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1 xsun 3147 %\documentclass[aps,pre,twocolumn,amssymb,showpacs,floatfix]{revtex4}
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4    
5     \begin{document}
6     \renewcommand{\thefootnote}{\fnsymbol{footnote}}
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8    
9     %\bibliographystyle{aps}
10    
11 xsun 3174 \title{Dipolar Ordering of the Ripple Phase in Lipid Membranes}
12 xsun 3147 \author{Xiuquan Sun and J. Daniel Gezelter}
13     \email[E-mail:]{gezelter@nd.edu}
14     \affiliation{Department of Chemistry and Biochemistry,\\
15     University of Notre Dame, \\
16     Notre Dame, Indiana 46556}
17    
18     \date{\today}
19    
20     \begin{abstract}
21    
22     \end{abstract}
23    
24     \pacs{}
25     \maketitle
26    
27 xsun 3174 \section{Introduction}
28     \label{sec:Int}
29    
30     As one of the most important components in the formation of the
31     biomembrane, lipid molecules attracted numerous studies in the past
32     several decades. Due to their amphiphilic structure, when dispersed in
33     water, lipids can self-assemble to construct a bilayer structure. The
34     phase behavior of lipid membrane is well understood. The gel-fluid
35     phase transition is known as main phase transition. However, there is
36     an intermediate phase between gel and fluid phase for some lipid (like
37     phosphatidycholine (PC)) membranes. This intermediate phase
38     distinguish itself from other phases by its corrugated membrane
39     surface, therefore this phase is termed ``ripple'' ($P_{\beta '}$)
40     phase. The phase transition between gel-fluid and ripple phase is
41     called pretransition. Since the pretransition usually occurs in room
42     temperature, there might be some important biofuntions carried by the
43     ripple phase for the living organism.
44    
45     The ripple phase is observed experimentally by x-ray diffraction
46     ~\cite{Sun96,Katsaras00}, freeze-fracture electron microscopy
47     (FFEM)~\cite{Copeland80,Meyer96}, and atomic force microscopy (AFM)
48     recently~\cite{Kaasgaard03}. The experimental studies suggest two
49     kinds of ripple structures: asymmetric (sawtooth like) and symmetric
50     (sinusoidal like) ripple phases. Substantial number of theoretical
51     explaination applied on the formation of the ripple
52     phases~\cite{Marder84,Carlson87,Goldstein88,McCullough90,Lubensky93,Misbah98,Heimburg00,Kubica02,Bannerjee02}.
53     In contrast, few molecular modelling have been done due to the large
54     size of the resulting structures and the time required for the phases
55     of interest to develop. One of the interesting molecular simulations
56     was carried out by De Vries and Marrink {\it et
57     al.}~\cite{deVries05}. According to their dynamic simulation results,
58     the ripple consists of two domains, one is gel bilayer, and in the
59     other domain, the upper and lower leaves of the bilayer are fully
60     interdigitated. The mechanism of the formation of the ripple phase in
61     their work suggests the theory that the packing competition between
62     head group and tail of lipid molecules is the driving force for the
63     formation of the ripple phase~\cite{Carlson87}. Recently, the ripple
64     phase is also studied by using monte carlo simulation~\cite{Lenz07},
65     the ripple structure is similar to the results of Marrink except that
66     the connection of the upper and lower leaves of the bilayer is an
67     interdigitated line instead of the fully interdigitated
68     domain. Furthermore, the symmetric ripple phase was also observed in
69     their work. They claimed the mismatch between the size of the head
70     group and tail of the lipid molecules is the driving force for the
71     formation of the ripple phase.
72    
73     Although the organizations of the tails of lipid molecules are
74     addressed by these molecular simulations, the ordering of the head
75     group in ripple phase is still not settlement. We developed a simple
76     ``web of dipoles'' spin lattice model which provides some physical
77     insight in our previous studies~\cite{Sun2007}, we found the dipoles
78     on head groups of the lipid molecules are ordered in an
79     antiferroelectric state. The similiar phenomenon is also observed by
80     Tsonchev {\it et al.} when they studied the formation of the
81     nanotube\cite{Tsonchev04}.
82    
83     In this paper, we made a more realistic coarse-grained lipid model to
84     understand the primary driving force for membrane corrugation and to
85     elucidate the organization of the anisotropic interacting head group
86     via molecular dynamics simulation. We will talk about our model and
87     methodology in section \ref{sec:method}, and details of the simulation
88     in section \ref{sec:experiment}. The results are shown in section
89     \ref{sec:results}. At last, we will discuss the results in section
90     \ref{sec:discussion}.
91    
92     \section{Methodology and Model}
93     \label{sec:method}
94    
95 xsun 3147 Our idea for developing a simple and reasonable lipid model to study
96 xsun 3174 the ripple phase of lipid bilayers is based on two facts: one is that
97 xsun 3147 the most essential feature of lipid molecules is their amphiphilic
98     structure with polar head groups and non-polar tails. Another fact is
99     that dominant numbers of lipid molecules are very rigid in ripple
100 xsun 3174 phase which allows the details of the lipid molecules neglectable. The
101     lipid model is shown in Figure \ref{fig:lipidMM}. Figure
102     \ref{fig:lipidMM}a shows the molecular strucure of a DPPC molecule. The
103     hydrophilic character of the head group is the effect of the strong
104     dipole composed by a positive charge sitting on the nitrogen and a
105     negative charge on the phosphate. The hydrophobic tail consists of
106     fatty acid chains. In our model shown in Figure \ref{fig:lipidMM}b,
107     lipid molecules are represented by rigid bodies made of one head
108     sphere with a point dipole sitting on it and one ellipsoid tail, the
109     direction of the dipole is fixed to be perpendicular to the tail. The
110     breadth and length of tail are $\sigma_0$, $3\sigma_0$. The diameter
111     of heads varies from $1.20\sigma_0$ to $1.41\sigma_0$. The model of
112     the solvent in our simulations is inspired by the idea of ``DPD''
113     water. Every four water molecules are reprsented by one sphere.
114 xsun 3147
115 xsun 3174 \begin{figure}[htb]
116     \centering
117     \includegraphics[width=\linewidth]{lipidMM}
118     \caption{The molecular structure of a DPPC molecule and the
119     coars-grained model for PC molecules.\label{fig:lipidMM}}
120     \end{figure}
121 xsun 3147
122 xsun 3174 Spheres interact each other with Lennard-Jones potential
123     \begin{eqnarray*}
124     V_{ij} = 4\epsilon \left[\left(\frac{\sigma_0}{r_{ij}}\right)^{12} -
125     \left(\frac{\sigma_0}{r_{ij}}\right)^6\right]
126     \end{eqnarray*}
127     here, $\sigma_0$ is diameter of the spherical particle. $r_{ij}$ is
128     the distance between two spheres. $\epsilon$ is the well depth.
129     Dipoles interact each other with typical dipole potential
130     \begin{eqnarray*}
131     V_{ij} = \frac{|\mu|^2}{4 \pi \epsilon_0 r_{ij}^3}
132     \left[ \hat{\bf u}_i \cdot \hat{\bf u}_j - 3 (\hat{\bf u}_i \cdot
133     \hat{\bf r}_{ij})(\hat{\bf u}_j \cdot \hat{\bf r}_{ij}) \right]
134     \end{eqnarray*}
135     In this potential, $\mathbf{\hat u}_i$ is the unit vector pointing
136     along dipole $i$ and $\mathbf{\hat r}_{ij}$ is the unit vector
137     pointing along the inter-dipole vector $\mathbf{r}_{ij}$. Identical
138     ellipsoids interact each other with Gay-Berne potential.
139     \begin{eqnarray*}
140     V_{ij}({\mathbf{\hat u}_i}, {\mathbf{\hat u}_j}, {\mathbf{\hat
141     r}_{ij}}) = 4\epsilon ({\mathbf{\hat u}_i}, {\mathbf{\hat u}_j},
142     {\mathbf{\hat r}_{ij}})\left[\left(\frac{\sigma_0}{r_{ij}-\sigma({\mathbf{\hat u}_i},
143     {\mathbf{\hat u}_j}, {\mathbf{\hat r}_{ij}})+\sigma_0}\right)^{12}
144     -\left(\frac{\sigma_0}{r_{ij}-\sigma({\mathbf{\hat u}_i}, {\mathbf{\hat u}_j},
145     {\mathbf{\hat r}_{ij}})+\sigma_0}\right)^6\right]
146     \end{eqnarray*}
147     where $\sigma_0 = \sqrt 2\sigma_s$, and orietation-dependent range
148     parameter is given by
149     \begin{eqnarray*}
150     \sigma({\mathbf{\hat u}_i}, {\mathbf{\hat u}_j}, {\mathbf{\hat r}_{ij}}) =
151     {\sigma_{0}} \left(1-\frac{1}{2}\chi\left[\frac{({\mathbf{\hat r}_{ij}}
152     \cdot {\mathbf{\hat u}_i} + {\mathbf{\hat r}_{ij}} \cdot {\mathbf{\hat
153     u}_j})^2}{1+\chi({\mathbf{\hat u}_i} \cdot {\mathbf{\hat u}_j})} +
154     \frac{({\mathbf{\hat r}_{ij}} \cdot {\mathbf{\hat u}_i} - {\mathbf{\hat r}_{ij}}
155     \cdot {\mathbf{\hat u}_j})^2}{1-\chi({\mathbf{\hat u}_i} \cdot
156     {\mathbf{\hat u}_j})} \right] \right)^{-\frac{1}{2}}
157     \end{eqnarray*}
158     and the strength anisotropy function is,
159     \begin{eqnarray*}
160     \epsilon ({\mathbf{\hat u}_i}, {\mathbf{\hat u}_j}, {\mathbf{\hat r}_{ij}}) =
161     {\epsilon^\nu}({\mathbf{\hat u}_i}, {\mathbf{\hat
162     u}_j}){\epsilon'^\mu}({\mathbf{\hat u}_i}, {\mathbf{\hat u}_j},
163     {\mathbf{\hat r}_{ij}})
164     \end{eqnarray*}
165     with $\nu$ and $\mu$ being adjustable exponent, and
166     $\epsilon({\mathbf{\hat u}_i}, {\mathbf{\hat u}_j})$,
167     $\epsilon'({\mathbf{\hat u}_i}, {\mathbf{\hat u}_j}, {\mathbf{\hat
168     r}_{ij}})$ defined as
169     \begin{eqnarray*}
170     \epsilon({\mathbf{\hat u}_i}, {\mathbf{\hat u}_j}) =
171     \epsilon_0\left[1-\chi^2({\mathbf{\hat u}_i} \cdot {\mathbf{\hat
172     u}_j})^2\right]^{-\frac{1}{2}}
173     \end{eqnarray*}
174     \begin{eqnarray*}
175     \epsilon'({\mathbf{\hat u}_i}, {\mathbf{\hat u}_j}, {\mathbf{\hat r}_{ij}}) =
176     1-\frac{1}{2}\chi'\left[\frac{({\mathbf{\hat r}_{ij}} \cdot {\mathbf{\hat
177     u}_i} + {\mathbf{\hat r}_{ij}} \cdot {\mathbf{\hat
178     u}_j})^2}{1+\chi'({\mathbf{\hat u}_i} \cdot {\mathbf{\hat u}_j})} +
179     \frac{({\mathbf{\hat r}_{ij}} \cdot {\mathbf{\hat u}_i} - {\mathbf{\hat r}_{ij}}
180     \cdot {\mathbf{\hat u}_j})^2}{1-\chi'({\mathbf{\hat u}_i} \cdot
181     {\mathbf{\hat u}_j})} \right]
182     \end{eqnarray*}
183     the diameter dependent parameter $\chi$ is given by
184     \begin{eqnarray*}
185     \chi = \frac{({\sigma_s}^2 -
186     {\sigma_e}^2)}{({\sigma_s}^2 + {\sigma_e}^2)}
187     \end{eqnarray*}
188     and the well depth dependent parameter $\chi'$ is given by
189     \begin{eqnarray*}
190     \chi' = \frac{({\epsilon_s}^{\frac{1}{\mu}} -
191     {\epsilon_e}^{\frac{1}{\mu}})}{({\epsilon_s}^{\frac{1}{\mu}} +
192     {\epsilon_e}^{\frac{1}{\mu}})}
193     \end{eqnarray*}
194     $\sigma_s$ is the side-by-side width, and $\sigma_e$ is the end-to-end
195     length. $\epsilon_s$ is the side-by-side well depth, and $\epsilon_e$
196     is the end-to-end well depth. For the interaction between
197     nonequivalent uniaxial ellipsoids (in this case, between spheres and
198     ellipsoids), the range parameter is generalized as\cite{Cleaver96}
199     \begin{eqnarray*}
200     \sigma({\mathbf{\hat u}_i}, {\mathbf{\hat u}_j}, {\mathbf{\hat r}_{ij}}) =
201     {\sigma_{0}} \left(1-\frac{1}{2}\chi\left[\frac{(\alpha{\mathbf{\hat r}_{ij}}
202     \cdot {\mathbf{\hat u}_i} + \alpha^{-1}{\mathbf{\hat r}_{ij}} \cdot {\mathbf{\hat
203     u}_j})^2}{1+\chi({\mathbf{\hat u}_i} \cdot {\mathbf{\hat u}_j})} +
204     \frac{(\alpha{\mathbf{\hat r}_{ij}} \cdot {\mathbf{\hat u}_i} - \alpha^{-1}{\mathbf{\hat r}_{ij}}
205     \cdot {\mathbf{\hat u}_j})^2}{1-\chi({\mathbf{\hat u}_i} \cdot
206     {\mathbf{\hat u}_j})} \right] \right)^{-\frac{1}{2}}
207     \end{eqnarray*}
208     where $\alpha$ is given by
209     \begin{eqnarray*}
210     \alpha^2 =
211     \left[\frac{\left({\sigma_e}_i^2-{\sigma_s}_i^2\right)\left({\sigma_e}_j^2+{\sigma_s}_i^2\right)}{\left({\sigma_e}_j^2-{\sigma_s}_j^2\right)\left({\sigma_e}_i^2+{\sigma_s}_j^2\right)}
212     \right]^{\frac{1}{2}}
213     \end{eqnarray*}
214     the strength parameter is adjusted by the suggestion of
215     \cite{Cleaver96}. All potentials are truncated at $25$ \AA\ and
216     shifted at $22$ \AA.
217 xsun 3147
218 xsun 3174 \section{Experiment}
219     \label{sec:experiment}
220 xsun 3147
221 xsun 3174 To make the simulations less expensive and to observe long-time
222     behavior of the lipid membranes, all simulations were started from two
223     separate monolayers in the vaccum with $x-y$ anisotropic pressure
224     coupling. The length of $z$ axis of the simulations was fixed and a
225     constant surface tension was applied to enable real fluctuations of
226     the bilayer. Periodic boundaries were used. There were $480-720$ lipid
227     molecules in the simulations depending on the size of the head
228     beads. All the simulations were equlibrated for $100$ ns at $300$
229     K. The resulting structures were solvated in water ($6$ DPD
230     water/lipid molecule). These configurations were relaxed for another
231 xsun 3147 $30$ ns relaxation. All simulations with water were carried out at
232 xsun 3174 constant pressure ($P=1$ atm) by $3$D anisotropic coupling, and
233     constant surface tension ($\gamma=0.015$). Given the absence of fast
234     degrees of freedom in this model, a timestep of $50$ fs was
235     utilized. Simulations were performed by using OOPSE
236     package\cite{Meineke05}.
237 xsun 3147
238 xsun 3174 \section{Results and Analysis}
239     \label{sec:results}
240 xsun 3147
241 xsun 3174 Snapshots in Figure \ref{fig:phaseCartoon} show that the membrane is
242     more corrugated increasing size of the head groups. The surface is
243     nearly flat when $\sigma_h=1.20\sigma_0$. With
244     $\sigma_h=1.28\sigma_0$, although the surface is still flat, the
245     bilayer starts to splay inward; the upper leaf of the bilayer is
246     connected to the lower leaf with an interdigitated line defect. Two
247     periodicities with $100$ \AA\ width were observed in the
248     simulation. This structure is very similiar to the structure observed
249     by de Vries and Lenz {\it et al.}. The same basic structure is also
250     observed when $\sigma_h=1.41\sigma_0$, but the wavelength of the
251     surface corrugations depends sensitively on the size of the ``head''
252     beads. From the undulation spectrum, the corrugation is clearly
253     non-thermal.
254     \begin{figure}[htb]
255     \centering
256     \includegraphics[width=\linewidth]{phaseCartoon}
257     \caption{A sketch to discribe the structure of the phases observed in
258     our simulations.\label{fig:phaseCartoon}}
259     \end{figure}
260 xsun 3147
261 xsun 3174 When $\sigma_h=1.35\sigma_0$, we observed another corrugated surface
262     morphology. This structure is different from the asymmetric rippled
263     surface; there is no interdigitation between the upper and lower
264     leaves of the bilayer. Each leaf of the bilayer is broken into several
265     hemicylinderical sections, and opposite leaves are fitted together
266     much like roof tiles. Unlike the surface in which the upper
267     hemicylinder is always interdigitated on the leading or trailing edge
268     of lower hemicylinder, the symmetric ripple has no prefered direction.
269     The corresponding cartoons are shown in Figure
270     \ref{fig:phaseCartoon} for elucidation of the detailed structures of
271     different phases. Figure \ref{fig:phaseCartoon} (a) is the flat phase,
272     (b) is the asymmetric ripple phase corresponding to the lipid
273     organization when $\sigma_h=1.28\sigma_0$ and $\sigma_h=1.41\sigma_0$,
274     and (c) is the symmetric ripple phase observed when
275     $\sigma_h=1.35\sigma_0$. In symmetric ripple phase, the bilayer is
276     continuous everywhere on the whole membrane, however, in asymmetric
277     ripple phase, the bilayer is intermittent domains connected by thin
278     interdigitated monolayer which consists of upper and lower leaves of
279     the bilayer.
280     \begin{table*}
281     \begin{minipage}{\linewidth}
282     \begin{center}
283     \caption{}
284     \begin{tabular}{lccc}
285     \hline
286     $\sigma_h/\sigma_0$ & type of phase & $\lambda/\sigma_0$ & $A/\sigma_0$\\
287     \hline
288     1.20 & flat & N/A & N/A \\
289     1.28 & asymmetric flat & 21.7 & N/A \\
290     1.35 & symmetric ripple & 17.2 & 2.2 \\
291     1.41 & asymmetric ripple & 15.4 & 1.5 \\
292     \end{tabular}
293     \label{tab:property}
294     \end{center}
295     \end{minipage}
296     \end{table*}
297 xsun 3147
298 xsun 3174 The membrane structures and the reduced wavelength $\lambda/\sigma_0$,
299     reduced amplitude $A/\sigma_0$ of the ripples are summerized in Table
300     \ref{tab:property}. The wavelength range is $15~21$ and the amplitude
301     is $1.5$ for asymmetric ripple and $2.2$ for symmetric ripple. These
302     values are consistent to the experimental results. Note, the
303     amplitudes are underestimated without the melted tails in our
304     simulations.
305    
306     The $P_2$ order paramters (for molecular bodies and head group
307     dipoles) have been calculated to clarify the ordering in these phases
308     quantatively. $P_2=1$ means a perfectly ordered structure, and $P_2=0$
309     implies orientational randomization. Figure \ref{fig:rP2} shows the
310     $P_2$ order paramter of the dipoles on head group rising with
311     increasing head group size. When the heads of the lipid molecules are
312     small, the membrane is flat. The dipolar ordering is essentially
313     frustrated on orientational ordering in this circumstance. Another
314     reason is that the lipids can move independently in each monolayer, it
315     is not nessasory for the direction of dipoles on one leaf is
316     consistant to another layer, which makes total order parameter is
317     relatively low. With increasing head group size, the surface is
318     corrugated, and dipoles do not move as freely on the
319     surface. Therefore, the translational freedom of lipids in one layer
320 xsun 3147 is dependent upon the position of lipids in another layer, as a
321 xsun 3174 result, the symmetry of the dipoles on head group in one layer is tied
322     to the symmetry in the other layer. Furthermore, as the membrane
323     deforms from two to three dimensions due to the corrugation, the
324     symmetry of the ordering for the dipoles embedded on each leaf is
325     broken. The dipoles then self-assemble in a head-tail configuration,
326     and the order parameter increases dramaticaly. However, the total
327     polarization of the system is still close to zero. This is strong
328     evidence that the corrugated structure is an antiferroelectric
329     state. The orientation of the dipolar is always perpendicular to the
330     ripple wave vector. These results are consistent with our previous
331     study on dipolar membranes.
332 xsun 3147
333 xsun 3174 The ordering of the tails is essentially opposite to the ordering of
334     the dipoles on head group. The $P_2$ order parameter decreases with
335     increasing head size. This indicates the surface is more curved with
336     larger head groups. When the surface is flat, all tails are pointing
337     in the same direction; in this case, all tails are parallel to the
338     normal of the surface,(making this structure remindcent of the
339     $L_{\beta}$ phase. Increasing the size of the heads, results in
340     rapidly decreasing $P_2$ ordering for the molecular bodies.
341     \begin{figure}[htb]
342     \centering
343     \includegraphics[width=\linewidth]{rP2}
344     \caption{The $P_2$ order parameter as a funtion of the ratio of
345     $\sigma_h$ to $\sigma_0$.\label{fig:rP2}}
346     \end{figure}
347 xsun 3147
348 xsun 3174 We studied the effects of the interactions between head groups on the
349     structure of lipid bilayer by changing the strength of the dipole.
350     Figure \ref{fig:sP2} shows how the $P_2$ order parameter changes with
351     increasing strength of the dipole. Generally the dipoles on the head
352     group are more ordered by increase in the strength of the interaction
353     between heads and are more disordered by decreasing the interaction
354     stength. When the interaction between the heads is weak enough, the
355     bilayer structure does not persist; all lipid molecules are solvated
356     directly in the water. The critial value of the strength of the dipole
357     depends on the head size. The perfectly flat surface melts at $5$
358 xsun 3182 $0.03$ debye, the asymmetric rippled surfaces melt at $8$ $0.04$
359     $0.03$ debye, the symmetric rippled surfaces melt at $10$ $0.04$
360     debye. The ordering of the tails is the same as the ordering of the
361     dipoles except for the flat phase. Since the surface is already
362     perfect flat, the order parameter does not change much until the
363     strength of the dipole is $15$ debye. However, the order parameter
364     decreases quickly when the strength of the dipole is further
365     increased. The head groups of the lipid molecules are brought closer
366     by stronger interactions between them. For a flat surface, a large
367     amount of free volume between the head groups is available, but when
368     the head groups are brought closer, the tails will splay outward,
369     forming an inverse micelle. When $\sigma_h=1.28\sigma_0$, the $P_2$
370     order parameter decreases slightly after the strength of the dipole is
371     increased to $16$ debye. For rippled surfaces, there is less free
372     volume available between the head groups. Therefore there is little
373     effect on the structure of the membrane due to increasing dipolar
374     strength. However, the increase of the $P_2$ order parameter implies
375     the membranes are flatten by the increase of the strength of the
376     dipole. Unlike other systems that melt directly when the interaction
377     is weak enough, for $\sigma_h=1.41\sigma_0$, part of the membrane
378     melts into itself first. The upper leaf of the bilayer becomes totally
379     interdigitated with the lower leaf. This is different behavior than
380     what is exhibited with the interdigitated lines in the rippled phase
381     where only one interdigitated line connects the two leaves of bilayer.
382 xsun 3174 \begin{figure}[htb]
383     \centering
384     \includegraphics[width=\linewidth]{sP2}
385     \caption{The $P_2$ order parameter as a funtion of the strength of the
386     dipole.\label{fig:sP2}}
387     \end{figure}
388 xsun 3147
389 xsun 3174 Figure \ref{fig:tP2} shows the dependence of the order parameter on
390     temperature. The behavior of the $P_2$ order paramter is
391     straightforward. Systems are more ordered at low temperature, and more
392     disordered at high temperatures. When the temperature is high enough,
393 xsun 3182 the membranes are instable. For flat surfaces ($\sigma_h=1.20\sigma_0$
394     and $\sigma_h=1.28\sigma_0$), when the temperature is increased to
395     $310$, the $P_2$ order parameter increases slightly instead of
396     decreases like ripple surface. This is an evidence of the frustration
397     of the dipolar ordering in each leaf of the lipid bilayer, at low
398     temperature, the systems are locked in a local minimum energy state,
399     with increase of the temperature, the system can jump out the local
400     energy well to find the lower energy state which is the longer range
401     orientational ordering. Like the dipolar ordering of the flat
402     surfaces, the ordering of the tails of the lipid molecules for ripple
403     membranes ($\sigma_h=1.35\sigma_0$ and $\sigma_h=1.41\sigma_0$) also
404     show some nonthermal characteristic. With increase of the temperature,
405     the $P_2$ order parameter decreases firstly, and increases afterward
406     when the temperature is greater than $290 K$. The increase of the
407     $P_2$ order parameter indicates a more ordered structure for the tails
408     of the lipid molecules which corresponds to a more flat surface. Since
409     our model lacks the detailed information on lipid tails, we can not
410     simulate the fluid phase with melted fatty acid chains. Moreover, the
411     formation of the tilted $L_{\beta'}$ phase also depends on the
412     organization of fatty groups on tails.
413 xsun 3174 \begin{figure}[htb]
414     \centering
415     \includegraphics[width=\linewidth]{tP2}
416     \caption{The $P_2$ order parameter as a funtion of
417     temperature.\label{fig:tP2}}
418     \end{figure}
419 xsun 3147
420 xsun 3174 \section{Discussion}
421     \label{sec:discussion}
422 xsun 3147
423     \bibliography{mdripple}
424     \end{document}