Introduction to Physical Biology: Models and...

94
Introduction to Physical Biology: Models and Numbers Boulder Lectures on Soft Matter Physics July 2012 Yitzhak Rabin R. Phillips, J. Kondev, J. Theriot, “Physical Biology of the Cell” (Garland, 2009) A.D. Bates and A. Maxwell, “DNA Topology” (Oxford, 2005)

Transcript of Introduction to Physical Biology: Models and...

Page 1: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder

Introduction to Physical Biology:

Models and Numbers

Boulder Lectures on Soft Matter Physics

July 2012

Yitzhak Rabin

R. Phillips, J. Kondev, J. Theriot, “Physical Biology of the Cell” (Garland, 2009)

A.D. Bates and A. Maxwell, “DNA Topology” (Oxford, 2005)

Page 2: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder

Building blocks of cells – 4 types of macromolecules made of simple

repeat units:

DNA

proteins

lipids

Polysaccharides

Page 3: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder

Distribution of macromolecules in E. coli bacterium

Page 4: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder

Language of DNA and proteins:

Page 5: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder

Nucleotides:

purines pyrimidines

Page 6: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder

Chemical structure of DNA

1. Each strand has a direction (3’ to 5’)

2. GC bp more stable than AT bp – 3 h-bonds instead of 2!

3. Bases turn inwards – how do proteins recognize sequence?

Conclusions at a glance:

Page 7: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder

Standard B form of DNA

The grooves allow

access to proteins

Page 8: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder

Rosetta stone - translating bp code to aa sequence

Page 9: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder

Models of DNA – what is the question?

Page 10: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder

Models of proteins:

Page 11: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder

Models of membranes:

Page 12: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder

Models of Bacteria

Page 13: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder

Pictures are nice - but quantitative data requires quantitative models!

The toolbox of physics and chemistry:

• Harmonic oscillator

• Ideal gas

• Two level systems (Ising model)

• Diffusion and random walks

• Polymer physics

• DH and PB models of charges in solution

• Elasticity of rods and plates

• Low Reynolds number hydrodynamics

• Rate equations

• Newton’s equations (MD simulations)

Simple tools (we understand them well):

Page 14: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder

Complex tools (we do not understand them well enough):

• Non-linear dynamics (attractors)

• Reaction-diffusion equations

• Many body systems of complex elements

• Quantum chemistry of large molecules

• Topology

• ……

Page 15: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder

Example – simple applications of harmonic oscillator:

Page 16: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder

Choice of model requires knowing the order of magnitude of some

characteristic numbers!

Examples:

1. Is inertia important for bacterial propulsion?

Estimate the Reynolds number of E. coli’s motion in water

Inertia is irrelevant – velocity is proportional to the force

and responds instantaneously to it!

(Aristotle beats Newton for bacteria)

Page 17: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder

2. Confinement of DNA:

Estimate the radius of gyration of the lambda phage DNA:

Kuhn segment length of DNA: a=100nm;

Length of DNA: L=5·104 bp · 0.3nm =1.5·104nm

Page 18: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder

Virus

( lambda phage)

bacteria

sperm cell somatic cell

What is the volume fraction occupied by DNA?

Page 19: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder

Viruses: crystal-like density and arrangement

• need motors for packing

• No proteins inside to balance electrostatic repulsion –

Wigner crystal –type stabilization by walls

How is the highly confined state of DNA maintained?

Page 20: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder

Bacteria: single DNA is packed –without confining walls-

in < 10% of bacterial volume – need attractions!

1. DNA is packaged by about a dozen of nucleoid-associated

proteins that bend and twist it

HU, low conc.

HU, high concentration

H-NS

IHF

FIS

Dps

Page 21: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder

2. Topology: bacterial DNA is circular –

conserved linking number Lk = # of turns of double helix

Topology-changing enzymes (gyrases, topoisomerases) can cut one

DNA strand, overwind (Lk > Lk0) or unwind (Lk < Lk0) it, and glue it

together again.

(this destabilizes the double helix – promotes

recognition and reactivity of exposed bases?)

Page 22: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder

Lk = Tw +Wr

Linking number can be decomposed into twist and writhe:

Page 23: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder

Plasmids form right-handed (-) supercoils

E.coli genome

Supercoiling of bacterial DNA

helps with its packing?

Page 24: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder

Eukaryotic (human) cells: 46 DNA molecules inside nucleus

Chromosomes are segregated during mitosis– what about interphase chromatin?

Page 25: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder

Spaghetti soup “model” of chromatin?

Problem – numerous inter-chain entanglements for N > Ne (Ne=200)

-like a polymer melt!

Even a single DNA molecule confined in a nucleus (RG/Rnucleus > 10)

will be strongly self-entangled!

Lua et al, 2004

Page 26: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder

Solution I: entanglements and knots can be removed by topo II Sikorav and Janninck, C. R. Acad. Sci. Paris t. 316, serie II, p. 751, 1993

Solution II: DNA molecules are organized in crumpled globules

and segregated in space Grosberg et al, Europhys. Lett. 23, 373, 1993

Crumpled (unknotted) globule: df=3

Equilibrium (knotted) globule: df=2

HiC experiments agree with crumpled/fractal globule:

R(s)=const·s1/3

Lieberman et al, Science 326, 289 (2009)

Page 27: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder

Chromatin territories:

Segregation vs interpenetration?

Page 28: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder

Small scale organization of chromatin

30 nm fiber

nucleosomes

Nucleosome chain– 147bp DNA wrapped around histone octamer

with 50 bp linker

Histone octamer: cylinder of r=3.5nm and h=6nm

Very dilute!

Page 29: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 30: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 31: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 32: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 33: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 34: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 35: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 36: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 37: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 38: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 39: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 40: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 41: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 42: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 43: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 44: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 45: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 46: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 47: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 48: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 49: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 50: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 51: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 52: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 53: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 54: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 55: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 56: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 57: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 58: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 59: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 60: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 61: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 62: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 63: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 64: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 65: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 66: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 67: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 68: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 69: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 70: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 71: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 72: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 73: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 74: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 75: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 76: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 77: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 78: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 79: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 80: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 81: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 82: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 83: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 84: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 85: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 86: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 87: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 88: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 89: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 90: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 91: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 92: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 93: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder
Page 94: Introduction to Physical Biology: Models and Numbersboulderschool.yale.edu/sites/default/files/files... · 2019-12-18 · Introduction to Physical Biology: Models and Numbers Boulder