| Coupling Field Theory with Mesoscopic Dynamical Simulations of Multicomponent Lipid Bilayers Biophysical Journal, Volume 87, Issue 5, 1 November 2004, Pages 3242-3263 J. Liam McWhirter, Gary Ayton and Gregory A. Voth Abstract A method for simulating a two-component lipid bilayer membrane in the mesoscopic regime is presented. The membrane is modeled as an elastic network of bonded points; the spring constants of these bonds are parameterized by the microscopic bulk modulus estimated from earlier atomistic nonequilibrium molecular dynamics simulations for several bilayer mixtures of DMPC and cholesterol. The modulus depends on the composition of a point in the elastic membrane model. The dynamics of the composition field is governed by the Cahn-Hilliard equation where a free energy functional models the coupling between the composition and curvature fields. The strength of the bonds in the elastic network are then modulated noting local changes in the composition and using a fit to the nonequilibrium molecular dynamics simulation data. Estimates for the magnitude and sign of the coupling parameter in the free energy model are made treating the bending modulus as a function of composition. A procedure for assigning the remaining parameters in the free energy model is also outlined. It is found that the square of the mean curvature averaged over the entire simulation box is enhanced if the strength of the bonds in the elastic network are modulated in response to local changes in the composition field. We suggest that this simulation method could also be used to determine if phase coexistence affects the stress response of the membrane to uniform dilations in area. This response, measured in the mesoscopic regime, is already known to be conditioned or renormalized by thermal undulations. Abstract | Full Text | PDF (556 kb) |
| Azimuthal Frustration and Bundling in Columnar DNA Aggregates Biophysical Journal, Volume 84, Issue 6, 1 June 2003, Pages 3607-3623 H.M. Harreis, C.N. Likos and H. Löwen Abstract The interaction between two stiff parallel DNA molecules is discussed using linear Debye-Hückel screening theory with and without inclusion of the dielectric discontinuity at the DNA surface, taking into account the helical symmetry of DNA. The pair potential furthermore includes the amount and distribution of counterions adsorbed on the DNA surface. The interaction does not only depend on the interaxial separation of two DNA molecules, but also on their azimuthal orientation. The optimal mutual azimuthal angle is a function of the DNA-DNA interaxial separation, which leads to azimuthal frustrations in an aggregate. On the basis of the pair potential, the positional and orientational order in columnar B-DNA assemblies in solution is investigated. Phase diagrams are calculated using lattice sums supplemented with the entropic contributions of the counterions in solution. A variety of positionally and azimuthally ordered phases and bundling transitions is predicted, which strongly depend on the counterion adsorption patterns. Abstract | Full Text | PDF (474 kb) |
| The Kinetics of Phase Separation in Asymmetric Membranes Biophysical Journal, Volume 88, Issue 6, 1 June 2005, Pages 4072-4083 Elizabeth J. Wallace, Nigel M. Hooper and Peter D. Olmsted Abstract Phase separation in a model asymmetric membrane is studied using Monte Carlo techniques. The membrane comprises two species of particles, which mimic different lipids in lipid bilayers and separately possess either zero or non-zero spontaneous curvatures. We study the influence of phase separation on membrane shape and the influence of the coupling of composition and height dynamics on phase separation and domain growth, via both the degree of shape asymmetry and relative kinetic coefficients for height relaxation. Abstract | Full Text | PDF (219 kb) |
Copyright © 2008 The Biophysical Society. All rights reserved.
Biophysical Journal, Volume 94, Issue 3, 869-877, 1 February 2008
doi:10.1529/biophysj.107.116251
Membranes
G. Garbès Putzel and M. Schick
, 
Department of Physics, University of Washington, Seattle, Washington
Address reprint requests to Michael Schick, Tel.: 206-543-9948.There has been great interest in the idea that the lipids in the plasma membrane are not uniformly distributed, but rather that saturated lipids, such as sphingomyelin, aggregate with cholesterol in “rafts” that float in a sea of unsaturated lipids. It was first thought that such rafts served as platforms for signaling proteins 1; later they were implicated in a host of other processes. The hypothesis remains controversial, as discussed in recent reviews 2,3,4,5,6. One puzzling feature which must be understood is that artificial membranes whose composition mimics that of the outer leaf of the plasma membrane, rich in sphingomyelin, phosphatidylcholines, and cholesterol, readily show phase-separation into saturated-lipid-rich and saturated-lipid-poor domains 7,8,9,10,11. However, those whose composition mimics that of the inner leaf of the plasma membrane, where most of the phosphatidylethanolamine and phosphatidylserine is found in addition to cholesterol, do not exhibit such phase separation 12,13. The two leaves of the plasma membrane are almost certainly coupled in some way, either by the interdigitation of hydrocarbon tails or the rapid exchange of cholesterol 14,15,16. As a consequence, it has been hypothesized that domain formation in one leaf induces domain formation in the other 13,17,18. In fact, it is relatively easy to show that in such a coupled system, the onset of more ordered domains in one leaf must induce more ordered domains in the other 19. However, the degree of the increase in order in the two leaves depends on their composition, and need not be the same at all. Clearly visible domains have been induced in one leaf of an asymmetric bilayer by the presence of such domains in the other 13,20. But when the composition of one leaf is significantly altered, a bilayer can be observed to have visible domains in one leaf, but not the other 12,20. Clearly visible domains in both leaves can be brought about by changing either the components of the less-ordered leaf 13 or the relative composition of the same components of that leaf 20. Even when the domains are clearly visible in only one leaf, however, the concentration of ordered lipids in the other leaf is predicted 19 to be enhanced over what it would have been in the absence of coupling.
To clarify the nature of the phases of the bilayer, we have solved a simple phenomenological model of coupled leaves, one which is simpler than that considered earlier 19. When the coupling is weak, the model can be solved analytically; when the coupling is stronger, the model is solved numerically. We focus particularly on the situation in which one leaf, labeled the outer leaf, can undergo liquid-liquid phase separation when it is uncoupled from the other, inner, leaf. Two cases are considered.
In the first case, the inner leaf is such that it, too, can undergo phase separation even when uncoupled from the other leaf. We find that the bilayer can exist in four different phases. Two of them are characterized by an outer leaf rich in ordering lipids; in one it is paired with an inner leaf also rich in ordering lipids, while in the other it is paired with an inner leaf which is poor in them. In the other two phases, the outer leaf is poor in ordering lipids and is either paired with an inner leaf which is also poor in them, or is rich in them.
In the second case, the inner leaf does not, at the temperature of interest, undergo phase separation when uncoupled from the outer leaf. We find that for weak coupling, the bilayer exists in only one of two phases. In one, the outer leaf is rich in ordering lipids while the inner leaf is somewhat richer in them than when it was uncoupled from the outer leaf. In the other phase, the outer leaf is poor in ordering lipids while the inner leaf is somewhat poorer in them than when uncoupled. As the coupling increases, we find that small changes in the composition in the outer leaf can have large effects on the composition of the inner leaf. At sufficiently large coupling, a phase transition occurs and the bilayer now can exist in four phases, just as in the first case considered. Again, an outer leaf rich in ordering lipids can be paired with an inner leaf which is either richer or poorer in them, and similarly for an outer leaf poor in ordering lipids. The fact that separation in one leaf can induce separation in another which, by itself, would not separate, has been observed in experiment 20.
In the process of obtaining these results, we also make some general remarks by way of deriving the Gibbs Phase Rule for the bilayer system of coupled leaves.
A bilayer is very much like the elementary system described in texts on thermodynamics, such as the excellent book of Callen 21, in which a wall, adiabatic and impermeable to matter, separates two closed systems. One asks about the equilibrium state of the system as the properties of the wall are changed; e.g., as the adiabatic coating is removed from the wall, so that energy can flow between the two systems, or as the wall is made permeable to some components, so that matter can flow between them, etc. In the bilayer, the two systems are the inner and outer leaves, and energy certainly flows between them, but few of the lipid components do, at least over timescales relevant to experiment. In contrast, cholesterol is one component that is exchanged freely between the two leaves 14,15,16. Thus the bilayer is like two systems separated by a membrane permeable to only some of the molecular species. Let the number of molecules of component k which are confined to the inner leaf be denoted by Ni,k,
the number of molecules of component l which are confined to the outer leaf by No,l,
and the number of molecules of component m which can be exchanged freely between leaves as Nx,m,
Note that a particular molecular species, say palmitoyl-oleoyl-phosphatidylcholine, can be present in both leaves and not undergo significant interchange between them. In this case, this one species would contribute both to the number of components
confined to the inner leaf and to the number
confined to the outer leaf.
The internal energy of the system, U(S, Ni,k, No,l, Nx,m, A) can be written
![]() | (1) |
![]() | (2) |
Differentiating Eq. (1) and comparing with the above differential, we obtain the Gibbs-Duhem equation
![]() | (3) |
![]() | (4) |
![]() | (5) |
components can interchange freely within the inner leaf between phases, the
components can interchange freely in the outer leaf between phases, the
components can exchange freely within and across leaves between phases, and heat can be exchanged. To do so, it is natural to make a Legendre transform to the thermodynamic potential γ(T, μi,k, μo,l, μx,m),![]() | (6) |
It is now straightforward to derive the Gibbs Phase Rule for the bilayer. Suppose that there are
phases in coexistence. The chemical potentials of all components, those confined to either leaf as well as those which are exchanged between leaves, must be the same in all phases. These conditions provide
equations. Furthermore, phase coexistence comes about when the thermodynamic potential, γ, the surface tension, takes the same value in each phase. This provides another
equation, so that there are, in all,
equations of coexistence. The unknowns are the values of the areal densities, n, of all components in each phase, and the temperature of the system at coexistence. Thus, there are
unknowns. That the number of unknowns must be greater than, or equal to, the number of equations yields the phase rule
![]() | (7) |
If the surface tension of the system is specified, however, either because the area of the system is free to adjust itself to minimize the free energy so that the tension vanishes, or because the tension is externally controlled, then this provides one additional equation so that in this case
![]() | (8) |
In a ternary system in which one component is cholesterol, which is free to exchange between leaves, and the other two are lipids confined to the leaves,
and there can exist up to six independent phases in a bilayer whose area is free to vary so that its surface tension vanishes.
In the simple model we will employ below, the compositional state of each leaf is characterized by a single number, an order parameter representing the difference between “ordered” components like saturated lipids and cholesterol, and “disordered” components, like the unsaturated lipids. Thus, in our model,
so that
if the surface tension is not specified, as it was not in Allender and Schick 19, and
if it is. In the latter case, a triple point is constrained to occur at a single temperature only. This illustrates one reason for a membrane to evolve to have multiple lipid components; it is not that the additional components permit the membrane to exist in additional phases. After all, membranes are known to display only a handful of distinct thermodynamic phases. Rather the presence of additional distinct components gives the membrane many additional degrees of freedom which can be manipulated to bring itself into one of the few useful phases.
The description of the system can be simplified by characterizing each leaf by a single order parameter only. To see what this approximation entails, we consider a particular system, one in which each leaf contains a saturated (s) and an unsaturated (u) lipid which are not free to exchange between leaves, and cholesterol (c) which is free to exchange. In this case there are five independent areal densities: ni,1≡ni,s, ni,2≡ni,u, no,1≡no,s, no,2≡no,u, and nx,1≡nx,c. It is convenient to introduce five independent linear combinations of these densities
![]() |
![]() |
![]() |
![]() |
![]() |
![]() | (9) |
![]() | (10) |
![]() | (11) |
![]() | (12) |
![]() |
![]() | (14) |
![]() | (15) |
To make further progress, we now consider a particular form of the Helmholtz free energy per unit area of the bilayer, f(T, x, y), a Landau expansion of it, which is
![]() | (16) |
At the coexistence of two phases, one has the condition of the equality in both phases of the chemical potential in the inner leaf, μi≡∂f(T, x, y)/∂x, of the chemical potential in the outer leaf, μo≡∂f(T, x, y)/∂y, and of the surface tension γ(T, x, y)≡f – μix – μoy:
![]() | (17) |
![]() | (18) |
![]() | (19) |
![]() | (20) |
![]() | (21) |
![]() | (22) |
The assumption that each leaf, when uncoupled from the other, can undergo phase-separation implies that the temperature is such that ci(T)<0 and co(T)<0. It is useful to obtain first the solutions of the equations of coexistence when the leaves are uncoupled (i.e., α=0). These solutions are immediate. The coexisting values of x and y are
![]() | (23) |
![]() | (24) |

There are four possible phases which can coexist. Each phase is characterized by the values taken by the order parameters in each leaf:
which we denote (R,R′), the R for “rich” in ordering lipids;
which we denote (P,P′), the P for “poor” in ordering lipids;
which we denote (P,R′); and
which we denote (R,P′).We now assume that the coupling is weak, and expand the order parameters x and y about the values they take when the leaves are uncoupled, denoted X and Y, where X either takes the value
or
depending upon which phase is being described, and similarly Y either takes the value
or
We write
![]() | (25) |
![]() | (26) |
![]() | (27) |
![]() | (28) |
![]() | (29) |
For example, let us consider coexistence between phase 1, (R, R′), for which
and phase 2, (P, P′) for which
and
With the approximate functions of Eqs. (27), the equations of coexistence become
![]() | (30) |
![]() | (31) |
![]() | (32) |
![]() | (33) |
![]() | (34) |
![]() | (35) |
![]() | (36) |
![]() | (37) |
![]() | (38) |
![]() | (39) |
![]() | (40) |
![]() | (41) |
![]() | (42) |
Proceeding in a similar fashion, we obtain the phase boundaries and tie lines between other phases. We find that the three phase boundaries meet at a triple point located at
![]() | (43) |
By symmetry, there is another triple point at![]() | (44) |
In Figure 1a, we show a phase diagram in the x, y, plane for the case of identical leaves, r=1, and for weak coupling β=1/2. The dimensionless areal densities
and
are plotted. The tie lines are those of the coupled system, and were obtained by numerical solution of the equations of coexistence. They agree very well with those of the weak-coupling theory given above. They end, by definition, on the binodals shown by the solid lines. The two regions of three-phase coexistence are clear. The dot-dashed lines show the binodals of the uncoupled system, one in which the tie lines are strictly horizontal or vertical. The square represents four-phase coexistence of the uncoupled system which, due to the coupling, breaks into the two three-phase coexistence regions joined by a region of two-phase coexistence.
and that of the inner leaf, x, is shown in units of
The tie lines end on the binodals of the coupled system shown with solid lines. The dashed-dotted lines denote the binodals of the uncoupled system. There are four possible phases of the bilayer; one in which the order parameters in both leaves are positive, (R,R′), one in which they are both negative, (P,P′), and two phases in which the order parameter in one leaf is positive while that in the other leaf is negative. Note that the region of four-phase coexistence in the uncoupled system breaks into two regions of three-phase coexistence connected by a region of two-phase coexistence between (R,R′) and (P,P′). (b) Phase diagram in the x,y plane of the bilayer for r=1, and a stronger coupling β=3.0. The point AA represents the state of a bilayer which consists of coupled, identical, leaves such that the system is in the one-phase region (P,P′); BB represents a bilayer of coupled, identical, leaves of a different composition such that the system is well within the coexistence region between (R,R′) and (P,P′), while the bilayer CC is barely within this two-phase region. The point AB represents the result of making a bilayer with one leaf of A and the other of B. It is within the coexistence region. The point AC represents the result of making a bilayer with one leaf of A and the other of C. It is within the one-phase region (P,P′).For a system which is coupled strongly, the equations of coexistence must be solved numerically. The phase diagram for a system of identical leaves, r=1, and coupling β≡α/2|c0|=3.0 is shown in Figure 1b. There is little qualitative difference from that of the weak coupling case. The greater deviation of the tie lines from being strictly horizontal or vertical reflect the effect of the coupling.
This case, in which the outer leaf can undergo phase separation at biological temperatures while the inner leaf cannot, is the one that might be of biological relevance.
The phase diagram of the uncoupled system is simple and is shown in Figure 2a. There are two phases; one in which the outer leaf is rich in ordering lipids while the inner leaf is disordered, (d,R′), and the other in which the outer leaf is poor in ordering lipids and the inner leaf is disordered, (d,P′). There is phase coexistence in the outer leaf at a specific value of μo=0 irrespective of μi. In composition space, the order parameter of the outer leaf, y, takes the specific values
in the coexisting phases, irrespective of the order parameter in the inner leaf, x, which varies with the chemical potential μi. The tie lines are vertical and end on the binodals represented by solid lines. The dashed lines show the loci of the spinodals between which the system is unstable. They are given by the values of x and y which satisfy the equation
![]() | (45) |
![]() | (46) |
When the coupling between phases is turned on and treated as weak as before, one finds that the tie lines between the two phases are now given by
![]() | (47) |
![]() | (48) |
This tendency grows with increasing coupling until the osmotic compressibility diverges at a phase transition. Now the bilayer can, as in the case treated previously, exist in any of four phases: two with an outer leaf rich in ordering lipids paired either with an inner leaf richer in ordering lipids, (R,R′), or with an inner leaf poorer in ordering lipids, (P,R′), and the other two with an outer leaf poor in ordering lipids paired either with an inner leaf richer in them, (R,P′), or poorer in them, (P,P′). Of course beyond the critical point, the distinction between these latter two phases is lost and one can only distinguish the single phase previously labeled (d,P′). A similar remark applies to the distinction between phases (R,R′) and (P,R′). A phase diagram for a coupling β=4.0, which is larger than that needed to produce the separation, is shown in Figure 3a in the x,y plane, and in the plane of chemical potentials μo,μi in Figure 3b. In the vicinity of the critical point, of course, the osmotic compressibility is very large. Again this implies that small changes in the areal density of the outer leaf can have large effects on the areal density of the inner leaf.
and
respectively. The lower-right quadrant follows by symmetry, and the other two display no phase boundaries.Finally we have considered values of r≡|ci|/|co| different than unity, that is, leaves which at T are at different temperature intervals from their critical temperatures in the uncoupled system. The results differ only quantitatively from those presented above for r=1.
We have employed a simple model free energy to study the effect of a coupling between the leaves of a bilayer, and have determined its phase diagram for both weak and strong couplings.
In the case in which leaves could each undergo phase separation even when uncoupled, the phase diagrams of Figure 1ab, apply and display some of the phenomena which have been observed recently.
First, as observed in Kiessling et al. 13, a system which displays visible phase separation in the outer leaf but not in the inner leaf can be made to display visible separation in both leaves by replacing the components in the inner leaf with more ordering ones while keeping the components in the outer leaf fixed. This is understood in Figure 1ab, in which one sees that an increase in the order parameter of the inner leaf, x, with no change in that of the outer leaf, y, can take the system from the phase (P,R′) to the phase (R,R′).
Second, one sees that the large region of four-phase coexistence of the uncoupled system becomes two large regions of three-phase coexistence in the coupled system. One should note that the magnitudes of the order parameters in the various coexisting phases are not the same; that is, the positive value of the order parameter in the outer leaf of the phase (R,R′) is larger than the positive value of the order parameter in the outer leaf of the phase (P,R′). Similar statements apply to the magnitudes of the negative order parameters in the inner leaves of the phases (P,R′) and (P,P′). As all order parameters are different in all three coexisting phases, one would expect each of the phases to appear differently under fluorescence microscopy. Just such a region of coexistence of three different phases has been observed 20.
Third, let us consider two different symmetric bilayers. One consists of identical, coupled, leaves with compositions such that the bilayer is in the one phase region (P,P′). Such a system is labeled AA in Figure 1b. The other consists of identical, coupled, leaves such that the bilayer is deep into the region of two-phase coexistence between (P,P′) and (R,R′). This system is labeled BB in Figure 1b. We now ask what happens when we form the bilayer AB which consists of one leaf of A and the other of B? From Figure 1b, one sees that the bilayer is in two-phase coexistence between the phases (R,R′) and (P,P′). Hence, both leaves show visible phase separation. That is, coupling a leaf which strongly separates to one that does not separate can cause both leaves of the coupled system to exhibit visible separation. This is precisely the behavior observed in Collins and Keller 20. To show that the opposite can also occur, we consider a third symmetric bilayer, one consisting of identical, coupled, leaves and which is only slightly within the region of two-phase coexistence between (P,P′) and (R,R′), a system marked CC in Fig. 2. If one now forms a mixed bilayer AC, one sees that the coupled system is now in the one-phase region (P,P′). Thus a leaf which does not phase-separate when coupled to another which separates only weakly can cause the coupled system to show no phase separation. This is again what was observed in experiment 20.
The results for the case which could be of biological interest, in which one leaf can order by itself while the other does not, are also interesting. When the coupling is weak, the results are similar in spirit to that of Allender and Schick 19. There are only two phases; in one the outer leaf is rich in ordering lipids while the inner leaf is somewhat richer in them than it would be when uncoupled. In the other phase, the outer leaf is poorer in the ordering lipids, and the inner leaf is somewhat poorer in them also. As the coupling is increased, we observe that there are compositions at which small changes in the amount of ordering lipids in the outer leaf can have large effects on their amount in the inner leaf; that is, the osmotic compressibility of the system increases. When the coupling exceeds a temperature-dependent amount, a phase transition occurs and there are now four possible phases just as in the first case discussed above. There is a critical point in the neighborhood of which the osmotic compressibility of the system can be very large. In this region, small changes in the composition of the outer leaf can cause very large changes in the composition of the inner leaf. As this difference in areal densities of ordered lipids in the inner leaf could provide a means by which proteins anchored to the inner leaf by an acylated chain could distinguish one region from another, it is possible that small changes in the composition of the outer leaf could have a large effect on partition coefficients of proteins attached to the inner leaf.
Finally we comment on the alignment of domains in one leaf with domains in the other. In the first case which we have considered, that in which each leaf could undergo phase separation even when uncoupled from the other, it is obvious that when uncoupled the domains in each leaf would be uncorrelated. As the coupling is turned on, the domains will tend to be correlated by the cost of the line tension between different phases of the bilayer. Nonetheless, because they can fluctuate independently when uncoupled, one expects that domain correlation will not be strong when the coupling is weak. For strong coupling, of course, one expects the domains to be very well correlated. This seems to be the case in the experiments of Collins and Keller 20. The situation is completely different in the case when the inner leaf would not undergo phase separation when uncoupled to the outer. Then, the fact that the inner leaf can exist in two phases, slightly richer or slightly poorer in ordering lipids, only comes about because of the coupling to the outer leaf, a coupling which acts like a chemical potential for the order parameter of the inner leaf. Therefore one expects the domains in the inner leaf to be very well correlated with those in the outer leaf. This, too, could clearly be of biological relevance.
We gratefully acknowledge useful conversations with Marcus Collins, Sarah Keller, and Marcel den Nijs.
This work has been supported by the National Science Foundation under grants No. DMR-0140500 and 0503752.
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