our hypothesis that the HMR-E Rap1 binding site has evolved formaximal silencing strength. However, it is possible that it has evolved, instead, abalanced, tempered level of Rap1 localization. Still, this result is consistent withstudies that had reported a lower affinity of Rap1 for the HMR-E specific sequencerelative to its affinity for the consensus sequence.

A.4 Discussion

The evolution of silenced chromatin, euchromatin, and protein binding sites occurat different rates. Chromatin at the telomeres and at HMR and HML undergoesrapid sequence divergence [166]. In contrast, DNA binding sequences that nucleateproteins are often thought of as being restrained against divergence due to purifyingselection. Still, some changes do occur at binding sites at a low rate and can becomewidespread should they impart some adaptive advantage.

We noticed that the Rap1 binding sites at HMR-E silencers were distinct from theRap1 binding sites found genome-wide. The Rap1 protein participates as a silencer

Page 122: Transcriptional Silencing Dynamics at the Single-Cell Level

109

Norm

aliz

ed E

nrichm

ent

0.5

0

1.0

1.5

2.0

2.5

3.0

HMR-E

JRY9021

HMR-E

JRY9022

hmr::

Rap1bs-switch

JRY9023

hmr::

Rap1bs-switch

JRY9024

WT

no tag

JRY3009

Genotype

Rap1-myc

HMR-E

SEN1

TEL VI

Figure A.3: HMR-E DNA recovered from Rap1-Myc chromatin immuno-precipitation. Anti-myc antibody was used to immunoprecipitate DNA crosslinkedto Rap1-myc proteins from strains containing either the native Rap1 binding site atHMR-E (JRY9021 and JRY9022) or the genome-wide consensus sequence of Rap1 atHMR-E (JRY9023 and JRY9024). One replicate was performed for each of the abovestrains (two replicates). Cells lacking the myc tag were used as a control.

Page 123: Transcriptional Silencing Dynamics at the Single-Cell Level

110

Genotype

Rela

tive a

1 e

xp

ressio

n

sir1∆

native-

RAP1-bs

sir1∆

consensus-

RAP1-bs

WT sir2∆

0

0.2

0.4

0.6

0.8

1.0

1.2

Figure A.4: The effects of switching Rap1 binding sites on HMR-a1 expres-sion in sir1∆ sensitized backgrounds. Strains lacking sir1 but containing eitherthe native HMR-E sequence (JRY9017) or an ectopic genome-wide Rap1 consensussequence (JRY9019) were tested for HMR-a1 expression. As controls, wild type cells(JRY3009) and cells lacking SIR2 (JRY4565) were also tested. The abundance ofa1 was normalized for each strain to ACT1 levels and set relative to the expressionobserved in a sir2∆ strain. Experiments are shown as the average of three triplicateexperiments normalized to sir2∆ expression levels with standard error of the meanindicated by error bars.

Page 124: Transcriptional Silencing Dynamics at the Single-Cell Level

111

and as a transcriptional activator protein at the two different types of loci, respec-tively. It is a mystery how Rap1 is specialized for its two different roles in the cell. Wetested whether the Rap1 binding site found at the HMR-E locus confers some specificproperty towards silent chromatin formation. To do this, we compared two strains,one with the native Rap1 binding site at HMR-E and one with the genome-wideconsensus sequence placed at HMR-E. We reasoned that differences in Rap1 occu-pancy and in a1 transcription between these two strains would help us understandthe specialized roles of Rap1 at the two different loci. However, we found that thegenome-wide consensus sequence, when placed at HMR-E, seems perfectly capableof promoting Rap1 binding and silent chromatin formation to the same level as thenative sequence. It is possible that the strength of silencing at the HMR-E sites isstrong enough to over-ride any subtle property differences between the two sequences.

Interestingly, we did document one difference between the two Rap1 binding se-quences. In the sensitized sir1∆ background, the genome-wide consensus sequenceat HMR-E was more effective at silencing a1 transcription compared with the nativesequence. This was in contrast to our original model and warrants further discussion.It is possible that the native Rap1 binding site at HMR-E has selectively evolved tobind Rap1 more loosely than the canonical regions required for transcriptional acti-vation. It is possible that the HO-switching function may impart a greater selectiverole than the transcriptional silencing in promoting adaptive advantage. That is, inwild strains of yeast, gene conversion machinery must access the hidden mating lociin order to transfer those sequences to the active MAT locus. Perhaps Rap1 bindingthat is too strong impeded this process. In that case, it is possible that the HMR-ERap1 binding site may have evolved to allow for optimal donor strand associationwith the MAT locus.

As a follow up study, it will be interesting to determine whether the efficiency ofHO-switching is the same or different in our two different Rap1 binding site strains.By testing whether the efficiency of HO-switching is compromised in the strain inwhich the canonical Rap1 consensus is placed in HMR-E, we could better support ordisprove the notion that the binding site at HMR-E is specifically evolved for efficacyof HO-switching.

It is important to remember that the idea that binding sites have evolved for some”optimal” function is a difficult one to prove or disprove. One of the things makingsuch a task challenging is the fact that the genome and the environment may be muchdifferent now when the experiment is being performed than when the evolutionarypressure was placed, up to tens of thousands of years prior.

It is curious that we see no difference in Rap1 occupancy at the two differentbinding sites (at HMR-E ). This may seem to contradict previous findings that Rap1has a higher affinity for the silencer binding site than the genome-wide consensussite. It may also fly in the face of our other finding, that silencing is improved when

Page 125: Transcriptional Silencing Dynamics at the Single-Cell Level

112

the genome-wide consensus sequence is placed at HMR in the sir1∆ background.However, such findings are not surprising. It is possible that Sir1 itself assists inmodulating Rap1 occupancy or stabilizing its presence in the complex.

Indeed, protein occupancy itself may be a poor rubric for protein function ingeneral. Recent findings support the idea that transcription factor binding sites canserve, not merely as protein docking sites, but as sequence-specific allosteric ligandsthat alter transcription regulator activity. The different glucocordicoid receptor (GR)binding sites influence differential luciferase expression, but no difference in proteinbinding affinity. Co-crystals of the GR protein bound to different binding site se-quences confirm that distinct three-dimensional structures are stimulated by thesedifferent sequences. [174] These findings bolster the idea that transcription factorbinding sites may, in fact, alter their cognate protein’s structure and function. In asimilar way, it is interesting to speculate that the Rap1 binding site found at HMR-Emay play some role in altering Rap1 function specifically for a role in either tran-scriptional activation, transcriptional silencing, HO-switching, a role whose relevancehas long since become relaxed.