mechanisms of accuracy in homologous recombinationtlusty/talks/accuracyrec2008.pdf · mechanisms of...

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Mechanisms of Accuracy in Homologous Recombination Recognition processes in homologous recombination in the presence of competition and noise. Mechanism 1: Kinetic Proofreading. Mechanism 2: Conformational Proofreading. Conformational changes (induced fit) may enhance recognition. Possible tests? Institute Curie, April 2008

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Page 1: Mechanisms of Accuracy in Homologous Recombinationtlusty/talks/AccuracyRec2008.pdf · Mechanisms of Accuracy in Homologous Recombination ... genetic diversity via crossover and sex

Mechanisms of Accuracy in Homologous Recombination

• Recognition processes in homologous recombination

in the presence of competition and noise.

• Mechanism 1: Kinetic Proofreading.

• Mechanism 2: Conformational Proofreading.

• Conformational changes (induced fit) may enhance recognition.

• Possible tests?

Institute Curie, April 2008

Page 2: Mechanisms of Accuracy in Homologous Recombinationtlusty/talks/AccuracyRec2008.pdf · Mechanisms of Accuracy in Homologous Recombination ... genetic diversity via crossover and sex

RecA-mediated Homologous Recombination

• Essential for genome integrity via repair machinery.

• Molecular engine of genetic diversity via crossover and sex

(horizontal transfer).

• Key role in evolution: control of speciation and genetic isolation.

• Proteins mediate homologous recombination.

• RecA superfamily: RecA (E.coli), Rad51 (yeast), hRad51 (human).

• Structure and function conserved from bacteria to human.

Page 3: Mechanisms of Accuracy in Homologous Recombinationtlusty/talks/AccuracyRec2008.pdf · Mechanisms of Accuracy in Homologous Recombination ... genetic diversity via crossover and sex

Molecular recognition in Homologous Recombination

RecA Polymerization

Homologous search

Strand exchange

50-60%

• Recombination is a three-stage process:

(1) RecA is polymerized along ssDNA.

• RecA extends ssDNA by 50-60% - conserved.

(2) Homologous search: recognition of homologous DNA

sequence within many lookalikes.

• Homologous search may occur even without ATP

hydrolysis.

(3) Formation of synapse and strand exchange.

Page 4: Mechanisms of Accuracy in Homologous Recombinationtlusty/talks/AccuracyRec2008.pdf · Mechanisms of Accuracy in Homologous Recombination ... genetic diversity via crossover and sex

Challenge of molecular recognition

• Noisy, crowded milieu.

• Recognizer and target fluctuate.

• Many competing lookalikes.

• Relatively weak recognition interactions.

• Challenge:

How to find and identify targets ?

David Goodsell

Page 5: Mechanisms of Accuracy in Homologous Recombinationtlusty/talks/AccuracyRec2008.pdf · Mechanisms of Accuracy in Homologous Recombination ... genetic diversity via crossover and sex

How to enhance recognition during recombination?

• The recognition problem is twofold:

• Global-scale: How to approach the target?

• Parallel search (finds target within 200,000

competitors in 15 minutes)

• Local-scale: How to recognize the homologous sequence?

• Two suggested mechanisms:

– Kinetic Proofreading (Libchaber, Bar-Ziv, Stavans, Sagi & TT, 2002-6)

– Conformational Proofreading (Savir & TT, 2007-8)David Goodsell

(Dorfman, Fulconis, Dutreix,Viovy, PRL 2004)

Page 6: Mechanisms of Accuracy in Homologous Recombinationtlusty/talks/AccuracyRec2008.pdf · Mechanisms of Accuracy in Homologous Recombination ... genetic diversity via crossover and sex

1st mechanism: Kinetic Proofreading

• Kinetic Proofreading (Hopfield, Ninio, 1974-5) = Energy consuming

mechanism for sensitivity amplification in biological processes.

• Allows discrimination between two similar targets (~ free energies)

with an error << naive thermodynamic bound ~ exp(-ΔF).

• Intermediate irreversible stages (coupling to energy source).

TargetsRight product

0 1 Wrong product2Right product

Wrong product

+

+

Page 7: Mechanisms of Accuracy in Homologous Recombinationtlusty/talks/AccuracyRec2008.pdf · Mechanisms of Accuracy in Homologous Recombination ... genetic diversity via crossover and sex

Hint: Kinetic Proofreading in filament formation

• RecA binding-unbinding dynamics:

Polymerization/depolymerization (ATP).

• Detects minute sequence differences.

0

1

2

final

[ TT, Bar-Ziv, Libchaber PNAS 2002, PRL 2004 ]

Page 8: Mechanisms of Accuracy in Homologous Recombinationtlusty/talks/AccuracyRec2008.pdf · Mechanisms of Accuracy in Homologous Recombination ... genetic diversity via crossover and sex

Kinetic Proofreading in Recombination

• Experimental hints (Sagi, Stavans & TT, NAR 2006):

• Homology recognition

• FRET measurements of exchange fraction

with heterologous sequences.

• Dependence on the number of

mismathches and their location.

mismatches

Page 9: Mechanisms of Accuracy in Homologous Recombinationtlusty/talks/AccuracyRec2008.pdf · Mechanisms of Accuracy in Homologous Recombination ... genetic diversity via crossover and sex

Strand exchange depends strongly on location and distribution of mismatches

• Small fraction of mismatches can reduce

significantly the exchange (even << 10%).

• Exchange is directional: more vulnerable to

mismatches close to the 3’ end.

• Contiguous mismatches have stronger effect.

mismatch

Page 10: Mechanisms of Accuracy in Homologous Recombinationtlusty/talks/AccuracyRec2008.pdf · Mechanisms of Accuracy in Homologous Recombination ... genetic diversity via crossover and sex

Model: Kinetic Proofreading Cascade

• Sequential check and exchange.

• Cascade of N irreversible stages.

• Exchange can abort at each stage.

• Mismatches reduce forward rate.

• Multiplicative effect of mismatches.

→ Exponential decay of exchange 1 1t j j j j j j jp p p pα α β− −∂ = − + −

1

0

success = jN

j j j

pp

αα β

−=+∏

fraction ~ exp( )Lμ− µ – mismatch probability, L – length

Page 11: Mechanisms of Accuracy in Homologous Recombinationtlusty/talks/AccuracyRec2008.pdf · Mechanisms of Accuracy in Homologous Recombination ... genetic diversity via crossover and sex

Experimental evidence and hints

• Minimum efficient processing segment (MEPS) of 20-30 bp.

• Exponential dependence of successful exchange in vivo

(Vulic Tadei Radman, PNAS 1997; Majewski Zawadzki Pickerill Cohan Dowson, J Bact 2000).

• Such sensitivity sets a well-defined genetic barrier between species.

MEPS ~ 20-30 bp. Red

uctio

n of

exc

hang

e

Page 12: Mechanisms of Accuracy in Homologous Recombinationtlusty/talks/AccuracyRec2008.pdf · Mechanisms of Accuracy in Homologous Recombination ... genetic diversity via crossover and sex

Role of DNA extension in homologous search?

• Costs significant deformation energy,

3-4 kBT per base-pair (kBT = 0.6 kcal/mol).

• Structural reason: exposing bases?

• Increasing effective target size?(Klapstein Chou Bruinsma 2004)

• Conformational Proofreading?

mechanism to detect DNA in large pool of similar targets, using conformation changes.

Page 13: Mechanisms of Accuracy in Homologous Recombinationtlusty/talks/AccuracyRec2008.pdf · Mechanisms of Accuracy in Homologous Recombination ... genetic diversity via crossover and sex

Why induced fit?

• Induced fit: Recognizers change their shape upon binding. • Can molecular recognition gain from induced fit?

• Quality measures: specificity = [Right]/[Wrong] =• What is the optimal recognition strategy?

Lock-and-key or induced fit ?

WW

W

WR

Induced fit(Koshland 1958)

?

?

Page 14: Mechanisms of Accuracy in Homologous Recombinationtlusty/talks/AccuracyRec2008.pdf · Mechanisms of Accuracy in Homologous Recombination ... genetic diversity via crossover and sex

Conformational Proofreading:When off-target is right on

• Structural mismatch reduces Right, but also reduces Wrong even more.

• Result: Enhancement of specificity and other quality measures.

• Optimal specificity at finite mismatch.

• Quantitative example: Homologous Recombination.

recognizersize

RightWrong

Specificity

binding

• Induced fit enhances recognition. • Optimal recognizer is off-target• Not lock-and-key.

Optimal

recognizersize

Page 15: Mechanisms of Accuracy in Homologous Recombinationtlusty/talks/AccuracyRec2008.pdf · Mechanisms of Accuracy in Homologous Recombination ... genetic diversity via crossover and sex

Molecular recognition as a decision problem

• Natural measure for the performance of molecular recognition .

• Each possible binding event has a cost/benefit of identification and

misidentification.

• Cost = Cost(event)×Prob(event) = correct + miss + false-alarm.

• Cost depends on structural parameters and can be optimized.

No Bind

Bind

Noise

DecisionUnit

Right, Wrong WrongRightTarget

Decision

False Alarm CWBCorrect, CRBBind

Correct, CWNMiss, CRNNo Bind

Page 16: Mechanisms of Accuracy in Homologous Recombinationtlusty/talks/AccuracyRec2008.pdf · Mechanisms of Accuracy in Homologous Recombination ... genetic diversity via crossover and sex

Cost depends on structural parameters

N base pairs

m mismatches

Extension energy

ΔGext

Gain from correct bp: specific interactions

ΔGs

Gain form incorrect bp: nonspecific interactions

ΔGns

( , ) ( , , , ),binding ext s nsP N m F N m G G G= Δ Δ Δ

• Binding probability for N base pairs and m mismatches :

ssDNA+RecA filament

dsDNA

( , )1 ( · ( )· · )

1binding

ext s nsP N m

exp N G N m G m G=

+ Δ − − Δ − Δ

Page 17: Mechanisms of Accuracy in Homologous Recombinationtlusty/talks/AccuracyRec2008.pdf · Mechanisms of Accuracy in Homologous Recombination ... genetic diversity via crossover and sex

Cost balances Right and Wrong binding

• Tolerance t measures relative cost of error.

• t increases → system less tolerant to errors

• Cost depends on structural

parameters and binding energetics:

(hom) ( hom)binding bindingCost P t P non= − + × −

Maximize Right detection + Minimize Wrong detection

extGΔ extension

sGΔ specific interactionsnsGΔ nonspecific interactions

mis s nsG G GΔΔ = Δ − Δ

Page 18: Mechanisms of Accuracy in Homologous Recombinationtlusty/talks/AccuracyRec2008.pdf · Mechanisms of Accuracy in Homologous Recombination ... genetic diversity via crossover and sex

Optimal extension minimizes detection cost

• Minimization of the cost reveals an optimal extension (t = 1):

ext

s

GG

ΔΔ

2ext s mis

mG G GN

Δ = Δ − ΔΔ

ns

s

GG

ΔΔ

1

12mN

Unstable

complex

NonspecificV

Specific

1

• Optimal extension energy ~ Specific binding energy.

Page 19: Mechanisms of Accuracy in Homologous Recombinationtlusty/talks/AccuracyRec2008.pdf · Mechanisms of Accuracy in Homologous Recombination ... genetic diversity via crossover and sex

Extension by a factor of

~ Constant force (Bustamante et al.,2000):stretchGΔ~ 4 5 BsG k T−Δ

~ 1.5 3.5s n BsG G k TΔ − −Δ

χ

Interfacial energy

(Cizeau Viovy, 1997).

~ 3.6 (at 1.7)Bint k TG χ =Δ

Structural parameters are measured

(Xiao Lee Singleton, 2006)

(Malkov Camerini-Otero, 1998)

Page 20: Mechanisms of Accuracy in Homologous Recombinationtlusty/talks/AccuracyRec2008.pdf · Mechanisms of Accuracy in Homologous Recombination ... genetic diversity via crossover and sex

Cost exhibits minimum at optimal extension

, 13, 3 ,1 mis BN G T tm k= = Δ = =ΔOne RecA monomer, one mismatch, symmetric:

• Well-defined valley ~ 50-60%

Page 21: Mechanisms of Accuracy in Homologous Recombinationtlusty/talks/AccuracyRec2008.pdf · Mechanisms of Accuracy in Homologous Recombination ... genetic diversity via crossover and sex

Analytic approximation for the cost

linear with good approximation

2

4 ( )· 2[ 1 1]2 ·

int s misstr

int str

mG G GN G NG N G

χΔ Δ − ΔΔΔ

= + −Δ Δ

2· ( 1) ( 1)ext str intG N G Gχ χΔ = Δ − + Δ −

interfacial interaction

stretching interactionspecific interactions

destabilization due to mismatch

1 3[ 1 (10 ) 1]6N m

N Nχ ≅ + − −⇒

(Fulconis Dutreix Viovy, 2005)

Page 22: Mechanisms of Accuracy in Homologous Recombinationtlusty/talks/AccuracyRec2008.pdf · Mechanisms of Accuracy in Homologous Recombination ... genetic diversity via crossover and sex

Conformational and Kinetic Proofreading

Kinetic Proofreading:Time delay (additional steps)

Energy-consuming non-equilibrium.

Conformational Proofreading:Spatial mismatch. Quasi-equilibrium.

• Kinetic and Conformational proofreading use the same generalstrategy: Reduce production of both Right and Wrong, but .reduction of Wrong product is larger and specificity improves.

• Recent evidence in recombination.

Sagi, Tlusty, Stavans (2006 ) NAR

0 1 2 final

0 0

Savir, Tlusty (2007-8 ) PLoS ONE, IEEE…

Page 23: Mechanisms of Accuracy in Homologous Recombinationtlusty/talks/AccuracyRec2008.pdf · Mechanisms of Accuracy in Homologous Recombination ... genetic diversity via crossover and sex

Possible experimental tests?

Conformational Proofreading:

• Binding curves as a function of

controlled extension.

• Predicting increase of binding

fraction with extension.

• But optimal cost at zero extension.

homologous Non-homologous

1 1.5

1 1.5

%hom %non-hom−

% b

ound

Extension

hom

Non-hom

Extension

(Fulconis, Mine, Bancaud, Dutreix, Viovy

EMBO J 2006 )

Page 24: Mechanisms of Accuracy in Homologous Recombinationtlusty/talks/AccuracyRec2008.pdf · Mechanisms of Accuracy in Homologous Recombination ... genetic diversity via crossover and sex

Possible experimental tests?

Kinetic Proofreading:

• Single molecule measurements of sequential

and directional processes.

• For example, asymmetric correlation etc.

(Fulconis, Mine, Bancaud, Dutreix, Viovy

EMBO J 2006 )

Typical KPR dynamics

Page 25: Mechanisms of Accuracy in Homologous Recombinationtlusty/talks/AccuracyRec2008.pdf · Mechanisms of Accuracy in Homologous Recombination ... genetic diversity via crossover and sex

Summary and outlook

• Suggestion: Homologous recombination combines

Kinetic Proofreading + Conformational Proofreading.

• Indirect experimental evidence. Direct evidence?

• Conformational Proofreading: conformational changes (induced fit)

may enhance the quality of molecular recognition.

• Analogy between molecular recognition and decision problem may

explain the extreme DNA extension by 50-60%.

• Outlook: Application of Conformational Proofreading to other systems:

tRNA, transcription, enzymes… (in progress).

[ Savir & Tlusty, PLoS ONE 2007; IEEE J Signal Processing 2008; RecA – submitted ]

Page 26: Mechanisms of Accuracy in Homologous Recombinationtlusty/talks/AccuracyRec2008.pdf · Mechanisms of Accuracy in Homologous Recombination ... genetic diversity via crossover and sex

Optimal extension is not sensitive to tolerance

3, 1 1 5 3, . ,s B mis BN m G k k TT G= = Δ = ΔΔ =

mism Gct e ΔΔ≅

• t increases → system less tolerant to errors

Page 27: Mechanisms of Accuracy in Homologous Recombinationtlusty/talks/AccuracyRec2008.pdf · Mechanisms of Accuracy in Homologous Recombination ... genetic diversity via crossover and sex

Cost balances correct and incorrect binding 1 .

1 ( · · ) 1 ( · · · )ext s ext s mis

tCostexp N G N G exp N G N G m G

−= +

+ Δ − Δ + Δ − Δ + ΔΔ

Maximize correct detection + Minimize incorrect detection

extGΔ extension

sGΔ specific interactionsnsGΔ nonspecific interactions

mis s nsG G GΔΔ = Δ − Δ

• t – Tolerance of the System

correct

incorrect

· (hom)· (hom)· (non-hom)· (non-hom)

h f

h f

c p pc p p

t = −

Cost Occurrence functionality

t increases the system is less tolerant to errors

Page 28: Mechanisms of Accuracy in Homologous Recombinationtlusty/talks/AccuracyRec2008.pdf · Mechanisms of Accuracy in Homologous Recombination ... genetic diversity via crossover and sex

Cost exhibits minimum at optimal extension

, 13, 3 ,1 mis BN G T tm k= = Δ = =Δ• One RecA monomer, one mismatch, symmetric:

Page 29: Mechanisms of Accuracy in Homologous Recombinationtlusty/talks/AccuracyRec2008.pdf · Mechanisms of Accuracy in Homologous Recombination ... genetic diversity via crossover and sex

Homologues Recombination

• Genome repair• Generating genetic diversity

Bugreev et al, Nature Structural & Molecular Biology 14, 746 - 753 (2007)