1
Methods High tumor purity in the PDX specimens (after removal of mouse reads representing the stroma) enabled highly accurate assessment of LoH. As a first step in the identification of arm-level aUPD events, variants called by GATK HaplotypeCaller from whole exome sequencing (WES) data were used to identify segments of homozygosity using BCFtools/RoH (run of homozygosity) 4 . After excluding acrocentric arms (i.e. 13p, 14p, 15p, 21p and 22p), runs of homozygosity could be called in 39 chromosomal arms. Copy number segment data were obtained using CNVkit where the segment mean value indicated the log2 ratio of copy number compared to a pool of normal samples. Copy neutral RoH segments were obtained by intersecting the RoH segments with the copy neutral segments (defined as absolute segment mean less than 0.3); and then copy neutral %LoH at the arm level was calculated as the percentage of total length of copy neutral RoH segments in each chromosome arm. If the mean copy neutral %LoH of multiple PDX samples from the same model on a chromosome arm was >80% we considered the model to have aUPD at the arm level. Microsatellite Instability (MSI) status was estimated using mSINGS and evaluated for associations with aUPD. Fisher’s exact test was used to test for associations between aUPD and MSI. GENOMIC LANDSCAPE OF ACQUIRED UNIPARENTAL DISOMY IN NCI PDMR PATIENT-DERIVED XENOGRAFT MODELS Rajesh Patidar 1 , Ting-Chia Chang 1 , Li Chen 1 , Chris A. Karlovich 1 , Biswajit Das 1 , Yvonne A. Evrard 1 , Tomas Vilimas 1 , Justine N. McCutcheon 1 , Amanda Peach 1 , Nikitha Nair 1 , Anna Lee Fong 1 , Luis Romero 1 , Alyssa Chapman 1 , Kelsey Conley 1 , Robin Harrington 1 , Shahanawaz Jiwani 1 , Peng Wang 1 , Erin Cantu 1 , Gloryvee Rivera 1 , Lindsay Dutko 1 , Kelly Benauer 1 , Vishnuprabha Rahul Kannan 1 , Suzanne Borgel 2 , John Carter 2 , Jesse Stottlemyer 2 , Tiffanie Chase 2 , Devynn Breen 2 , Emily Delaney 2 , Chelsea McGlynn 2 , Candace Mallow 2 , Shannon Uzelac 2 , Stephanie Ecker 2 , Lauren Hicks 2 , Jenna Hull 2 , Jade Loewenstein 2 , Malorie Morris 2 , Howard Stotler 2 , Carrie A. Bonomi 2 , Kelly M. Dougherty 2 , Joseph P. Geraghty 2 , Marion V. Gibson 2 , Savanna S. Styers 2 , Abigail J. Walke 2 , Jenna E. Moyer 2 , Anna Wade 2 , Mariah L. Baldwin 2 , Kaitlyn A. Arthur 2 , Kevin J. Plater 2 , Luke Stockwin 2 , Matthew R. Murphy 2 , Michael E. Mullendore 2 , Dianne Newton 2 , Michelle M. Gottholm-Ahalt 3 , Sergio Alcoser 3 , Tara Grinnage-Pulley 3 , Melinda G. Hollingshead 3 , P. Mickey Williams 1 , James H. Doroshow 4 1 Molecular Characterization Laboratory, Frederick National Laboratory for Cancer Research, Leidos Biomedical Research Inc., Frederick, MD, 2 In Vivo Evaluation Laboratory, Frederick National Laboratory for Cancer Research, Leidos Biomedical Research Inc., Frederick, MD, 3 Biological Testing Branch, Developmental Therapeutics Program, National Cancer Institute at Frederick, Frederick, MD and 4 National Cancer Institute, Division of Cancer Treatment and Diagnosis, Bethesda, MD Introduction Uniparental disomy (UPD), also known as copy-neutral loss of heterozygosity (LoH), refers to the duplication of one homologous chromosome or chromosomal arm accompanied by loss of the other homolog. Acquired UPD (aUPD) is common in cancer and may result from mitotic nondisjunction or anaphase lag during mitosis. Functionally, aUPD confers a selective advantage during tumor evolution through loss of function of one or more tumor suppressor genes and/or a gain in oncogene expression 1,2 . Many cancer histologies are known to possess recurrent chromosomal arm-level alterations which may be prognostic of outcome. Although arm and chromosome-level aneuploidy has been previously investigated in the TCGA and other data sets 3 , the characterization of aUPD specifically and its stability in pre-clinical models has not been broadly explored. This study aims to characterize arm-level aUPD in the National Cancer Institute’s Patient-Derived Models Repository (PDMR; https://pdmr.cancer.gov). The PDMR includes patient-derived xenograft (PDX), organoid and cell culture models established from multiple tumor histologies representing different passages and lineages. The associated clinical annotation and genomic data make it possible to assess the prevalence of aUPD in the PDMR cohort and stability of aUPD between passages and lineages within individual PDX models. pdmr.cancer.gov This project has been funded in whole or in part with federal funds from the National Cancer Institute, National Institutes of Health, under contract HHSN261200800001E. The content of this publication does not necessarily reflect the views or policies of the Department of Health and Human Services, nor does mention of trade names, commercial products, or organizations imply endorsement by the U.S. Government. NCI-Frederick is accredited by AAALACi and follows the Public Health Service Policy on the Care and Use of Laboratory Animals. These studies were conducted on an approved Institutional Animal Care and Use Committee approved protocol. References 1. Tuna et al., Uniparental Disomy in Cancer, Trends Mol Med (2009), 15, 120-128 2. Makishima et al., Pathogenesis and Consequences of Uniparental Disomy in Cancer (2011), 10.1158/1078-0432.CCR-10-2900 3. Taylor et al., Genomic and Functional Approaches to Understanding Cancer Aneuploidy, Cancer Cell (2018), 33, 676-689 4. Narasimhan et al., BCFtools/RoH: A Hidden Markov Model Approach for Detecting Autozygosity from Next-Generation Sequencing Data, Bioinformatics (2016), 32, 1749-1751 Results NCI Patient-Derived Models Repository Cohort (n = 427 PDX models) 37% of all PDMR models had at least 1 chromosomal arm with aUPD aUPD was observed most frequently at arms 17p (~7%) and 17q (~7%) Originator and Passage Zero (P0) specimens determined to have human stromal contamination were removed from this analysis, leaving 417 evaluable PDX models. A chromosomal arm was required to have >80% LoH to be designated as having aUPD. Overview of aUPD in the PDMR PDC = patient-derived tumor cell culture model PDOrg = patient-derived organoid Originator = original patient tumor specimen 1p 1q 2p 2q 3p 3q 4p 4q 5p 5q 6p 6q 7p 7q 8p 8q 9p 9q 10p 10q 11p 11q 12p 12q 13q 14q 15q 16p 16q 17p 17q 18p 18q 19p 19q 20p 20q 21q 22q UPD_count MSI_status Histology UPD yes no UPD_count atleast1UPD noUPD MSI_status MSI_H MSI_S Histology BLCA COADREAD CSNOS FIBS GBM HNSC LXSC MEL MFH NSCLC Other OVT PAAD RCC SACA SARCNOS UCS UEC aUPD in NSCLC Models 37 evaluable NSCLC PDX models included 19 LUAD, 16 LUSC and 2 NSCLC NOS 49% of NSCLC models had at least 1 arm with aUPD 3p LoH (copy neutral and copy loss) was observed in 90% of LUSC 3 but 3p aUPD (i.e. copy-neutral LoH) was seen in <10% of LUSC cases in the PDMR aUPD in COADREAD Models 90 evaluable COADREAD PDX models included 81 COAD, 14 READ and 4 COADREAD 42% of COADREAD models had at least 1 arm with aUPD In COADREAD cases where aUPD was seen in either 17p or 17q, co-occurrence of aUPD in both arms was observed at a frequency of 60% (6/10). Prevalence of aUPD by Cancer Subtype 11 of 417 evaluable PDMR models had extensive aUPD (>25% of chromosomal arms) Some PDMR Models Exhibited Extensive aUPD 60 year-old male with RCC and aUPD observed in 11 of 39 evaluable chromosomal arms* P0 = PDX Passage 0, P1 = PDX Passage 1, PDC = Patient-derived tumor cell culture model *copy-neutral LoH (aUPD) was observed in 11/39 arms; copy-loss LoH was observed in the remaining arms P1 P0 PDC 500 chromosomal arms from 155 aUPD models (835 samples) were assessed for mean and standard deviation (SD) of copy neutral %LoH across different samples from the same model 460 aUPD chromosomal arms (92%) from 143 PDMR models had uniform aUPD status across all lineages, passages and model types within a model (SD of %LoH between all samples was ≤20) 40 aUPD chromosomal arms (8%) from 21 PDMR models had differences in aUPD status between lineages, passages and model types within a model (SD of %LoH was >20) Differences in aUPD status between different samples within a model may be due to tumor heterogeneity or to clonal selection with passaging * The originator specimen was not available for analysis in this model Uniformity of aUPD status between lineages, passages and model types within a model A COADREAD model with aUPD differences between PDM lineages and passages for chromosomal arm 19p MSI-H Status Was Strongly Associated with the Absence of aUPD P = 0.0001, Fisher’s exact test Only histologies represented by ≥ 5 models were included in this analysis P1 P1 P0 P2 P1 P0 PDOrg Histology * Summary We have performed an in-depth analysis of acquired UPD, a subtype of arm-level aneuploidy, in NCI’s PDMR cohort 37% of all PDMR models had at least 1 chromosomal arm with aUPD The level of aUPD varied between histologies and within a given histology; 17p (~7%) and 17q (~7%) had the highest prevalence of aUPD aUPD status was consistent across different passages and lineages within a model, with some differences observed likely due to tumor heterogeneity or clonal evolution MSI-H status was strongly associated with the absence of aUPD Future Directions Preclinical drug studies using NCI PDMR models may suggest appropriate therapeutic options for cancers with aUPD Investigation of additional subtypes of aneuploidy in the PDMR such a copy-loss LoH and arm-level copy gain are ongoing 1p 1q 2q 2p 3p 4p 5p 6p 7p 8p 9p 10p 10q 9q 3q 4q 11q 11p 8q 7q 6q 5q 12q 13q 12p 15q 14q 16p 16q 17q 18q 19q 20q 22q 21q 20p 17p 18p 19p Corresponding author: [email protected]

GENOMIC LANDSCAPE OF ACQUIRED UNIPARENTAL DISOMY IN … · between passages and lineages within individual PDX models. pdmr.cancer.gov This project has been funded in whole or in

  • Upload
    others

  • View
    2

  • Download
    0

Embed Size (px)

Citation preview

Page 1: GENOMIC LANDSCAPE OF ACQUIRED UNIPARENTAL DISOMY IN … · between passages and lineages within individual PDX models. pdmr.cancer.gov This project has been funded in whole or in

MethodsHigh tumor purity in the PDX specimens (after removal of mouse reads representing the stroma) enabled highly accurate assessment of LoH. As a first step in the identification of arm-level aUPD events, variants called by GATK HaplotypeCallerfrom whole exome sequencing (WES) data were used to identify segments of homozygosity using BCFtools/RoH (run of homozygosity)4. After excluding acrocentric arms (i.e. 13p, 14p, 15p, 21p and 22p), runs of homozygosity could be called in 39 chromosomal arms. Copy number segment data were obtained using CNVkit where the segment mean value indicated the log2 ratio of copy number compared to a pool of normal samples. Copy neutral RoH segments were obtained by intersecting the RoH segments with the copy neutral segments (defined as absolute segment mean less than 0.3); and then copy neutral %LoH at the arm level was calculated as the percentage of total length of copy neutral RoH segments in each chromosome arm. If the mean copy neutral %LoH of multiple PDX samples from the same model on a chromosome arm was >80% we considered the model to have aUPD at the arm level. Microsatellite Instability (MSI) status was estimated using mSINGS and evaluated for associations with aUPD. Fisher’s exact test was used to test for associations between aUPD and MSI.

GENOMIC LANDSCAPE OF ACQUIRED UNIPARENTAL DISOMY IN NCI PDMR PATIENT-DERIVED XENOGRAFT MODELS Rajesh Patidar1, Ting-Chia Chang1, Li Chen1, Chris A. Karlovich1, Biswajit Das1, Yvonne A. Evrard1, Tomas Vilimas1, Justine N. McCutcheon1, Amanda Peach1, Nikitha Nair1, Anna Lee Fong1, Luis Romero1, Alyssa Chapman1, Kelsey Conley1, Robin

Harrington1, Shahanawaz Jiwani1, Peng Wang1, Erin Cantu1, Gloryvee Rivera1, Lindsay Dutko1, Kelly Benauer1, Vishnuprabha Rahul Kannan1, Suzanne Borgel2, John Carter2, Jesse Stottlemyer2, Tiffanie Chase2, Devynn Breen2, Emily Delaney2, Chelsea McGlynn2, Candace Mallow2, Shannon Uzelac2, Stephanie Ecker2, Lauren Hicks2, Jenna Hull2, Jade Loewenstein2, Malorie Morris2, Howard Stotler2, Carrie A. Bonomi2, Kelly M. Dougherty2, Joseph P. Geraghty2, Marion V. Gibson2, Savanna S. Styers2,

Abigail J. Walke2, Jenna E. Moyer2, Anna Wade2, Mariah L. Baldwin2, Kaitlyn A. Arthur2, Kevin J. Plater2, Luke Stockwin2, Matthew R. Murphy2, Michael E. Mullendore2, Dianne Newton2, Michelle M. Gottholm-Ahalt3, Sergio Alcoser3, Tara Grinnage-Pulley3, Melinda G. Hollingshead3, P. Mickey Williams1, James H. Doroshow4

1Molecular Characterization Laboratory, Frederick National Laboratory for Cancer Research, Leidos Biomedical Research Inc., Frederick, MD, 2In Vivo Evaluation Laboratory, Frederick National Laboratory for Cancer Research, Leidos Biomedical Research Inc., Frederick, MD, 3Biological Testing Branch, Developmental Therapeutics Program, National Cancer Institute at Frederick, Frederick, MD and 4National Cancer Institute, Division of Cancer Treatment and Diagnosis, Bethesda, MD

IntroductionUniparental disomy (UPD), also known as copy-neutral loss of heterozygosity (LoH), refers to the duplication of one homologous chromosome or chromosomal arm accompanied by loss of the other homolog. Acquired UPD (aUPD) is common in cancer and may result from mitotic nondisjunction or anaphase lag during mitosis. Functionally, aUPD confers a selective advantage during tumor evolution through loss of function of one or more tumor suppressor genes and/or a gain in oncogene expression1,2. Many cancer histologies are known to possess recurrent chromosomal arm-level alterations which may be prognostic of outcome. Although arm and chromosome-level aneuploidy has been previously investigated in the TCGA and other data sets3, the characterization of aUPD specifically and its stability in pre-clinical models has not been broadly explored.

This study aims to characterize arm-level aUPD in the National Cancer Institute’s Patient-Derived Models Repository (PDMR; https://pdmr.cancer.gov). The PDMR includes patient-derived xenograft (PDX), organoid and cell culture models established from multiple tumor histologies representing different passages and lineages. The associated clinical annotation and genomic data make it possible to assess the prevalence of aUPD in the PDMR cohort and stability of aUPDbetween passages and lineages within individual PDX models.

pdmr.cancer.gov

This project has been funded in whole or in part with federal funds from the National Cancer Institute, National Institutes of Health,under contract HHSN261200800001E. The content of this publication does not necessarily reflect the views or policies of theDepartment of Health and Human Services, nor does mention of trade names, commercial products, or organizations implyendorsement by the U.S. Government. NCI-Frederick is accredited by AAALACi and follows the Public Health Service Policy on the Careand Use of Laboratory Animals. These studies were conducted on an approved Institutional Animal Care and Use Committeeapproved protocol.

References

1. Tuna et al., Uniparental Disomy in Cancer, Trends Mol Med (2009), 15, 120-1282. Makishima et al., Pathogenesis and Consequences of Uniparental Disomy in Cancer (2011),

10.1158/1078-0432.CCR-10-29003. Taylor et al., Genomic and Functional Approaches to Understanding Cancer Aneuploidy, Cancer

Cell (2018), 33, 676-6894. Narasimhan et al., BCFtools/RoH: A Hidden Markov Model Approach for Detecting

Autozygosity from Next-Generation Sequencing Data, Bioinformatics (2016), 32, 1749-1751

Results

NCI Patient-Derived Models Repository Cohort (n = 427 PDX models)

▪ 37% of all PDMR models had at least 1 chromosomal arm with aUPD▪ aUPD was observed most frequently at arms 17p (~7%) and 17q (~7%)

Originator and Passage Zero (P0) specimens determined to have human stromal contamination were removed from this analysis, leaving 417 evaluable PDX models. A chromosomal arm was required to have >80% LoH to be designated as having aUPD.

Overview of aUPD in the PDMR

PDC = patient-derived tumor cell culture modelPDOrg = patient-derived organoidOriginator = original patient tumor specimen

1p

1q

2p

2q

3p

3q

4p

4q

5p

5q

6p

6q

7p

7q

8p

8q

9p

9q

10

p1

0q

11

p1

1q

12

p1

2q

13

q1

4q

15

q1

6p

16

q1

7p

17

q1

8p

18

q1

9p

19

q2

0p

20

q2

1q

22

qU

PD

_co

un

t

MS

I_sta

tus

His

tolo

gy

UPD

yesno

UPD_count

atleast1UPDnoUPD

MSI_status

MSI_HMSI_S

Histology

BLCACOADREADCSNOSFIBSGBMHNSCLXSCMELMFHNSCLCOtherOVTPAADRCCSACASARCNOSUCSUEC

aUPD in NSCLC Models

▪ 37 evaluable NSCLC PDX models included 19 LUAD, 16 LUSC and 2 NSCLC NOS

▪ 49% of NSCLC models had at least 1 arm with aUPD

▪ 3p LoH (copy neutral and copy loss) was observed in 90% of LUSC3 but 3p aUPD (i.e. copy-neutral LoH) was seen in <10% of LUSC cases in the PDMR

aUPD in COADREAD Models

▪ 90 evaluable COADREAD PDX models included 81 COAD, 14 READ and 4 COADREAD

▪ 42% of COADREAD models had at least 1 arm with aUPD

▪ In COADREAD cases where aUPD was seen in either 17p or 17q, co-occurrence of aUPD in both arms was observed at a frequency of 60% (6/10).

Prevalence of aUPD by Cancer Subtype

▪ 11 of 417 evaluable PDMR models had extensive aUPD (>25% of chromosomal arms)

Some PDMR Models Exhibited Extensive aUPD

60 year-old male with RCC and aUPD observed in 11 of 39 evaluable chromosomal arms*

P0 = PDX Passage 0, P1 = PDX Passage 1, PDC = Patient-derived tumor cell culture model*copy-neutral LoH (aUPD) was observed in 11/39 arms; copy-loss LoH was observed in the remaining arms

P1

P0

PDC

▪ 500 chromosomal arms from 155 aUPD models (835 samples) were assessed for mean and standard deviation (SD)of copy neutral %LoH across different samples from the same model▪ 460 aUPD chromosomal arms (92%) from 143 PDMR models had uniform aUPD status across all lineages,

passages and model types within a model (SD of %LoH between all samples was ≤20)▪ 40 aUPD chromosomal arms (8%) from 21 PDMR models had differences in aUPD status between lineages,

passages and model types within a model (SD of %LoH was >20)▪ Differences in aUPD status between different samples within a model may be due to tumor heterogeneity or to

clonal selection with passaging* The originator specimen was not available for analysis in this model

Uniformity of aUPD status between lineages, passages and model types within a model

A COADREAD model with aUPD differences between PDM lineages and passages for chromosomal arm 19p

MSI-H Status Was Strongly Associated with the Absence of aUPD

P = 0.0001, Fisher’s exact test

▪ Only histologies represented by ≥ 5 models were included in this analysis

P1

P1

P0

P2

P1

P0

PDOrg

Histology

*

Summary

▪ We have performed an in-depth analysis of acquired UPD, a subtype of arm-level aneuploidy, in NCI’s PDMR cohort

▪ 37% of all PDMR models had at least 1 chromosomal arm with aUPD

▪ The level of aUPD varied between histologies and within a given histology; 17p (~7%) and 17q (~7%) had the highest prevalence of aUPD

▪ aUPD status was consistent across different passages and lineages within a model, with some differences observed likely due to tumor heterogeneity or clonal evolution

▪ MSI-H status was strongly associated with the absence of aUPD

Future Directions• Preclinical drug studies using NCI PDMR models may suggest appropriate

therapeutic options for cancers with aUPD

• Investigation of additional subtypes of aneuploidy in the PDMR such a copy-loss LoH and arm-level copy gain are ongoing

1p

1q 2q

2p

3p

4p

5p

6p 7p 8p

9p

10

p

10

q

9q3q

4q

11

q

11

p

8q

7q

6q5q

12

q

13

q

12

p

15

q

14

q

16

p

16

q

17

q

18

q

19

q

20

q

22

q

21

q

20

p

17

p

18

p

19

p

Corresponding author: [email protected]