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RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306 [email protected]

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Page 1: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY

AND EXPERIMENTS

De Witt Sumners

Department of Mathematics

Florida State University

Tallahassee, FL 32306

[email protected]

Page 2: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

RANDOM KNOTTING

• Proof of the Frisch-Wasserman-Delbruck conjecture--the longer a random circle, the more likely it is to be knotted

• DNA knotting in viral capsids

Page 3: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

http://www.pims.math.ca/knotplot/zoo/

A Knot Zoo By Robert G. Scharein

© 2005 Jennifer K. Mann

Page 4: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

TOPOLOGAL ENTANGLEMENT IN

POLYMERS

Page 5: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

WHY STUDY RANDOM ENTANGLEMENT?

• Polymer chemistry and physics: microscopic entanglement related to macroscopic chemical and physical characteristics--flow of polymer fluid, stress-strain curve, phase changes (gel formation)

• Biopolymers: entanglement encodes information about biological processes--random entanglement is experimental noise and needs to be subtracted out to get a signal

Page 6: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

BIOCHEMICAL MOTIVATION

Predict the yield from a random cyclization experiment in a dilute solution of linear polymers

Page 7: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

MATHEMATICAL PROBLEM

• If L is the length of linear polymers in dilute solution, what is the yield (the spectrum of topological products) from a random cyclization reaction?

• L is the # of repeating units in the chain--# of monomers, or # of Kuhn lengths (equivalent statistical lengths)--for polyethylene, Kuhn length is about 3.5 monomers. For duplex DNA, Kuhn length is about 300-500 base pairs

Page 8: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

FRISCH-WASSERMAN-DELBRUCK CONJECTURE

• L = # edges in random polygon• P(L) = knot probability

lim P(L) = 1 L

Frisch & Wasserman, JACS 83(1961), 3789Delbruck, Proc. Symp. Appl. Math. 14 (1962), 55

Page 9: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

RANDOM KNOT MODELS

• Lattice models: self-avoiding walks (SAW) and self-avoiding polygons (SAP) on Z3, BCC, FCC, etc--curves have volume exclusion

• Off-lattice models: Piecewise linear arcs and circles in R3--can include thickness

Page 10: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

RANDOM KNOT METHODS

• Small L: Monte Carlo simulation

• Large L: rigorous asymptotic proofs

Page 11: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

SIMPLE CUBIC LATTICE

Page 12: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

PROOF OF FWD CONJECTURE

THEOREM:

P(L) ~ 1 - exp(-L)

Sumners & Whittington, J. Phys. A: Math. Gen. 23 (1988), 1689

Pippenger, Disc Appl. Math. 25 (1989), 273

Page 13: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

KESTEN PATTERNS

Kesten, J. Math. Phys. 4(1963), 960Kesten, J. Math. Phys. 4(1963), 960

Page 14: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

TIGHT KNOTS

Page 15: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

Z3

Page 16: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

TIGHT KNOT ON Z3

19 vertices, 18 edges19 vertices, 18 edges

Page 17: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

The Smallest Trefoil on Z3

Page 18: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

RANDOM KNOT QUESTIONS

• For fixed length n, what is the distribution of knot types?

• How does this distribution change with n?

• What is the asymptotic behavior of knot complexity--growth laws ~n ?

• How to quantize entanglement of random arcs?

Page 19: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

KNOTS IN BROWNIAN FLIGHT

• All knots at all scales

Kendall, J. Lon. Math. Soc. 19 (1979), 378

Page 20: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

ALL KNOTS APPEAR

Every knot type has a tight Kesten pattern representative on Z3

Page 21: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

LONG RANDOM KNOTS

Page 22: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

MEASURING KNOT COMPLEXITY

Page 23: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

LONG RANDOM KNOTS ARE VERY COMPLEX

THEOREM: All good measures of knot complexity diverge to + at least linearly with the length--the longer the random polygon, the more entangled it is.

Examples of good measures of knot complexity:

crossover number, unknotting number, genus, bridge number, braid number, span of your favorite knot polynomial, total curvature, etc.

Page 24: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

GROWTH OF WRITHE FOR FIGURE 8 KNOT

Page 25: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

RANDOM KNOTS ARE CHIRAL

Page 26: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

DNA Replication

Page 27: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

Topological Enzymology

Mathematics: Deduce enzyme binding and mechanism from

observed products

Page 28: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

TOPOLOGICAL ENZYMOLOGY

• React circular DNA plasmids in vitro (in vivo) with purified enzyme

• Gel electrophoresis to separate products (DNA knots & links)

• Electron microscopy of RecA coated products

• Use topology and geometry to build predictive models

Page 29: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

GEL ELECTROPHORESIS

Page 30: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

RecA Coated DNA

Page 31: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

DNA Trefoil Knot

Dean et al., J BIOL. CHEM. Dean et al., J BIOL. CHEM. 260260(1985), 4975(1985), 4975

Page 32: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

DNA (2,13) TORUS KNOT

Spengler et al. CELL Spengler et al. CELL 4242 (1985), 325 (1985), 325

Page 33: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

GEL VELOCITY IDENTIFIES KNOT COMPLEXITY

Vologodskii et al, JMB Vologodskii et al, JMB 278278 (1988), 1 (1988), 1

Page 34: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

CHIRALITY

Page 35: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

CROSSING SIGN CONVENTION

Page 36: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

WRITHE & AVERAGE CROSSING NUMBER

Writhe --average the sum of signed crossings over all projections (average number of crossings over all projections)

Page 37: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

VIRUS LIFE CYCLE

Page 38: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

VIRUS ATTACKS!

Page 39: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

VIRUS ATTACKS!

Page 40: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

T4 EM

Page 41: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

VIRUS ATTACK

Page 42: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

T4 ATTACK

Page 43: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

HOW IS THE DNA PACKED?

Page 44: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

SPOOLING MODEL

Page 45: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

FOLD MODEL

Page 46: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

RANDOM PACKING

Page 47: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

P4 DNA has cohesive ends that form closed circular molecules

GGCGAGGCGGGAAAGCAC

CCGCTCCGCCCTTTCGTG…...

….

GGCGAGGCGGGAAAGCAC CCGCTCCGCCCTTTCGTG

Page 48: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

VIRAL KNOTS REVEAL PACKING

• Compare observed DNA knot spectrum to simulation of knots in confined volumes

Page 49: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

Experimental Data: Tailless vs Mature Phage Knot Probability

Page 50: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

EFFECTS OF CONFINEMENT ON DNA KNOTTING

• No confinement--3% knots, mostly trefoils

• Viral knots--95% knots, very high complexity--average crossover number 27!

Page 51: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

MATURE vs TAILLESS PHAGE

Mutants--48% of knots formed inside capsidMutants--48% of knots formed inside capsid

Arsuaga et al, PNAS Arsuaga et al, PNAS 99 99 (2002), 5373(2002), 5373

Page 52: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

P4 KNOT SPECTRUM

97% of DNA knots had crossing number > 10!97% of DNA knots had crossing number > 10!Arsuaga et al, PNAS Arsuaga et al, PNAS 99 99 (2002), 5373(2002), 5373

Page 53: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

2D GEL

Page 54: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

2D GEL RESOLVES SMALL KNOTS

Arsuaga et al, PNAS Arsuaga et al, PNAS 102 (2005), 9165102 (2005), 9165

Page 55: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

2D GEL RESOLVES SMALL KNOTS

Arsuaga et al, PNAS Arsuaga et al, PNAS 102 (2005), 9165102 (2005), 9165

Page 56: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

PIVOT ALGORITHM

• Ergodic--no volume exclusion in our simulation

• as knot detector

• Space filling polymers in confined volumes--very difficult to simulate

Page 57: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

VOLUME EFFECTS ON KNOT SIMULATION

• On average, 75% of crossings are extraneous

Arsuaga et al, PNAS Arsuaga et al, PNAS 99 99 (2002), 5373(2002), 5373

Page 58: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

SIMULATION vs EXPERIMENT

Arsuaga et al, PNAS Arsuaga et al, PNAS 102 (2005), 9165102 (2005), 9165

n=90, R=4n=90, R=4

Page 59: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

EFFECT OF WRITHE-BIASED SAMPLING

Arsuaga et al, PNAS Arsuaga et al, PNAS 102 (2005), 9165102 (2005), 9165

n=90, R=4n=90, R=4

Page 60: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

Consistent with a high writhe of the packed DNA:

- Low amount of knot 41 and of composite 31# 41

- Predominance of torus knots (elevated writhe)

primesprimes compositescomposites

31 Wr = 3.41

41 Wr = 0.00

51 Wr = 6.2652 Wr = 4.54

61 Wr = 1.2362 Wr = 2.7063 Wr = 0.16

71 Wr = 9.15

31 # 31 Wr = 6.8131 # -31 Wr = 0.01

31 # 41 Wr ~ 3. 41

Page 61: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

CONCLUSIONS

• Viral DNA not randomly embedded (41and 52 deficit, 51 and 71 excess in observed knot spectrum)

• Viral DNA has a chiral packing mechanism--writhe-biased simulation close to observed spectrum

• Torus knot excess favors toroidal or spool-like packing conformation of capsid DNA

• Next step--EM (AFM) of 3- and 5- crossing knots to see if they all have same chirality

Page 62: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

UNKNOWN P4 KNOT

Page 63: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

UNKNOWN P4 KNOTS

Page 64: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

AFM Images of Simple DNA Knots (Mg2+)

μmμm

μm

Ercolini, Ercolini, Dietler EPFL LausanneDietler EPFL Lausanne

Page 65: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

NEW SIMULATION

• Parallel tempering scheme

• Smooth configuration to remove extraneous crossings

• Use KnotFind to identify the knot--ID’s prime and composite knots of up to 16 crossings

• Problem--some knots cannot be ID’d--might be complicated unknots!

Page 66: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

UNCONSTRAINED KNOTTING PROBABILITIES

Page 67: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

CONSTRAINED UNKNOTTING PROBABILITY

Page 68: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

CONSTRAINED UNKOTTING PROBABILITY

Page 69: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

CONSTRAINED TREFOIL KNOT PROBABILITIES

Page 70: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

CONSTRAINED TREFOIL PROBABILITY

Page 71: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

4 vs 5 CROSSING PHASE DIAGRAM

Page 72: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

CONFINED WRITHE

Page 73: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

GROWTH OF CONFINED WRITHE

Page 74: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

COLLABORATORS

• Stu Whittington• Buks van Rensburg• Carla Tesi• Enzo Orlandini• Chris Soteros• Yuanan Diao• Nick Pippenger

• Javier Arsuaga• Mariel Vazquez• Joaquim Roca• P. McGuirk• Christian Micheletti• Davide Marenduzzo

Page 75: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

REFERENCES

• Nucleic Acids Research 29(2001), 67-71.• Proc. National Academy of Sciences USA

99(2002), 5373-5377.• Biophysical Chemistry 101-102 (2002), 475-484.• Proc. National Academy of Sciences USA

102(2005), 9165-9169.• J. Chem. Phys 124 (2006), 064903

Page 76: RANDOM KNOTTING AND VIRAL DNA PACKING: THEORY AND EXPERIMENTS De Witt Sumners Department of Mathematics Florida State University Tallahassee, FL 32306

Thank You

•National Science Foundation

•Burroughs Wellcome Fund