dynamics of confined polymer in flow 陳彥龍 yeng-long chen...

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Dynamics of Confined Polymer in Flow 陳陳陳 Yeng-Long Chen ([email protected] ) Institute of Physics and Research Center for Applied Science Academia Sinica To understand and manipulate the structure and dynamics of biopolymers with statistical physics Fish schooling Blood flow

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Page 1: Dynamics of Confined Polymer in Flow 陳彥龍 Yeng-Long Chen (yenglong@phys.sinica.edu.tw)yenglong@phys.sinica.edu.tw Institute of Physics and Research Center

Dynamics of Confined Polymer in Flow

陳彥龍 Yeng-Long Chen

([email protected])

Institute of Physics and Research Center for Applied Science

Academia Sinica

To understand and manipulate the structure and

dynamics of biopolymers with statistical physics

Fish schooling Blood flow

Page 2: Dynamics of Confined Polymer in Flow 陳彥龍 Yeng-Long Chen (yenglong@phys.sinica.edu.tw)yenglong@phys.sinica.edu.tw Institute of Physics and Research Center

Micro- and Nano-scale Building Blocks

Nuclei are stained blue with DAPIActin filaments are labeled red with phalloidin Microtubules are marked green by an antibody

Endothelial Cell

F-Actin

DNA

Diameter: 7nm Persistence length : ~10 m

3.4 nm

Persistence length : ~ 50 nm

Rg

p

Page 3: Dynamics of Confined Polymer in Flow 陳彥龍 Yeng-Long Chen (yenglong@phys.sinica.edu.tw)yenglong@phys.sinica.edu.tw Institute of Physics and Research Center

Organ Printing

Mironov et al. (2003)

Boland et al. (2003)

Forgacs et al. (2000)

Organ printing and cell assembly

• Cells deposited into gel matrix fuse when they are in proximity

of each other

• Induce sufficient vascularization

• Embryonic tissues are viscoelastic

• Smallest features ~ O(mm)

Page 4: Dynamics of Confined Polymer in Flow 陳彥龍 Yeng-Long Chen (yenglong@phys.sinica.edu.tw)yenglong@phys.sinica.edu.tw Institute of Physics and Research Center

From Pancake to Tiramisu

Edible Paper

Moto restaurant

Chicago

Inkjet printer used as food processor

Food emulsions printed onto edible paper

Edible Menus

Not too far into the future :

“We had to go out for dinner because the printer ran out of ink!”

Page 5: Dynamics of Confined Polymer in Flow 陳彥龍 Yeng-Long Chen (yenglong@phys.sinica.edu.tw)yenglong@phys.sinica.edu.tw Institute of Physics and Research Center

• High throughput

• Low material cost

• High degree of parallelization

Advantages of microfluidic chips

Efficient device depends on controlled transport

Channel dimension ~ 10nm - 100 m

Fluid plug reactor from Cheng group, RCAS

Confining Macromolecules

Theory and simulations help us understand dynamics of macromolecules

Page 6: Dynamics of Confined Polymer in Flow 陳彥龍 Yeng-Long Chen (yenglong@phys.sinica.edu.tw)yenglong@phys.sinica.edu.tw Institute of Physics and Research Center

Multi-Scale Simulations of DNA

10 nm

2 nm

3.4 nm

1 nm

Atomistic

C-C bond length

100 nm

Persistence length ≈ 50nm

Nanochannels

Essential physics :

DNA flexibility

Solvent-DNA interaction

Entropic confinement

1F

2F

1F

2F

1F

2F

1F

2F

1 m 10 m

Radius of gyration

Coarse grainingMicrochannels

Multi-component systems : multiple scales for different components

Page 7: Dynamics of Confined Polymer in Flow 陳彥龍 Yeng-Long Chen (yenglong@phys.sinica.edu.tw)yenglong@phys.sinica.edu.tw Institute of Physics and Research Center

Molecular Dynamics

- Model atoms and molecules using

Newton’s law of motion

Monte Carlo

- Statistically samples energy and configuration

space of systems

Cellular Automata

- Complex pattern formation from simple computer instructions

Large particle in a granular flow

Polymer configuration sampling

Sierpinksi gasket

-If alive, dead in next step

-If only 1 living neighbor, alive

Our Methods

Page 8: Dynamics of Confined Polymer in Flow 陳彥龍 Yeng-Long Chen (yenglong@phys.sinica.edu.tw)yenglong@phys.sinica.edu.tw Institute of Physics and Research Center

Coarse-grained DNA Dynamics

DNA as Worm-like ChainL = 22 m

Ns = 10 springsNk,s = 19.8 Kuhns/spring

Marko and Siggia (1994)

2a

f S(t)

f ev(t) f W(t) -DNA 48.5 kbps

DNA is a worm-like chain

Model parameters are matched to TOTO-1 stained -DNA

Parameters matched in bulk are valid in confinement !

Expt

Chen et al., Macromolecules (2005)

Page 9: Dynamics of Confined Polymer in Flow 陳彥龍 Yeng-Long Chen (yenglong@phys.sinica.edu.tw)yenglong@phys.sinica.edu.tw Institute of Physics and Research Center

Brownian Dynamics

))(( xUUf fpf

dtm

tUdttRd

)()(

Explicit inclusion of solvent molecules on the micron scale is extremely computational expensive !!

solvent = lattice fluid (LBE)

How to treat solvent molecules ??

dtm

dttfdttUd

)()(

: particle friction coef.

v1

v2

v3

Brownian motion through fluctuation-dissipation

flucfricwallWLCev ffffff

)'()'(2)','(),( rrttTktrftrf Bflucfluc

Ladd, J. Fluid Mech (1994)

Ahlrichs & Dünweg, J. Chem. Phys. (1999)

Page 10: Dynamics of Confined Polymer in Flow 陳彥龍 Yeng-Long Chen (yenglong@phys.sinica.edu.tw)yenglong@phys.sinica.edu.tw Institute of Physics and Research Center

Hydrodynamic Interactions (HI)

Free space Wall correction

Particle motion perturbs and contributes to the overall velocity field

Stokes Flow

000W0s00 ),(),(v)(v),,(v frrrrrrfrr Ω

W

W2

v0

v0

ηp

Solved w/

Finite Element Method

For Different Channels

Force

z

Page 11: Dynamics of Confined Polymer in Flow 陳彥龍 Yeng-Long Chen (yenglong@phys.sinica.edu.tw)yenglong@phys.sinica.edu.tw Institute of Physics and Research Center

velocityfluid.max

velocityDNAavg.fR

)2//(max Hv

Sugarman & Prud’homme (1988)

25 m

Detection points at 25 cm and 200 cm

detector

-DNA in microcapillary flow

Parabolic Flow

DNA Separation in Microcapillary

Longer DNA higher velocity

Chen et al.(2005)

40m

T2 DNA after 100 s oscillatory Poiseuille flow

relaxWe

Page 12: Dynamics of Confined Polymer in Flow 陳彥龍 Yeng-Long Chen (yenglong@phys.sinica.edu.tw)yenglong@phys.sinica.edu.tw Institute of Physics and Research Center

v

h

V(y,z)

Dilute DNA in Microfluidic Fluid Flow

Chain migration to increase as We increases

-DNA Nc=50, cp/cp*=0.02

We=( relax)

eff = vmax / (H/2)

Page 13: Dynamics of Confined Polymer in Flow 陳彥龍 Yeng-Long Chen (yenglong@phys.sinica.edu.tw)yenglong@phys.sinica.edu.tw Institute of Physics and Research Center

Non-dilute DNA in Lattice Fluid Flow

Lattice Size = 40 X 20 X 40, corresponding to 20 x 10 x 20 m3 box

As the DNA concentration increases, the chain

migration effect decreases

Nc=50, 200, 400

H = 10 m

We=100 Re=0.14

Ld

40m

Page 14: Dynamics of Confined Polymer in Flow 陳彥龍 Yeng-Long Chen (yenglong@phys.sinica.edu.tw)yenglong@phys.sinica.edu.tw Institute of Physics and Research Center

oThot

oTcold

Particle Current

Soret Coefficient

y

TccD

y

cDJ Ty

)1(

y

yT

yc

ccD

DS T

T

/

/

)1(

1

Migration of a species due to temperature gradient

Mass Diffusion Thermal Diffusion

Thermal-induced DNA Migration

Thermal fractionation has been used to separate molecules

Page 15: Dynamics of Confined Polymer in Flow 陳彥龍 Yeng-Long Chen (yenglong@phys.sinica.edu.tw)yenglong@phys.sinica.edu.tw Institute of Physics and Research Center

Many factors contribute to thermal diffusivity –

a “clean” measurement difficult

Wiegand, J. Phys. Condens. Matter (2004)

Hydrodynamic interactions

Page 16: Dynamics of Confined Polymer in Flow 陳彥龍 Yeng-Long Chen (yenglong@phys.sinica.edu.tw)yenglong@phys.sinica.edu.tw Institute of Physics and Research Center

Experimental Observations

Colloid Particle size

DT ↑ as R ↑ (Braun et al. 2006)

DT ↓ as R ↑ (Giddings et al. 2003, Schimpf et al., 1997)

Factors that affect DT:

Solvent quality :

DT changes sign with good/poor solvent (Wiegand et al. 2003)

DT changes sign with solvent thermal expansion coef.

Polymer molecular weight

DT ~ N0 (Schimpf & Giddings, 1989, Braun et al. 2005, Köhler et al., 2002, …)

DT ↓ as N ↑ (Braun et al. 2007)

Electrostatics ?

Page 17: Dynamics of Confined Polymer in Flow 陳彥龍 Yeng-Long Chen (yenglong@phys.sinica.edu.tw)yenglong@phys.sinica.edu.tw Institute of Physics and Research Center

Thermally Driven Migration in LBE

2 4 6 8 100y, m

g(y)

T=2

ThotTcold

T=0

T=10

T(y)=temperature at height y )'()'()(2)','(),( rrttyTktrftrf Bflucfluc

TH TC

Thermal migration is predicted with a simple model)(

)/ln(

0

0

TT

cc

D

DT

Page 18: Dynamics of Confined Polymer in Flow 陳彥龍 Yeng-Long Chen (yenglong@phys.sinica.edu.tw)yenglong@phys.sinica.edu.tw Institute of Physics and Research Center

Thermal Diffusion Coefficient

D(m2/s) DT (x 0.1 m2/s/K)

Duhr et al. (2005)

(27bp & 48.5 kbp)1 (48.5 kbp) 4

67.9 kbp DNA 0.82 4.1±0.6

48.5 kbp DNA 1 4.0±0.6

19.4 kbp DNA 1.7 4.6 ±0.6

Simple model appears to quantitatively predict DT

DT is independent of N – agrees with several expt’s

What’s the origin of this ?

Page 19: Dynamics of Confined Polymer in Flow 陳彥龍 Yeng-Long Chen (yenglong@phys.sinica.edu.tw)yenglong@phys.sinica.edu.tw Institute of Physics and Research Center

Fluid Stress Near Particles

Thot Tcold

T=4

T=0

T=2

T=7

Dissipation of Y-dependent fluctuations leads to a hydrodynamic stress in Y

))(( xUUf fpf

Momentum is exchanged between monomer and fluid

through friction

Page 20: Dynamics of Confined Polymer in Flow 陳彥龍 Yeng-Long Chen (yenglong@phys.sinica.edu.tw)yenglong@phys.sinica.edu.tw Institute of Physics and Research Center

Particle Thermal Diffusion Coefficient

Diameter

(m)

D

(m2/s)

DT (m2/K/s)

dT/dy=0.2K/m

DT (m2/K/s)

dT/dy=0.4K/m

0.0385 5.6 2.3±0.4 2.1±0.3

0.0770 2.8 1.1±0.2 1.12±0.05

0.1540 1.4 0.60±0.04 0.59±0.01

DT decreases with particle size 1/R

– agrees with thermal fractionation device experiments

DT independent of temperature gradient

(Many) Other factors still to include …

Page 21: Dynamics of Confined Polymer in Flow 陳彥龍 Yeng-Long Chen (yenglong@phys.sinica.edu.tw)yenglong@phys.sinica.edu.tw Institute of Physics and Research Center

Thermal and Shear-induced DNA Migration

y/H0 0.4 0.8

g(y)

1.0

1.6

0.2

T=4

y/H0 0.4 0.80.2 0.6 1.0

1.0

2.0),(

),,(

yg

TygTH TC

Thermal gradient can modify the shear-induced migration profile

Thermal diffusion occurs independent of shear-induced migration

40m

)(

)/ln(

CH

CHT

TTD

D

As N ↑, D ↓, ST↑

stronger shift in g(y) for larger polymers

T=4

Page 22: Dynamics of Confined Polymer in Flow 陳彥龍 Yeng-Long Chen (yenglong@phys.sinica.edu.tw)yenglong@phys.sinica.edu.tw Institute of Physics and Research Center

Summary and Future Directions

• Shear and thermal gradient can be used to control the position of DNA in the microchannel and their average velocity

• Shear and thermal driving forces for manipulating DNA appear to have weak or no coupling => two independent control methods.

• Inclusion of counterions and electrostatics will make things more complicated and interesting.

f ev(t)

f r(t)

f vib(t)

f bend(t) ~2nm

σmHow “solid” should the polymer be when it starts acting as a particle ?

As we move to nano-scale channels, what is the valid model?

How close are we from modeling blood vessels ?

Page 23: Dynamics of Confined Polymer in Flow 陳彥龍 Yeng-Long Chen (yenglong@phys.sinica.edu.tw)yenglong@phys.sinica.edu.tw Institute of Physics and Research Center

The Lattice Boltzmann Method

Replace continuum fluid with discrete fluid positions xi and discrete velocity ci

collt dt

dnnvn

ni(r,v,t) = fluid velocity distribution function

Hydrodynamic fields are moments of the velocity distribution function

Boltzmann eqn.

)],([),(),( trtrntttcrn iiii n

)()],([ eqj

jjiji nnLtr n

Lij = local collision operator

=1/ in the simplest approx.

3D, 19-vector model

Fluid particle collisions relaxes fluid to equilibrium

Ladd, J. Fluid Mech (1994)

Ahlrichs & Dünweg, J. Chem. Phys. (1999)