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Structures induced from polymer- membrane interactions: Monte Carlo simulations How much can we torture the axisymmetric bending-energy model? Jeff Z. Y. Chen ( 陈陈陈 ) Department of Physics & Astronomy University of Waterloo, CANADA

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Page 1: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

Structures induced from polymer-membrane interactions: Monte Carlo simulations

How much can we torture the axisymmetric bending-energy model?

Jeff Z. Y. Chen (陈征宇 )Department of Physics & Astronomy University of Waterloo, CANADA

Page 2: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

04/21/23

Monte Carlo Hamiltonian “dynamics” method

Multi-var min Simulated MC Annealing

Page 3: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

04/21/23

+

?

Polymer physics Membrane physics

Entropy-dominate Energy-dominate

Page 4: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

Polymer confined in a cylinder

de Gennes’ scaling theory…

Membrane confinement: any DRASTIC conformational change?

Polymer adsorption to a flat surface

Second-order transition; relationship with quantum physics formalism, etc.

or

Strong adsorption: any DRASTIC conformational change?

Page 5: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

Membrane confinement: any DRASTIC conformational change?

Page 6: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

04/21/23

Swollen-to-globular transition of a self-avoiding polymer confined in a soft tube

lipid bilayer Experiments: membrane tubes

Borghi, Rossier and Brochard-Wyart, Europhys Lett 64, 837 (2003)

Tokarz, etc, PNAS 102, 9127 (2005)

Borghi, Kremer, Askvic and Brochard-Wyart, Europhys Lett 75, 666 (2006)

Soft tube

Page 7: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

04/21/23

DNA in a soft tube

Michal Tokarz, Bjorn Akerman, Jessica Olofsson, Jean-Francois Joanny, Paul Dommersnes, and Owe Orwar, PNAS 102, 9127 (2005).

case 1: fluorescence light intensity = constant case 2: fluorescence light intensity ~ DNA length

Page 8: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

F(poly) ~ N4/3

F(mem)~0

F(poly) ~ N /R2/3

Swollen(elongated)

“Snake eating a swollen sausage (Brochard-Wyart et al, 2005)”

Globular

R2 = /2

Page 9: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

F(poly) ~ weaker N dependence

F(mem) ~ R2

F(poly) ~ N4/3

Swollen state

L

Globular state

Page 10: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

04/21/23

Swollen to globular transition by Brochard-Wyart, Tanaka, Borghi and de Gennes, Langmuir (2005)

N

Page 11: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

04/21/23

Energy model: Helfrich model for a fluid membrane

Geometrical:

area: A

principal curvatures: 1/r1 and 1/r2

Physical parameters

surface tension:

bending energy:

Helfrich energy = A [ + (/2) (1/r1+1/r2)2 ]

In the following, the sontaneous curvature and Gaussian curvature are ignored

Page 12: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

04/21/23

Helfrich energy = A [ + (/2) (1/r1+1/r2)2 ]

a

Page 13: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

04/21/23

Energy model: Helfrich model for a perfect cylinder

Helfrich energy = A [ + (/2) (1/r1+1/r2)2 ]

1/r1= 1/R

1/r2 =0

E = 2LR [ + /(2R2)]

Minimization: dE/dR = 0Equilibrium: R0

2 = /2

2R

Page 14: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

Derenyi, Julicher and Prost, PRL 88, 238101 (2002)

Smith, Sackmann, and Seifert, PRL 92, 208101 (2004)

Chen, PRE, in press (2012)

Page 15: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

04/21/23

Monte Carlo simulation of a self-avoiding chain

Step k

Step k+1

Basic parameters

Bond length a

Total no. of monomers: N

Excluded-volume diameter: D(=a)

…… entropic effects can be easily modeled

Page 16: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

04/21/23

Lipid bilayer MC models

All-atom model

Coarse grained

Elastic sheet

Page 17: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

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Monte Carlo simulation by Avramova and Milchev

Avramova and Milchev,J. Chem. Phys. 124, 024909 (2006)

Tube = 3D mesh system

“Expensive” in modeling the tube (a M*M problem; M=number of nodes)

Relatively small N (<400)

No observations of the structural transition

Page 18: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

04/21/23

Write down the Helfrich energy directly

Exploit the built-in symmetry of the problem

The globular state does exist

Monte Carlo simulation of an axi-symmetric tube…

J. Z. Y. Chen, PRL 98, 088302 (2007)

Page 19: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

04/21/23

Helfrich energy for a soft tube

Radius: Ri-1 Ri Ri+1

Geometrical:

area: A(Ri-1,Ri,Ri+1)

inverse curvatures: r1 (Ri-1,Ri,Ri+1) r2 (Ri-1,Ri,Ri+1)

Ei

= A [ + (/2) (1/r1+1/r2)2 ]= function of Ri-1,Ri,Ri+1 with two

physical parameters and

E = Eii=1

M

Page 20: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

04/21/23

Parameters in the model

N, a (polymer) (membrane) (inverse temperature introduced in Monte Carlo )

Reduced Parameters in the model

N (polymer) a2

(we FIX )

Page 21: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

04/21/23 KITPC 2009

Equilibrium: R0

2 = /2

Increase

Page 22: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

04/21/23 KITPC 2009 22/47

N=400

N=1200

L = N R -2/3

Power law for the extension in the swollen state

Swollen-to-globular transition point

Page 23: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

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Phase diagram

Globular

Swollen

Page 24: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

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Other related problems

Page 25: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

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Electrophoretic transport --- charge effects? velocity ~ V curve? More direct observation of theoretical predictions?

More-than-one polymers confined?

S. Jun & B. Mulder, PNAS 103, 12388(06)

Page 26: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

Polymer on a hard/soft surface (MC)

N

u

a2

=20

Page 27: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

Gaussian chain: the theory is a Schrodinger eigenvalue problem of potential well! Density is *!; Free energy is the eigenvalue [De Gennes, 1993]

Self-avioding chain: Second-order phase transition, 1/N finite-size effects in MC… [Lai, PRE 49, 5420 (1994); Metzger, Macromol. Theo. Simul. 11, 985 (2002)…]

u

Page 28: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

Tethered polymer

Lipowsky, et al. Physica A 249, 536 (1998)

Auth and Gompper, PRE 72, 031904 (2005)

Breidenich, Netz, and Lipowsky, EPL 49, 431 (2000)

M. Laradji, JCP 121, 1591 (2004).

Page 29: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

Polymer adsorption

Rodgornik, EPL 21, 245 (1993)

Lipowsky, et al. Physica A 249, 536 (1998)

Kim and Sung, PRE 63, 041910 (2001)

Chen, PRE, 82, 06080 (2010)

Page 30: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

MC simulations

Modeling the shape of potential well.

Keep the polymer’s center of mass on the axis.

Properly account for the weight of different concentric “rings” and move them correctly.

Chen, PRE, 82, 06080 (2010)

Page 31: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

Transition 1: adsorption transition

Membrane always bend towards the polymer;

First-order characteristics: stronger as N and membrane becomes soft.

Page 32: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

Adsorption fraction at the transition

Central membrane height

Page 33: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

First-order characteristics: transition takes place as the adhesion energy increases;

The transition is entropy-driven;

A tube is extracted from the surface.

Larger u, longer the tube.

R||

Beyond adsorption:

u R||

Entropy suffers!

Transition 2: ads-tube transition

Page 34: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

First-order characteristics: transition takes place as the adhesion energy further increases;

The transition is a result of a balance between entropy and energy;

The bud is almost spherical

Transition 3: budding transition

Page 35: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

Phase diagram

Page 36: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

Simple adsorption model: 3 transitions.

Budding and tube-formation can occur in a simple model

Analytic theory?

Page 37: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

Polymer confined by a membrane

Experiment: Hisette et al, Soft Matter 4, 828 (2008)

… “pushed” a GUV on sparsely grafted DNA molecules.

Theoretical model: Thalman, Billot, Marques, PRE 83, 061922 (2011)

Monte Carlo: Su and Chen, (2012)

GUV

Page 38: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

04/21/23

Polymer confined by a membrane

Page 39: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

04/21/23 39/47

Polymer confined by a membrane

Ads

orpt

ion

ener

gy/u

nit

area

a2=1

Page 40: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

04/21/23 40/47

Other related problems

Page 41: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

04/21/23

Thalman, Billot, Marques, PRE 83, 061922 (2011)

Su and Chen (2012)

Balloon bulge…

Page 42: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

Trade-off between the membrane’s energy and the polymer’s entropy (excluded volume).

Induced structural transitions (usually first order).

The need of more serious scaling theory/self-consistent field theory.

Short summary

Page 43: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

Structure induced by the interaction between a hard particle and a membrane via a contact attraction energy per unit area: w

R

wR2

R2(or the reduced volume)

E(total) = Emembrane – w Acontact

Page 44: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

Seifert and Lipowsky, PRA 42, 4769 (1990)

Deserno, PRE 69, 031903 (2004)

Page 45: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

Hamiltonian “dynamics”

Shooting may be needed for boundary conditions

Typical numerical approach

Page 46: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

04/21/23 46

Adsorption of two colloid particles on a soft membrane

Page 47: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

04/21/23 Chen et al, PRL 2009

Page 48: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

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Energy model: Helfrich energy

Analytic approach: fluctuations of the membrane are ignored

The energy is minimized with respect to and (s)

Constraint governing the variables r(s) and (s):

Page 49: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

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Phase diagram

Page 50: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

04/21/23

Two spheres

=

+

Page 51: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

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Internal part

Handling the BC carefully…

Page 52: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

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Phase diagram: one sphere Phase diagram: two spheres

Page 53: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

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D adjustable

A

B

Page 54: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

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Adsorption of colloid spheres on a soft membrane

After the adsorption, is there an membrane induced capillary force between the particles? Attraction? Repulsion?

3D: M. Muller, M. Deserno and J. Guven, PRE (2007);

Reynwar and Deserno, Soft Satter (2011)

Reynwar et al. Nature 447, 461 (2007)

Page 55: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

04/21/23

Rigid cylinder adhered to a soft tube

Mkrtchyan and Chen, PRE 81, 041906 (2010)

Page 56: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

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Rigid cylinder adhered to a soft tube

Page 57: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

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Page 58: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

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Deserno and GelbartJPC B106, 5543 (2002)

J. Bernoit and Saxena, PRE 76, 041912 (2007)

W. T. Gozdz, Langmuir 23, 5665 (2007)

A sphere adsorbed on a vesicle

Page 59: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

A sphere adsorbed on a vesicle

Parameters

Constraints V and A

Introduce P and

Convert back to V and A

Page 60: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

A sphere adsorbed on a vesicle (v=0.6)

Cao, Wei, and Chen, PRE 84, 050901 (2011)

Oblate

stomatocyte

prolate

Page 61: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

A sphere adsorbed on a vesicle

Non-axisymmetric solution is needed…

Other v?

Page 62: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

Continuous adsorption transition.

First-order transitions between shallow and deep membrane wrapping.

Non-axisymmetric solution: open

Short summary

Page 63: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

Derenyi, Julicher and Prost, PRL 88, 238101 (2002)

Smith, Sackmann, and Seifert, PRL 92, 208101 (2004)

Pulling a vesicle at the north/south poles with a force

Parameters:

Done in the [v, Z]-ensemble (a constraint), not [v, F]-ensemble.

from flat surface

very strong pulling limit

Page 64: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

Numerical method

Independent variables r(s), (s), S.

Specified parameters: v, Z, V, A

Target energy

Multi-variable minimization problem (BFGS)

Chen, PRE, inpress

Page 65: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

Moving from [v, Z] ensemble to [v, F] ensemble

Stabilization of a structure is determined from the Gibbs energy

G(v, F) = Eb – F Z

Page 66: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

v=0.95

Bozic, Svetina, Zeks, PRE 55, 5834 (1997); Fygenson, Marko, Libchaber, PRL 79, 4497 (1997)

Heinrich et al, Biophys J 76, 2056 (1999)Chen, PRE, in press (2012).

XFirst-order

transition

Page 67: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

Experimental…

Shitamichi, Ichikawa, and Kimura, CPL 479, 274 (2009)

Page 68: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

Force-extension curve

Shitamichi, Ichikawa, and Kimura, CPL 479, 274 (2009)

Koster et al, PRL, 94, 068101 (2005)

distance

Page 69: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

Phase diagram Chen, PRE, in press (2012)

Page 70: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

Strong-F regionSmith, Sackmann, and Seifert, PRL 92, 208101 (2004)

Chen, PRE, in press (2012)

Page 71: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

Pipette aspiration

Parameters

Analysis can be done in the ensemble,

which is then converted to the ensemble

Page 72: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

Theoretical workDas, PRE 82, 021908 (2010)

Page 73: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

Direct bending energy minimization

Use a target energy directly

Move the shape by the MC algorithm.

Simulated annealing: T goes to ~ 0

Page 74: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

a/r0=3/8

Page 75: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

a/r0=3/8

Comparison with the van der Waals equation of state for gas-liquid transition. First-order transition: binodal

Stability limits: spinodal

The stability limits were called “critical aspiration pressure” and releasing aspiration pressure” in experiments [e.g., Tian, PRL 98, 208102 (2007)]

Page 76: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

Free-weak aspiration:   continuous transition.

Strong first-order transitions between weak and strong aspired states.

Non-axisymmetric solution: open

Combined aspiration/point-force stretching: open

Add the effects of inner/outer surface difference (Bozic 1997 , Heinrich 1999): open

Going for the higher-order bending energy terms?

Short summary

Page 77: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

04/21/23

ACKNOWLEDGMENT

Yu-cheng Su (Waterloo, Canada) Sergey Mkrtchyan (Waterloo , Canada) Christopher Ing (Waterloo , Canada)

Yuan Liu (USTC ,中科大 ) H.J. Liang (USTC ,中科大 )

Siqin Cao (Fudan ,复旦 ) Guanghong Wei (Fudan , 复旦 )

NSERC SHARCNET

Page 78: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

04/21/23

Page 79: Structures induced from polymer- membrane interactions: Monte Carlo simulations  How much can we torture the axisymmetric bending-energy model? Jeff

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Thank you!

谢谢 

79/47

www.science.uwaterloo.ca/~jeffchen