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RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

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Page 1: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

RNA & NKS

Erik A. SchultesHedgehog Research

hedgehogresearch.info

June 16, 2006

Page 2: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

5’

3’

Ribonucleic Acid:• Universal biopolymer• Linear, polarized

Page 3: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

5’

3’

Cytosine

Uracil

Adenine

Guanine

Ribonucleic Acid:• Universal biopolymer• Linear, polarized • 4 distinct nitrogenous bases (nt)• RNA can store genetic info (like DNA)

Page 4: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

5’

3’

Cytosine

Uracil

Adenine

Guanine

Ribonucleic Acid:• Universal biopolymer• Linear, polarized • 4 distinct nitrogenous bases• RNA can store genetic info (like DNA)• Base-pairing rules:

A with UC with G

Page 5: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

5’

3’

Cytosine

Uracil

Adenine

Guanine

5’

3’

Cytosine

Uracil

Adenine

Guanine

Page 6: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

Double-stranded RNA Helix

Page 7: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

5’

3’

Cytosine

Uracil

Adenine

Guanine

Ribonucleic Acid:• Universal biopolymer• Linear, polarized • 4 distinct nitrogenous bases• RNA can store genetic info (like DNA)• Base-pairing rules:

A with UC with G

• RNA can act as an enzyme (like proteins)

Page 8: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

PrimaryStructure

5 ’ G G A A U U G C G G G AA A G G G G U C A A C A GC C G U U C A G U A C C AA G U C U C A G G G G A AA C U U U G A G A U G G CC U U G C A A A G G G U AU G G U A A U A A G C U GA C G G A C A U G G U C CU A A C C A C G C A G C CA A G U C C U A A G U C AA C A G A U C U U C U G UU G A U A U G G A U G C AGUUCA3’

Single-stranded RNA:

Page 9: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

ACGUGGAAUUGCGGGAAGAGGGCAACAGCCGUUCAGUACCAAGUCUCAGGGGAAACUUUGAGAUGGCCUGCAAAGGGUAUUGGUAAUAAGCUGACGUGGUCCUAACCCGCAGUGCCAAGUACGUAGCGCUAUAAGUUAGCUAUAUAGCGCAUUCU5’3’ACA

5 ’ G G A A U U G C G G G AA A G G G G U C A A C A GC C G U U C A G U A C C AA G U C U C A G G G G A AA C U U U G A G A U G G CC U U G C A A A G G G U AU G G U A A U A A G C U GA C G G A C A U G G U C CU A A C C A C G C A G C CA A G U C C U A A G U C AA C A G A U C U U C U G UU G A U A U G G A U G C AGUUCA3’

PrimaryStructure

SecondaryStructure

Single-stranded RNA:

Page 10: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

ACGUGGAAUUGCGGGAAGAGGGCAACAGCCGUUCAGUACCAAGUCUCAGGGGAAACUUUGAGAUGGCCUGCAAAGGGUAUUGGUAAUAAGCUGACGUGGUCCUAACCCGCAGUGCCAAGUACGUAGCGCUAUAAGUUAGCUAUAUAGCGCAUUCU5’3’ACA

5 ’ G G A A U U G C G G G AA A G G G G U C A A C A GC C G U U C A G U A C C AA G U C U C A G G G G A AA C U U U G A G A U G G CC U U G C A A A G G G U AU G G U A A U A A G C U GA C G G A C A U G G U C CU A A C C A C G C A G C CA A G U C C U A A G U C AA C A G A U C U U C U G UU G A U A U G G A U G C AGUUCA3’

PrimaryStructure

SecondaryStructure

TertiaryStructure

Single-stranded RNA:

Page 11: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

Hammer head

VS

HDV

Group I

Group IIRNAse P

Hairpin

Single-stranded RNA:

Page 12: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

16S rRNA

Single-stranded RNA:

Page 13: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

16S rRNA Universal Tree of Life

Page 14: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

A New Kind of Scienceby Stephen Wolfram

In our everyday experience with computers, the programs that we encounter are normally set up to perform very definite tasks.

Page 15: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

In our everyday experience with computers, the programs that we encounter are normally set up to perform very definite tasks.

Key idea:What happens if one instead just looks at simple arbitrarily chosen programs, created without any specific task in mind.

A New Kind of Scienceby Stephen Wolfram

Page 16: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

In our everyday experience with computers, the programs that we encounter are normally set up to perform very definite tasks.

Key idea:What happens if one instead just looks at simple arbitrarily chosen programs, created without any specific task in mind.

How do such programs typically behave?

A New Kind of Scienceby Stephen Wolfram

Page 17: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

computer (hardware) RNA molecule

program (software) nucleotide sequence

In our everyday experience with computers, the programs that we encounter are normally set up to perform very definite tasks.

Key idea:What happens if one instead just looks at simple arbitrarily chosen programs, created without any specific task in mind.

How do such programs typically behave?

A New Kind of Scienceby Stephen Wolfram

Page 18: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

In our everyday experience with RNAs, the sequences that we encounter are normally set up to perform very definite tasks.

Key idea:What happens if one instead just looks at simple arbitrarily chosen sequences, created without any specific task in mind.

How do such sequences typically behave?

/. computer (hardware) RNA molecule

/. program (software) nucleotide sequence

A New Kind of Scienceby Stephen Wolfram

Page 19: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

What do we mean by:

RNA & NKS

Arbitrary sequence? RNA behavior?

Page 20: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

What do we mean by:

RNA & NKS

generated by random processArbitrary sequence? RNA behavior?

Page 21: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

What do we mean by:

RNA & NKS

generated by random processArbitrary sequence? RNA behavior? folding dynamics

Page 22: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

Never converges on aunique, specific fold

Rapidly converges on a unique, specific fold

What do we mean by:

RNA & NKS

generated by random processArbitrary sequence? RNA behavior? folding dynamics

Page 23: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

Never converges on aunique, specific fold

Rapidly converges on a unique, specific fold

What do we mean by:

RNA & NKS

generated by random processArbitrary sequence? RNA behavior? folding dynamics

HelixPoly(U)

OrderedDisordered

Page 24: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

What do we mean by:

RNA & NKS

generated by random processArbitrary sequence? RNA behavior? folding dynamics

Evolved

ComplexNever converges on aunique, specific fold

Rapidly converges on a unique, specific fold

HelixPoly(U)

OrderedDisordered

Page 25: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

What do we mean by:

RNA & NKS

generated by random processArbitrary sequence? RNA behavior? folding dynamics

Evolved

Complex Rapidly converges on a unique, specific fold

Helix

Ordered

Never converges on aunique, specific fold

Poly(U)

Disordered

Classes I & IIClass IVClass III

Page 26: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

1. Lead II chemical probingsecondary structureuniqueness of folding

2. Native gel electrophoresisuniqueness of foldingsize of fold

3. Analytical centrifugationsize & shape of fold

Analyzing RNA Behavior

RNA & NKS

Page 27: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

Control SequencestRNAPHE (76nt)

HDV (85nt)Ligase (87nt)

Reference SequencePoly(U)

Choosing Arbitrary Sequences

RNA & NKS

Page 28: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

Control SequencestRNAPHE (76nt)

HDV (85nt)Ligase (87nt)

Reference SequencePoly(U)85

Arbitrary Sequences10 Permuted HDV (85nt)10 Isoheteropolymer (85nt)

Choosing Arbitrary Sequences

RNA & NKS

Page 29: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

Automated DNA Synthesis

Page 30: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

OHOOBasePOOOOHOOBaseCH2CH2

Structure Probing with Pb++

Pb++

Page 31: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

OHOOBasePOOOOHOOBaseCH2CH2

Pb++

Structure Probing with Pb++

Page 32: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

OHOOBasePOOOHOOBaseCH2CH2OH

Pb++

Structure Probing with Pb++

Page 33: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

CGGGCGGGCGGCGUCGCGUCCGACGUCCGUACGUCCGCGUACGUCCGACGUACGUCACGACGUACGUACGACGACGUUAGCGCGC5’3’

OH ladderT1 ladderTimeOHOOBasePOOOHOOBaseCH2CH2OH

HDV

Structure Probing with Pb++

Page 34: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

CGGGCGGGCGGCGUCGCGUCCGACGUCCGUACGUCCGCGUACGUCCGACGUACGUCACGACGUACGUACGACGACGUUAGCGCGC5’3’

OH ladderT1 ladderTimeOHOOBasePOOOHOOBaseCH2CH2OH

HDV

Structure Probing with Pb++

Page 35: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

Arbitrary sequences acquire sequence-specific folds

Page 36: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

8% (29:1)100mM THE, pH7.530mM KCl 0, 1, 10mM MgCl2

3W, 2000VhrXC = 100mmT = 23-24 ºC

Native Gel Electrophoresis

-

+

Page 37: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

Arbitrary sequences acquire compact folds

Page 38: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

Inferring molecular size and shape from the concentration distribution of puresample under a centrifugal filed.

Sedimentation Velocity Experiments

Page 39: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

Reference

Sample

Sedimentation Velocity Experiments

Page 40: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

Meniscus

Sedimentation Velocity Experiments

RNA

Page 41: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

A260

r (cm)

Fs

Sedimentation Velocity Experiments40,000 RPM100,000 Xg

Page 42: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

tRNA

Sedimentation Velocity Experiments

A260

r (cm)

S=4.072 SD=8.45 FicksM=25.2 kDaRs=26.2 Å

Page 43: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

Arbitrary sequences acquire compact folds

Page 44: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

The behavior of arbitrary RNA

Arbitrary sequences frequently have compact, sequence specific folding - properties that have always been assumed to be evolutionarily derived.

So far:20 seq, 2 compositions = (1/2 postdoc)

Page 45: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

The behavior of arbitrary RNA

Arbitrary sequences frequently have compact, sequence specific folding - properties that have always been assumed to be evolutionarily derived.

So far:20 seq, 2 compositions = (1/2 postdoc)

Next step:35,000 seq, 1700 compositions = ($100M)

Page 46: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

The behavior of arbitrary RNA

Arbitrary sequences frequently have compact, sequence specific folding - properties that have always been assumed to be evolutionarily derived.

Principle of Computational Equivalenceweak RNA PCE: complex, biologically relevant folds are abundant in seq space

Page 47: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

The behavior of arbitrary RNA

Arbitrary sequences frequently have compact, sequence specific folding - properties that have always been assumed to be evolutionarily derived.

Principle of Computational Equivalenceweak RNA PCE: complex, biologically relevant folds are abundant in seq spacestrong RNA PCE: specific folds may beabundant in seq space

Page 48: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

Distribution of Folds inRNA Sequence Space

Page 49: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

3'AGGGGUCGGUCCACCUCCGCGGUCCGACUCGGGCAUCGAUGG CUAAGGACGAAUGC GGCGAUUAGGGGUUUUCCUAGGUACCUCUCGGC3'GGCAACUCGUCUAAACGCCGGGUGAAGAUGCCCpppCAGUCGGUGGAUGUUAGGGGCGGACCACGUUUUUUUUC U ACCA 2' HOGU CAAACGClass IIIligaseHDV

Prototype Ribozymes

Page 50: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

AUUAAAAGCCGCUGGGCCGCCUCCUCGCGGCCGGCCCCGAUAAGGGAGGAAUUUUUCCACGGGACUCCGGAGUGUGGGCUGACHDV fold A GUA C3’U UGAACCCCUCUGGGGGCCCGCCUAACACGACGUCGUGCCGGAAACUppp2' HOCAGUCGGUGGGAGCUGCCGGAGGGAAGGAUG3’UCUUU AACCLigase foldCC

Intersection Sequence

Page 51: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

Testing for Ligation & Cleavage

Page 52: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

Connecting the Prototypesby Neutral Paths

Page 53: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

Connecting the Prototypesby Neutral Paths

Prototype Ligase

42 mutations

Page 54: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

Connecting the Prototypesby Neutral Paths

Prototype HDV

Prototype Ligase

42 mutations

44 mutations

Page 55: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

Intersection of Fitness Landscapes

Page 56: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

1. RNA NN exist - seq space is highly redundant in folds

1. New folds from existing folds

2. RNAs with different sequences and folds could still share ancestry

2. Different NN are proximal

Conclusion

Biological Implications

Page 57: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

NKS and Neutral Networks

1. Are INT sequences typical or rare?

2. Are sequences on NN typical or evolved?

Page 58: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

NKS and Neutral Networks

1. Are INT sequences typical or rare?

2. Are sequences on NN typical or evolved?

3. Does CA rule space have NN?4. If so, are there INT rules?

Page 59: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006

Acknowledgments

David P. BartelWhitehead Institute

NSF/Alfred P. Sloan FellowshipTMF/Charles A. King Trust Fellowship

Page 60: RNA & NKS Erik A. Schultes Hedgehog Research hedgehogresearch.info June 16, 2006