Humboldt University Berlin, Institute of Biology and Theoretical
Biophysics, D-10115 Berlin, Germany
A theoretical analysis of the lipid translocation in
cellular bilayer membranes is presented. We focus on an integrative
model of active and passive transport processes determining the
asymmetrical distribution of the major lipid components between the
monolayers. The active translocation of the aminophospholipids
phosphatidylserine and phosphatidylethanolamine is mathematically
described by kinetic equations resulting from a realistic ATP-dependent
transport mechanism. Concerning the passive transport of the
aminophospholipids as well as of phosphatidylcholine, sphingomyelin,
and cholesterol, two different approaches are used. The first treatment
makes use of thermodynamic flux-force relationships. Relevant forces
are transversal concentration differences of the lipids as well as differences in the mechanical states of the monolayers due to lateral
compressions. Both forces, originating primarily from the operation of
an aminophospholipid translocase, are expressed as functions of the
lipid compositions of the two monolayers. In the case of mechanical
forces, lipid-specific parameters such as different molecular surface
areas and compression force constants are taken into account. Using
invariance principles, it is shown how the phenomenological
coefficients depend on the total lipid amounts. In a second approach,
passive transport is analyzed in terms of kinetic mechanisms of
carrier-mediated translocation, where mechanical effects are
incorporated into the translocation rate constants. The thermodynamic
as well as the kinetic approach are applied to simulate the
time-dependent redistribution of the lipid components in human red
blood cells. In the thermodynamic model the steady-state asymmetrical
lipid distribution of erythrocyte membranes is simulated well under
certain parameter restrictions: 1) the time scales of uncoupled passive
transbilayer movement must be different among the lipid species; 2)
positive cross-couplings of the passive lipid fluxes are needed, which,
however, may be chosen lipid-unspecifically. A comparison of the
thermodynamic and the kinetic approaches reveals that antiport
mechanisms for passive lipid movements may be excluded. Simulations
with kinetic symport mechanisms are in qualitative agreement with
experimental data but show discrepancies in the asymmetrical
distribution for sphingomyelin.
 |
INTRODUCTION |
Plasma membranes of eukaryotic cells show a
pronounced asymmetry with respect to the distributions of the major
lipid components among the two monolayers. The aminophospholipids
phosphatidylserine (PS) and phosphatidylethanolamine (PE) are
predominantly located on the cytoplasmic leaflet, whereas the
phospholipids phosphatidylcholine (PC) and sphingomyelin (SM) are
mainly found on the external leaflet (Bretscher, 1972
; Verkleij et al.,
1973
; Gordesky and Marinetti, 1973
; cf. Devaux, 1991
; Zachowski, 1993
).
Evidence of the distribution of cholesterol (Ch) as another membrane
component is still contradictory. Some authors found for cholesterol a
preference for the cytoplasmic layer of the red blood cell membrane
(Brasaemle et al., 1988
; Schroeder et al., 1991
), whereas other results
indicate a rather symmetrical distribution (Blau and Bittman, 1978
;
Lange and Slayton, 1982
).
As has been demonstrated by Seigneuret and Devaux (1984)
, the
asymmetrical distribution of the aminophospholipids may be understood by an ATP-dependent translocation of these components from the external
to the cytoplasmic layer. The response of the membrane to this directed
transport will concern not only the counter-directed movement of PS and
PE, but also a redistribution of PC, SM, and Ch. Furthermore, a change
in membrane curvature may occur because of geometrical restrictions and
corresponding mechanical forces caused by the coupling of the monolayer
surfaces. This reasoning shows that the membrane asymmetry is
determined by a multitude of processes, depending on 1) the metabolic
state of the cell, 2) the mechanism of active translocation, 3) the
transmembrane concentration differences of lipids, and 4) mechanical forces.
Obviously, the interaction of different translocation processes may be
adequately described only on the basis of biophysical models allowing
quantitative estimates for different experimental situations under
time-independent and time-dependent conditions. Mathematical models of
molecular mechanisms of lipid translocation are still rare. Previous
investigations (Brumen et al., 1993
; Heinrich et al., 1997
) indicated
that an explanation of the asymmetrical molecular composition of
bilayers needs to consider free energy contributions from mixing
entropy as well as from mechanical effects of lateral compressions.
However, in the work of Brumen et al. (1993)
, the expressions for
fluxes resulting from mechanical stress, the so-called compensatory
fluxes, are not well defined in their physical meaning. A drawback of
the paper of Heinrich et al. (1997)
is that the use of monolayer mixing
entropy is not fully justified for two coupled monolayers. Furthermore,
the latter analysis assumes that the mechanical properties of the
lipids are species independent, which is an oversimplification, at
least for cholesterol.
Correct theoretical investigations of the membrane on a microscopic
level are crucial for understanding macroscopic cellular phenomena such
as shapes of cells. In the latter field of research much theoretical
work has been done using methods of elasticity theory (see Svetina and
ek
, 1989
; Seifert et al., 1991
; Heinrich et al., 1993
).
Membrane properties such as spontaneous curvature and relative area
changes of the monolayers, which enter the shape-determining energy
functional, should be directly related to the asymmetrical composition
of the bilayer.
This study is intended to gain a more complete understanding of the
phenomena of transbilayer lipid movement by finding an appropriate
phenomenological description of the lipid fluxes. The steady-state
asymmetrical lipid distribution is governed by dynamics equations. A
reference simulation with a minimal set of phenomenological parameters
yields qualitative restrictions to the many possible translocation
mechanisms. Relations between phenomenological and kinetic model
parameters serve, furthermore, as guidelines for the selection of
kinetic constants in a quantitative way. It is shown how the mechanical
driving forces of the phenomenological model are to be incorporated
into a kinetic model of lipid translocation.
 |
BASIC MODEL ASSUMPTIONS |
Let us consider a bilayer membrane of one cell composed of
s different lipids, which are subject to translocation
processes between the cytoplasmic monolayer c and the
external monolayer e. The amounts, in units of moles per
cell, of the lipids i, i = 1, ..., s, on the
monolayers are denoted by Nic and
Nie. They are related to the differences
ni = Nic
Nie and to the total amounts of lipids
Ni = Nic + Nie as follows:
|
(1)
|
The time-dependent changes of the composition of the monolayers
are governed by the differential equations
|
(2)
|
where Jiact and
Jipass denote the fluxes
of active and passive transport, respectively. Fluxes have positive
sign if lipid amounts on the cytoplasmic side are increased. In this
equation it is assumed that the total amount Ni
is constant, that is, the model does neither include insertions of the
lipids into the membrane or extractions of the lipids from the
membrane. Lipids are considered to be distributed homogeneously in
lateral directions. Furthermore, there is no intermediate state at the
transport of the lipids from one leaflet to the other.
For the fluxes Jiact we use an
ATP-dependent carrier mechanism as described previously (Heinrich et
al., 1997
; cf. also Simulations). Passive fluxes are described first in
the framework of linear irreversible thermodynamics, and second on the
basis of kinetic translocation models.
In the thermodynamic approach we apply linear flux-force relationships,
|
(3)
|
where Xj denotes thermodynamic forces. The
coefficients Lij are referred to as
phenomenological coefficients and are assumed to be state independent,
i.e., they have constant values in time. They may depend, however, on
system parameters such as total lipid amounts and lipid-specific
molecular parameters. For the forces Xj we
analyze in the following sections entropic effects and mechanical effects within lipid bilayers. Both types of forces may be expressed as
functions of the variables Nic or
Nie and of lipid-specific parameters.
Gradients in temperature are neglected, that is, the solvent on both
sides of the membrane acts as a heat bath.
In the kinetic approach it is assumed that passive diffusion fluxes of
lipids are mediated by a protein carrier. Two different mechanisms are
analyzed: first, an antiport mechanism, and second, a symport
mechanism. Near equilibrium the linearized kinetic equations may be
directly compared to the phenomenological equations of the
thermodynamic approach. In this way the coupling coefficients may be
expressed in terms of the kinetic parameters of the carrier.
 |
PHENOMENOLOGICAL FORCES OF THE LATERAL IDEALLY MIXING BILAYER |
Entropic forces
The free energy F of the bilayer can be derived from
combinatorial considerations under the following assumptions: 1) ideal mixing of the lipids within both monolayers (i.e., non-lipid-specific interactions), 2) negligible molecular transbilayer interactions, and
3) no internal degrees of freedom for the conformation of the lipid
molecules. Hence F is related to a configurational partition function Z by F =
kBT ln Z, where
kB is Boltzmann's constant. The partition
function may be calculated from the macroscopic configurations of a
bilayer, which are characterized by the numbers of lipid molecules
ic = LANic and
ie = LANie of species
i on either monolayer, e or c,
respectively. LA denotes Avogadro's number.
The configurational partition function of the bilayer reads
|
(4)
|
Z takes into account the number of microscopic
distributions of
i molecules of each lipid species among
the monolayers with a lipid number
ic and
ie on the two layers.
The entropic contribution to the total free energy (in Joules) of a
single membrane reads
|
(6)
|
Using Stirling's formula, ln x!
x ln x
x for x
1, one derives from Eqs. 4-6
|
(7)
|
It is easy to see that at variations of
jc and
je under the constraint
j =
jc +
je = constant, the free
energy attains its minimum for an equal distribution of each lipid
species among the two monolayers. In terms of molar amounts the
equilibrium state is, therefore, characterized by
|
(8)
|
Nonequilibrium states are characterized by the variables
|
(9)
|
which are related to the differences ni = Nic
Nie by
ni = 2yi. Defining
entropic forces in units of J/mol as
|
(10)
|
one derives
|
(11)
|
This formula for the entropic force shows some correspondence to
an expression used in a previous study (Heinrich et al., 1997
).
However, in the latter work entropic forces have been expressed from
differences of lateral mixing entropies between the monolayers, which
would be a correct treatment if the monolayers were allowed to uncouple
in their surface areas.
For small deviations from the equilibrium state
(ni
Ni) the
entropic forces may be expressed in a linear approximation as
|
(12)
|
Mechanical forces
Changes in the lipid compositions of the monolayers caused by
passive or active translocation will affect the mechanical energy of
the membrane because of changes in lateral distances between the
molecules. For small deviations from equilibrium, the lateral mechanical energies of the two monolayers c and e
may be expressed in a harmonic approximation as
|
(13)
|
where ai and
ic,e denote, for lipid species i,
the equilibrium membrane surface area per molecule, and the area change
relative to the equilibrium area on the two layers, respectively.
i represents the force constant per unit area. In Eq. 13
the relative area changes are assumed to be equal for all molecules of
one species i, but different in each monolayer, that is, the
tension in the monolayer is distributed homogeneously over the
molecules of each species. Furthermore, equilibrium areas and force
constants are considered to be layer independent.
Because the two monolayers are coupled in such a way that there is a
common closed contact surface within the membrane, the surface area of
the cytoplasmic layer and that of the external layer cannot vary
independently (cf. the bilayer couple hypothesis of Sheetz and Singer,
1974
). In particular, one expects that the surface areas of lipids
located in the monolayer with increased amounts will be compressed,
whereas the areas of lipids within the other monolayer will be
expanded. Thus the relative changes
ic,e of
areas will depend on the deviations ni
characterizing the nonequilibrium state of the membrane. To derive the
corresponding relation, one may assume in a first approximation that,
under deviation from equilibrium, the total surface areas of each layer remain unchanged, that is,
|
(14)
|
where A0c,e are the total
equilibrium surfaces of the monolayers. In nonequilibrium states the
two areas may be expressed as
|
(15)
|
The term aj(1 +
jc,e) represents the
compressed (
< 0) or expanded (
> 0) area of lipid j
in layer c and e, respectively. From Eq. 15 it
follows with condition 14 that
|
(16)
|
In this equation it is assumed that A0c = A0e = A0, i.e., the
membrane is symmetrical at equilibrium (for a more general ansatz see
the Discussion). In a previous study (cf. Heinrich et al., 1997
)
relation 16 was used to calculate the relative area changes under the
assumption
jc = 
je =
, that is, they are
identical for all lipids. Such a simplification may not be justified
for lipid species of different equilibrium areas
ai and of different force constants
i. Accordingly, further relations must be taken into
account besides Eq. 16 to calculate the individual area changes. Such
relations may be obtained by considering the elastic energy of each
monolayer to be at minimum. This assumption is supported by the fact
that, after perturbation of the equilibrium state, relaxation of the
mechanical stress on both monolayers will occur on a much shorter time
scale than transversal redistribution of lipids. This mechanical
relaxation will be supported, for example, by the fast lateral
redistribution of lipids. Minimization of this energy under the
constraints in Eq. 16 can be performed with two Lagrange multipliers
vc and ve. With
|
(17)
|
the lateral elastic energy of the bilayer has an extremum if
|
(18a,b)
|
From Eqs. 13, 15, 17, and 18 one obtains
|
(19)
|
which under consideration of Eq. 1 yields
|
(20)
|
By taking into account the constraints in 16 in Eq. 20, one
derives
|
(21)
|
For sufficiently small deviations from equilibrium, the linear
approximation
|
(22)
|
is valid. The total mechanical energy E = Ec + Ee, obtained by
introducing relation 22 into Eq. 13, reads
|
(23)
|
where terms higher than second order are neglected.
The mechanical forces are defined as
|
(24)
|
(see the definition of the entropic forces in Eq. 10). From Eqs.
23 and 24 one obtains with ni = 2yi
|
(25)
|
It is worth mentioning that in the special case of unspecific
parameters (
i =
, ai = a), Eqs. 22 and 25 reduce to previously derived expressions
(cf. Heinrich et al., 1997
). As expected, all mechanical forces are
reduced in the presence of lipid species that are soft with respect to
lateral area changes, i.e., species that have a low
value. Equation 25 reveals that forces are related pairwise by
Ximech/Xjmech = ai/aj. Furthermore, all
forces are proportional to
|
(26)
|
which may be considered as the area difference of uncoupled
monolayers.
In the following we combine the entropic force and the mechanical force
as the total force of passive translocation:
|
(27)
|
The equilibrium state where the total energy F + E
has its minimum is characterized by a symmetrical distribution of each lipid component among the monolayers (ni = 0).
 |
PHENOMENOLOGICAL COEFFICIENTS FOR PASSIVE TRANSLOCATIONS |
Parameterization with respect to lipid amounts
In Eq. 3 the phenomenological coefficients
Lij are unknown. A certain knowledge concerning
the dependence of Lij on molecular membrane
parameters may be obtained on the basis of special kinetic models (see
below). Furthermore, these coefficients may be fitted to experimental
data. More generally, one may apply invariance principles to derive
various restrictions for the structure of these coefficients,
particularly concerning their dependencies on the total amounts of
lipids. We use the principle that macroscopically the behavior of the
system should be independent of a decomposition of a certain lipid
species into two identical subspecies.
Let us consider an arbitrary decomposition of a certain species
k into two subspecies a and b, such
that their total amounts Na and
Nb and the deviations from equilibrium
na and nb are related to
the corresponding quantities of species k as follows:
|
(28a,b)
|
|
(28c,d)
|
The parameter
that quantifies the decomposition of species
k is confined by
1/2
1/2. It follows
directly from Eqs. 1, 12, and 25 that the forces of species
a and b are the same as the force of species
k:
|
(29)
|
For fixed k, the linear flux-force
relations in Eq. 3 may be rewritten for the original system as
|
(30a)
|
|
(30b)
|
Characterizing the quantities of the decomposed system by the
superscript * gives
|
(31a)
|
|
(31b)
|
Obviously, the macroscopic properties of the membrane,
particularly the passive translocation fluxes, should be invariant with
respect to the decomposition in Eq. 28, that is,
|
(32a,b)
|
The deviations ni from equilibrium and,
therefore, the forces Xi may vary independently.
Thus, taking into account Eqs. 30 and 31 in Eq. 32, and using
Onsager's reciprocity relation Lij = Lji, one derives that the phenomenological
coefficients have to fulfill the relations
|
(33a)
|
|
(33b)
|
|
(33c)
|
To derive dependencies of the phenomenological coefficients on the
lipid amounts, the following ansatz is used:
|
(34a)
|
|
(34b)
|
The parameters
ij and
*ij,
which must be components of a symmetrical matrix, do not contain any
further factors of Ni and Nj, but possibly factors
Nl with l
i, j. Constraints
on further relations for the dependencies of the parameters
ij on the total lipid amounts are given below (see Eq.
44a,b). The values of the exponents x and y have
to be determined from the invariance properties mentioned above.
Inserting Eqs. 34a,b into Eq. 33b gives, together with the
decomposition 28a,b,
|
(35)
|
Because species a, b, and k have the same
physical properties, their parameters
will be identical:
|
(36)
|
Furthermore, Eq. 35 must be valid for any decomposition of species
k, that is, the left-hand side should be independent of
.
For x = y, Eq. 35 reads, considering Eq. 36,
|
(37a)
|
where z = x = y. This equation is independent
of
only for z = 1. For x
y two
separate conditions are obtained:
|
(37b,c)
|
since Eq. 35 holds for arbitrary values of both amounts
Ni and Nk. Obviously
these two equations (37b,c) cannot be fulfilled simultaneously for
x
y and arbitrary
. Thus we are left with the
only possibility, x = 1 and y = 1.
Using this result, we obtain from Eq. 34a for the cross-coupling
coefficients
|
(38)
|
To find expressions for the diagonal elements
Lkk, we use relation 34a,b in Eq. 33c and take
into account Eq. 38. This yields
|
(39)
|
Because
*aa =
*bb =
kk, Eq. 39 gives
|
(40)
|
where z = x + y. For z there are
two solutions such that Eq. 40 is independent of
. The first
solution reads z = 1, with
*ab = 0, and arbitrary values of
kk denoted in the following
k. The second solution reads z = 2, for
which Eq. 40 holds independent of
only with
kk =
*ab. Linear combination of these two solutions
yields for the diagonal elements
|
(41)
|
This expression shows that the diagonal elements
Lkk are composed of a diffusion term
kNk and a self-coupling term
kkNk2.
Combining relations 38 and 41, one obtains the following general
expression for the phenomenological coefficients:
|
(42)
|
Concerning the parameters entering the phenomenological
coefficients in Eq. 42, we use the notation diffusion parameters
i, self-coupling parameters
ii, and
cross-coupling parameters
ij for i
j.
Under the assumption of a lateral homogeneous membrane,
two general properties of the diffusion parameters
j and
coupling parameters
ij that enter Eq. 42 can be derived.
For any subsection of the bilayer characterized by
N'k =
Nk and
n'k =
nk for
k = 1, ... , s with a scaling parameter
,
confined to 0 <
1, the following relations should be
fulfilled:
|
(43a)
|
|
(43b)
|
that is, the fluxes and forces are homogeneous functions in the
amounts of lipids of first degree and degree zero, respectively. Applying the linear flux-force relations to these subsections of the
membrane, one obtains that the phenomenological coefficients are
homogeneous functions of first degree in the lipid amounts. Taking into
account expression 42, one obtains that
i is homogeneous of degree zero and
ij of degree
1, respectively.
Accordingly, one derives from Euler's theorem on homogeneous functions
the following conditions:
|
(44a,b)
|
In the most simple case, Eq. 44a is fulfilled if all diffusion
parameters are independent of the lipid amounts, whereas Eq. 44b is
fulfilled if all coupling parameters are proportional to the inverse of
the total lipid amount.
Taking into account result 42, the passive translocation fluxes,
defined in Eq. 3, read
|
(45)
|
For the simulation of lipid translocation this flux equation may
be used in Eq. 3.
Parameterization with respect to membrane surface areas of lipids
In this subsection we show that the coupling parameters
ij in Eq. 42 may be related to the equilibrium surface
areas ai of the lipids, which, besides the lipid
amounts, are the relevant parameters of the present model. Let us
consider a certain lipid species, say k, and a perturbation
from the equilibrium state such that
|
(46a,b)
|
Equation 46a entails that the entropic force in Eq. 12 of species k vanishes, whereas Eq. 46b implies that no
mechanical forces occur (see Eq. 25). If there are no lipid-specific
interactions, one may conclude that all states fulfilling Eq. 46a,b are
characterized by a vanishing passive flux of species k,
which yields, using Eqs. 3 and 12, in the vicinity of equilibrium,
|
(47)
|
Taking into account the general structure for the nondiagonal
elements Lkj given in Eq. 42, one derives from
Eq. 47 the following condition for the cross-coupling parameters:
|
(48a)
|
Equation 48a states that a vector
k = (
k1 ···
k,k
1
k,k+1 ···
ks)T is
orthogonal to any vector of perturbations
k = (n1 ··· nk
1 nk+1 ··· ns)T, which in vector notation reads
|
(48b)
|
The space of perturbations
k
restricted by Eqs. 46a,b is of dimension s
2.
Accordingly, this space is spanned by s
2 vectors
(i,k) (i = 1, ... , s
2). In the case k = s, for
example, a special choice of these vectors reads
|
(49)
|
Generally, the elements of the vector
(i,s) are given by
bj(i,s) = 0 for 1
j
i
1 and i + 2
j
s
1, and bi(i,s) = ai+1,
bi+1(i,s) =
ai. Similar representations are obtained for
k
s.
The condition 48b of orthogonality is fulfilled if
k is orthogonal to all corresponding
vectors
(i,k), which yields
|
(50)
|
It can be shown that there is one parameter
vk, such that Eq. 50 is fulfilled with
|
(51)
|
For k = s this result may be easily verified by
using Eq. 49. The symmetry relations
kj =
jk require
vkaj = vjak, which leads to
|
(52)
|
The combination of Eqs. 42 and 52 gives
|
(53)
|
According to this equation, the s(s + 1)/2
phenomenological coefficients Lij are fixed by
only s + 1 phenomenological parameters v and
j. Relation 53 may be used also for the case of equal
lipid area parameters, that is, for aj = a.
The requirement for the matrix Lij to be
positive definite (see de Groot and Mazur, 1962
) sets a certain limit
for the unknown parameter v. For example, any choice of
v must ensure that the diagonal elements
Lii are positive. Thus there is a lower limit for v depending on the values of
i > 0 and
ai > 0.
Phenomenological coefficients as derived from kinetic models
On the phenomenological level of description, the parameters
j and
ij in Eq. 42 and, similarly, the
parameter v in Eq. 52 have no mechanistic interpretation. In
this section we consider the case in which lipid translocation is
mediated by a carrier protein. This allows us to express the
phenomenological parameters in terms of kinetic constants.
Kinetic models without mechanical effects
Antiport mechanism. Let us assume that the
translocation carrier has only one binding site, to which the lipids
bind in a competitive way. If this binding is fast compared to
translocation, the following equilibrium relations hold:
|
(54)
|
where Pic,e and
Pc,e denote the amounts of the loaded
forms and of the unloaded forms, respectively. In this equation
Nic,e are the amounts of free
lipids, that is, lipids not bound to the carrier. We assume that the
total amount of loaded carrier forms is much smaller compared to the
individual lipid amounts such that Ni = Nic + Nie holds
true. Conservation of the total amount P of carrier
molecules leads with Eq. 54 to the relation
|
(55)
|
A quasi-steady-state approximation for the distribution of the
carrier among the two layers yields
|
(56)
|
where li+ and
li
denote the translocation rate constants
of the loaded carrier forms, and k+ and
k
denote the rate constants of movement of the
unloaded carrier forms. One obtains with the help of Eqs. 54-56
|
(57a,b)
|
with
|
(58a,b)
|
Because the time-dependent changes of the lipid
amounts are characterized by
|
(59)
|
one obtains from Eqs. 54 and 57
|
(60)
|
where again Pic,e
Nic,e is assumed (see Schultz,
1980
).
To express the coupling parameters in terms of kinetic constants, Eq. 60 has to be applied for states near equilibrium. In the case
characterized by Kic = Kie = Ki,
li+ = li
= li and k+ = k
= k (symmetrical carrier), the equilibrium amounts are
Nic = Nie = Ni/2 (symmetrical membrane). Near equilibrium a
linear expansion in ni of Eq. 60 yields, after
some algebra,
|
(61)
|
A and B correspond to the quantities defined
in Eq. 58 by inserting the equilibrium amounts of the lipids. To
calculate the phenomenological parameters, we relate the right-hand
side of Eq. 61 to the expression
|
(62)
|
The latter formula follows from linearization of Eq. 44 as well as
from neglecting the mechanical forces. One obtains for the
phenomenological parameters
|
(63a,b)
|
where keff denotes an effective rate
constant of the carrier defined as follows:
|
(64)
|
P0 and Pi denote the
total equilibrium amounts of the unloaded carrier form and loaded
carrier forms, respectively, that is, P0 = P/A
and Pi = P0KiNi/2.
Combining Eq. 42 with Eq. 63 yields for the phenomenological
coefficients
|
(65)
|
Equations 63-65 show that the phenomenological coefficients
resulting from a special kinetic equation are in accordance with the
general structure given in Eq. 42.
The following properties of the coupling parameters of the antiport
mechanism are worth mentioning: 1) The phenomenological parameters in
Eqs. 63a,b are proportional to the total amount of the carrier
P. 2) The diffusion parameters
i as well as
the cross-coupling parameters 