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thanks: Equal contribution and shared co-first authorshipthanks: Equal contribution and shared co-first authorship

Curvature effects in charge-regulated lipid bilayers

Petch Khunpetch1    Arghya Majee2,3    Rudolf Podgornik4,5,6 1School of Physical Sciences, University of Chinese Academy of Sciences, Beijing, China
2Max Planck Institute for Intelligent Systems, Stuttgart, Germany
3IV. Institute for Theoretical Physics, University of Stuttgart, Germany
4Kavli Institute for Theoretical Sciences, University of Chinese Academy of Sciences, Beijing, China & CAS Key Laboratory of Soft Matter Physics, Institute of Physics, Chinese Academy of Sciences, Beijing, China
5Wenzhou Institute of the University of Chinese Academy of Sciences, Wenzhou, Zhejiang, China
6Department of Theoretical Physics, Jožef Stefan Institute, Ljubljana, Slovenia & Department of Physics, Faculty of Mathematics and Physics, University of Ljubljana, Ljubljana, Slovenia
(February 16, 2022)
Abstract

We formulate a theory of electrostatic interactions in lipid bilayer membranes where both monolayer leaflets contain dissociable moieties that are subject to charge regulation. We specifically investigate the coupling between membrane curvature and charge regulation of a lipid bilayer vesicle using both the linear Debye-Hückel (DH) and the non-linear Poisson-Boltzmann (PB) theory. We find that charge regulation of an otherwise symmetric bilayer membrane can induce charge symmetry breaking, non-linear flexoelectricity and anomalous curvature dependence of free energy. The pH effects investigated go beyond the paradigm of electrostatic renormalization of the mechano-elastic properties of membranes.

I Introduction

The effects of electrostatic interactions Markovich et al. (2021); Bossa et al. (2021) on properties of lipid bilayer membranes are significant, ubiquitous and biologically Hong and Brown (2008) and biomedically Ewert et al. (2021) relevant, since naturally occurring as well as technologically relevant lipids usually carry numerous dissociable or polar groups Cevc (1990), and lipid membrane charge density has been identified as a universal parameter that quantifies the transfection efficiency of lamellar cationic lipid–DNA complexes Ewert et al. (2021). The particular relevance of electrostatic interactions in lipidic systems very clearly transpired from the structural principles of the two vaccines approved against COVID-19 in December 2020 and based on the cationic lipid vesicle vector and the anionic mRNA payload developed by Pfizer/BioNTech Mulligan et al. (2020) and Moderna Baden et al. (2021). In general, charged lipids capable of modulating their charge depending on the bathing environmental conditions, have been recognized as a key component of ionizable lipid nanoparticles which are currently acknowledged as one of the most advanced non-viral vectors for the efficient delivery of nucleic acids Schlich et al. (2021).

While electrostatic interactions in bio-soft matter are universal Holm et al. (2001), there is a fundamental difference between the standard colloid electrostatics and membrane electrostatics Borkovec et al. (2001), in the sense that the membrane charge, just as the protein charge Lund and Jönsson (2005); Barroso da Silva and Jönsson (2009); da Silva and Dias (2017), depends on the solution environment of the lipid Avni et al. (2018) and its changes can engender also changes in the shape of the lipids and concomitant structure of lipid assemblies. One example of this solution environment effect would be changes in protonation/deprotonation equilibria of the dissociable phospholipid moieties depending on the solution pH, that in general affect the charge of lipids’ headgroup, and another would be the modification of the strength of electrostatic interactions wrought by the ionic strength of the bathing aqueous solution that affects the ionic screening. In particular, for therapeutic gene delivery Podgornik et al. (2008) ionizable lipids are designed to have positive charges at acidic pH in the production stage to ensure a strong interaction with nucleic acids, after which they should become almost neutral under physiological conditions (pH7.4\mathrm{pH}~{}7.4) to prevent sequestration in the liver, and should finally turn positive again upon being introduced into a typical acidic environment of the endosomes, promoting the delivery of the genetic cargo, followed finally by release of the genetic cargo at neutral pH\mathrm{pH} enabling the cargo to interact with the cell machinery Schlich et al. (2021).

To connect the dissociation equilibria of dissociable surface groups and electrostatic fields, Ninham and Parsegian (NP) Ninham and Parsegian (1971) introduced the charge regulation (CR) mechanism, that couples the Langmuir isotherm model of the local charge association/dissociation process with the local electrostatic potential Markovich et al. (2021), resulting in an electrostatic self-consistent boundary condition. The NP model can be generalized to include other adsorption isotherms, depending on the detailed nature of the dissociation process Podgornik (2018).

The protonation/deprotonation equilibria at the dissociable surface groups in phospholipid membranes involve local pH\mathrm{pH} and local bathing solution ion concentrations, which in general differ from the bulk conditions Nap et al. (2014). This implies that the changes in the bathing solution properties will have a pronounced effect on the effective charge of the membrane, thus modifying pH\mathrm{pH} sensing and pH\mathrm{pH} response of lipid membranes Angelova et al. (2018). In fact, pH\mathrm{pH}-dependence of the lipid charging state can directly enable an ionizable lipid with a dissociation constant pKa6.5\mathrm{p}K_{a}\sim 6.5 to be neutral in the blood circulation, thus preserving a bilayer structure, and then revert to its charged protonated form at an endo-lysosomal pH\mathrm{pH}, consequently reverting to an hexagonal phase upon contact with anionic membrane lipids Jayaraman et al. (2012).

Refer to caption
Figure 1: Left: A schematic rendition of a spherical charged vesicle of inner and outer radii RR and R+wR+w, respectively, immersed in a salt solution. The inner (outer) surfaces of the bilayer carry ionizable groups and are characterized by a charge density σ1\sigma_{1} (σ2\sigma_{2}). The lipid bilayer (indicated in gray) of width ww and dielectric constant εp5\varepsilon_{p}\simeq 5 separates the interior of the shell from the outer region, both of which are typically aqueous phases characterized by a dielectric constant εw80\varepsilon_{w}\simeq 80. All the ionic species in both regions are assumed to be in chemical equilibrium defined by the bulk chemical potentials. Both the inner and outer surfaces of the bilayer carry fixed numbers of negatively charged surface groups (denoted in red) as well as neutral sites where (de)protonation reactions (indicated by the arrows) can take place leading to surface charge densities σ1\sigma_{1} and σ2\sigma_{2}. Center and right: the color-coded electrostatic potential profile for the symmetric case, corresponding to σ1=σ2=0.5e/nm2\sigma_{1}=\sigma_{2}=0.5~{}{e/\rm nm}^{2} and for the asymmetric case with σ1=σ2=0.5e/nm2\sigma_{1}=-\sigma_{2}=0.5~{}{e/\rm nm}^{2} obtained from the charge regulation calculation as explained in the main text. For both cases, R=20nmR=20\,\rm{nm}, w=1nmw=1\,\rm{nm}, and κD=1.22nm1\kappa_{D}=1.22\,\rm{nm}^{-1} are used.

In what follows we will show that even in the case of a chemically symmetric curved membrane, i.e. with the same lipid composition on the inner and outer leaflets, the CR process introduces a charge asymmetry and an out-of-plane membrane polarization vector in a highly non-linear fashion, characterized by a sudden symmetry breaking transition involving in all other respects chemically identical outer and inner leaflet surfaces of the membrane. This phenomenology closely parallels the recently discovered symmetry breaking charge transitions in interactions between pairs Majee et al. (2018) or stacks Majee et al. (2019) of charged membranes as well as the complex coacervation driven by the charge symmetry broken states in solutions of macroions with dissociable surface moieties Majee et al. (2020).

Charged lipids. Different naturally occurring charged lipid species, an important fraction of which is anionic Galassi and Wilke (2021), represent a notable part of biological membranes, and consequently their role in the structural, dynamical and mechanical properties of model lipid bilayers as well as their effect on the membrane proteins is of great biological interest Pöyry and Vattulainen (2016). The less commonly occuring cationic lipids, on the other hand, have played an important role as the main charged component of the cationic liposome vectors for nucleic acid therapeutics Podgornik et al. (2008).

The charge of phospholipid polar heads originates in deprotonated phosphate groups, protonated amine group, and deprotonated carboxylate group, with the corresponding dissociation constants expected to lie in the region of 0pKa20\leq\mathrm{p}K_{a}\leq 2 for the primary phosphate group, in the region 6pKa76\leq\mathrm{p}K_{a}\leq 7 for the secondary phosphate group, in the region 3pKa53\leq\mathrm{p}K_{a}\leq 5 for the carboxylate groups, and 9pKa119\leq\mathrm{p}K_{a}\leq 11 for the primary amine group Marsh (2013). Since in the subsequent analysis the effect of the electrostatic interactions - including the local polarity, the ionic strength and the distribution of neighboring dissociable groups - will be considered explicitly, we consider only the intrinsic pKa\mathrm{p}K_{a}, noting that even in the absence of CR certain structural and continuum electrostatic effects are sometimes included in the calculation of the dissociation constants when determined by e.g. PROPKA Olsson et al. (2011).

Of the different phospholipids, phosphatidylcholines have very low pKa\mathrm{p}K_{a} and can be considered as undissociated, but in particular phosphatidylserine, phosphatidylinositol, as well as phosphatidylglycerol, phosphatidylethanolamine, cardiolipin and phosphatidic acid all contain at least one dissociable moiety at relevant pH conditions and should be considered as potentially charged Cevc (2018). Among the cationic lipids DOTAP (1,2-dioleoyl-3-trimethylammonium-propane) remains charged irrespective of pH, while the amine groups of other cationic lipids acquire their charge by protonation only below a certain pH Leventis and Silvius (1990). As an extreme case one could mention the custom-synthesized cationic lipid MVLBG2 with a headgroup that bears no less than 16 positive charges at full protonation Ewert et al. (2021). In ionizable lipids the quaternary ammonium head of cationic lipids can be in addition substituted with a titratable molecular moiety with an engineered dissociation constant that would ensure the charge would be mouldable by the environmental pH\mathrm{pH} Schlich et al. (2021). Among the ionizable lipids that respond strongly to pH in the relevant range one can list DODAP (1,2-dioleoyl-3-dimethylammonium propane), DLinDMA, DLin-KC2-DMA and finally DLin-MC3-DMA, all of them used for proper lipid vector formation in cytosolic delivery of therapeutic cargo as reviewed recently in Ref. Schlich et al. (2021).

Protonation and pH effects. Detection and response of the cells to either global pH environment or local pH gradients is crucial for optimal cellular metabolism, growth and proliferation Casey et al. (2010). The sensing of pH heterogeneities is important for initiating migration, polarization and deformations of lipid bilayer assemblies Angelova et al. (2018) and can be driven by protonation changes of phospholipids that can furthermore directly affect the membrane curvature Ben-Dov and Korenstein (2012). In fact pH regulation of phospholipid charges have been implicated in pH-induced migration, pH-induced bilayer local or global deformation, as well as pH-induced vesicle chemical polarization Angelova et al. (2018). The fact that the charge state of many phospholipids depends on the solution pH implicates by and large a charge regulation mechanism as indeed first proposed for surfaces containing dissociable groups by Ninham and Parsegian Ninham and Parsegian (1971).

In addition, the phospholipid protonation state and the membrane charge distribution can modify the interaction energy with a protein on approach to the membrane Lund and Jönsson (2013). This effect too is due to perturbed protonation equilibrium at the membrane titratable sites, with phospholipid charge regulation determining the strength and even the sign of the protein-membrane interaction in variable chemical environments Javidpour et al. (2021). Charge regulation can thus be seen as a biological pH\mathrm{pH}-sensitive switch for protein binding to phospholipid membranes and thus conferring signaling functions to different types of lipids Tanguy et al. (2018).

Curvature and lipid dissociation effects. Global and local changes in pH, inducing changes in the charged states of lipids, can affect lipid vesicle shape deformations as well as phase-separated domain formation Angelova et al. (2018). Usually these effects are framed within the electrostatic contribution to the mechano-elastic properties of membranes, such as surface tension and bending rigidity, which have been reviewed in detail, see e.g. Refs. Andelman (1995), Fogden and Ninham (1999) and Galassi and Wilke (2021). Electrostatic coupling of membrane charges leads to a salt concentration dependent increase in the bending rigidity of the charged membrane compared to a charge-free membrane Faizi et al. (2019). Usually the details of lipid dissociation mechanism are not considered in these works and analyses going beyond the fixed charge assumption, incorporating direct lipid charge dissociation models, are less common but have been nevertheless invoked when modelling the flexoelectric properties of membranes Petrov (1999). In fact Langmuir adsorption isotherm was used to estimate the change in the surface density of counterions on the inner and outer leaflet surface of the phospholipid membrane induced by the coupling between curvature and electrostatics Hristova et al. (1991).

In what follows we will present a detailed analysis of the charge regulation effects in a system, see Fig. 1, comprised of a single spherical unilamellar lipid vesicle of a fixed phospholipid membrane thickness w4nmw\simeq 4\,\mathrm{nm}, dielectric constant εp5\varepsilon_{p}\simeq 5 and a variable inner radius RR, immersed in a simple univalent aqueous electrolyte solution, of dielectric constant εw80\varepsilon_{w}\simeq 80. We will use the full Poisson-Boltzmann (PB) theory to evaluate the electrostatic part of the free energy, as well as the often invoked and easier to implement linearized Debye-Hückel (DH) theory in the second order curvature expansion approximation. This will allow us to ascertain which effects are non-linear in nature as far as electrostatics is concerned. We will show that charge regulation of an otherwise symmetric bilayer membrane induces three important phenomena: charge symmetry breaking, non-linear flexoelectricity and anomalous curvature dependence of free energy and that in general the pH effects go beyond the paradigm of electrostatic renormalization of the mechano-elastic properties of membranes.

The outline of the paper is as follows: In Sec. II, we describe the details of the charge regulation model and formalism for this study. Section III is devoted for the results of the study. Finally, the discussion of the results of the curvature effects in charge-regulated lipid bilayers is given in Sec. IV.

II Model and formalism

II.1 Model

The description of charge regulation is model specific and there is no universal model that would be applicable to any situation encountered in biophysical systems. We base our model on the preponderance of three different types of interactions that can be deemed as important in the context of ionizable lipids: (i) electrostatic interactions, (ii) non-electrostatic adsorption interactions and (iii) adsorption site entropy.

We consider a charged spherical vesicle with a salt solution on the two sides of its bilayer membrane as shown in Fig. 1. The inner and the outer radii of the charged shell are given by R1=RR_{1}=R and R2=R+wR_{2}=R+w, respectively. While the model considers a globally curved vesicle, it nevertheless provides also some insight into the local curvature deformations which are formally much less accessible to detailed calculations. The connection is analogous to the global and local curvature effects in stiff polyelectrolytes such as DNA Le Bret (1982).

The lipid bilayer is composed of two charge-regulated monolayers with charge densities σ1,2\sigma_{1,2}. These charge densities stem from (de)protonation reactions or dissociation/adsorption of mobile charges taking place at chargeable sites present in each monolayer. We assume that n1,2n_{1,2} is the number of negative lipid heads per surface area and Θn1,2\Theta n_{1,2} is the number of neutral lipid heads per surface area of the inner and outer monolayers, respectively. The phospholipid bilayers are assumed to be incompressible (see Ref. Faizi et al. (2019) and references therein) so that

ni=n0(R0Ri)2,\displaystyle n_{i}=n_{0}\left(\frac{R_{0}}{R_{i}}\right)^{2},

where R0R_{0} is the radius of the neutral plane, Ri=R0±w/2R_{i}=R_{0}\pm w/2, while - and ++ occur for i=1i=1 and 22, and n0n_{0} is the dissociable lipid density at the neutral plane. To the lowest order in mean curvature and thickness of the bilayer ww, this can be expanded to obtain nin0(1±wR0+)n_{i}\simeq n_{0}\left(1\pm\frac{w}{R_{0}}+\dots\right).

Furthermore, η1,2\eta_{1,2} are the fractions of the neutral lipid heads where the adsorption/desorption of cations can take place on the inner and outer monolayers, respectively. By definition, η1,2[0,1]\eta_{1,2}\in[0,1]. ee is the elementary charge (e>0e>0). Note that here we have modified the model discussed in Majee et al. (2018). The connection between lipid density, charge density and adsorbed fraction is as follows:

σi=nie+Θnieηi.\displaystyle\sigma_{i}=-n_{i}e+\Theta n_{i}e\eta_{i}. (1)

In our model, σ1,2\sigma_{1,2} and η1,2\eta_{1,2} are assumed to be uniform over the two constituting monolayers of the membrane, and we specifically consider the case Θ=2\Theta=2 for simplicity. This assumption reduces Eq. (1) to

σi=2nie(ηi12),\displaystyle\sigma_{i}=2n_{i}e\left(\eta_{i}-{\textstyle\frac{1}{2}}\right), (2)

with en1,2σ1,2en1,2-en_{1,2}\leq\sigma_{1,2}\leq en_{1,2}, implying that the charge of the membrane can change sign as a consequence of a mixture and different levels of dissociation of aionic and cationic lipid components as well as membrane embedded proteins, in general. Other choices of Θ\Theta are of course also possible depending on the exact composition of the bilayer and the pertaining dissociation constants. This does not, however, impact the qualitative features of our results. The Debye screening length (λD)(\lambda_{D}) varies from about 0.34nm0.34\,\mathrm{nm} to 10.75nm10.75\,\mathrm{nm} corresponding to the monovalent salt concentration ranging from 10.001M1-0.001\,\mathrm{M} Shojaei et al. (2016).

Table 1: Different variables and their meanings. α\alpha and χ\chi are dimensionless energies expressed in the units of the thermal energy and are of non-electrostatic origins.
Symbol Definition
n1,2n_{1,2} density of lipid headgroups
η1,2\eta_{1,2} fractions of charged lipids; 0η1,210\leq\eta_{1,2}\leq 1
ee elementary charge (e>0)(e>0)
σ1,2\sigma_{1,2} charge densities of the two monolayers; σi=2eni(ηi12)\sigma_{i}=2en_{i}\left(\eta_{i}-\frac{1}{2}\right)
R1,2R_{1,2} radius of the monolayers; R1,2=R,R+wR_{1,2}=R,R+w
ww width of the bilayer; w=R2R1w=R_{2}-R_{1}
α\alpha (de)protonation energy; α=(pKapH)ln10\alpha=\left(\mathrm{p}K_{a}-\mathrm{pH}\right)\ln 10
χ\chi lateral pair interaction energy of occupied neighboring sites
εw,p\varepsilon_{w,p} dielectric constants of water or lipid
β\beta inverse thermal energy; β=1/(kBT)\beta=1/\left(k_{B}T\right)
λD\lambda_{D} Debye screening length; λD2=εwε0/(2nIβe2)\lambda_{D}^{2}=\varepsilon_{w}\varepsilon_{0}/\left(2n_{I}\beta e^{2}\right)
κD\kappa_{D} inverse Debye length; κD=1/λD\kappa_{D}=1/\lambda_{D}
B\ell_{B} Bjerrum length; B=βe2/(4πεwε0)\ell_{B}=\beta e^{2}/\left(4\pi\varepsilon_{w}\varepsilon_{0}\right)
hh dimensionless curvature; h=1/(κDR)h=1/\left(\kappa_{D}R\right)
nIn_{I} bulk ionic strength
ψ\psi mean-field electrostatic potential

Charge regulation can be quantified either through the chemical equilibrium of dissociable sites at the bounding surface or through the surface free energy if the interactions between the solution charges and the surface is characterized by short-range ion-specific interactions Podgornik (2018). The latter seems more appropriate within the context of mean-field electrostatics.

In general, charge regulation is related to any non-trivial, i.e. non-zero, form of the surface free energy describing different models of surface-ion solution interactions Borkovec et al. (2001). The single site dissociation model can be related to van’t Hoff adsorption isotherm, Langmuir (Henderson-Hasselbalch) adsorption isotherm, Frumkin-Fowler-Guggenheim adsorption isotherm and others Podgornik (2018). Following the analysis of charged surfactant systems Harries et al. (2006) we base our phospholipid charge regulation model on the Frumkin-Fowler-Guggenheim isotherm Koopal et al. (2020) defined with the phenomenological free energy of adsorption sites at surface density nn in the units of thermal energy kBT=1/βk_{B}T=1/\beta as

βCR[η]=nA𝑑A[αη(𝝆)12χη(𝝆)2+η(𝝆)ln(η(𝝆))+(1η(𝝆))ln(1η(𝝆))],\displaystyle\beta{\cal F}_{CR}\left[\eta\right]=n\oint\limits_{A}dA\bigg{[}-\alpha\eta({{\bm{\rho}}})-\frac{1}{2}{\chi}\eta({{\bm{\rho}}})^{2}+\eta({{\bm{\rho}}})\ln(\eta({{\bm{\rho}}}))+(1-\eta({{\bm{\rho}}}))\ln(1-\eta({{\bm{\rho}}}))\bigg{]}, (3)

where the integral is over the surface with dissociable groups and 𝝆{{\bm{\rho}}} is the radius vector on this surface. For a spherical surface of radius RR, |𝝆|=R|{{\bm{\rho}}}|=R. The dimensionless parameters α\alpha and χ\chi, both expressed in thermal units in the above definition, are phenomenological and describe the non-electrostatic parts of the adsorption energy and of the surface lateral Flory interaction strength, respectively. A more general, non-local version of the latter would contribute a term,

A𝑑A12χη(ρ)2A𝑑A𝑑A12χ(ρρ)η(ρ)η(ρ),\displaystyle\oint_{A}dA~{}\frac{1}{2}\chi\eta(\rho)^{2}\longrightarrow\oint_{A}dAdA^{\prime}~{}\frac{1}{2}\chi(\rho-\rho^{\prime})\eta(\rho)\eta(\rho^{\prime}), (4)

to the free energy, which, however, we will not pursue in what follows, limiting ourselves to the simplified Frumkin-Fowler-Guggenheim isotherm of Eq. (3). In polymer solution theory and regular solution theory χ\chi is referred to as the Flory–Huggins interaction parameter while in the context of the Frumkin-Fowler-Guggenheim isotherm it is referred to as the Flory lateral interaction strength Koopal et al. (2020).

The dependence of the adsorption energy α\alpha on the bulk concentration of the dissociation product (e.g., p=p= protons, ions) is model specific Avni et al. (2018), but can be written as a sum of

α\displaystyle\alpha =Δg+μ=Δg+kBTlnap\displaystyle=\Delta g+\mu=\Delta g+k_{B}T\ln{a_{p}} (5)

where Δg\Delta g is the dissociation free energy difference, while the chemical potential μ=kBTlnap\mu=k_{B}T\ln{a_{p}} of the dissociation product is expressed through the absolute activity, apa_{p}, that contains also the excess part dependent on the contribution of electrostatic interactions, see Ref. Landsgesell et al. (2020). On the mean-field PB level the chemical potential is given by the ideal gas form, which does not take into account the electrostatic interactions, with the activity proportional to the concentration. Therefore in this case

α\displaystyle\alpha =kBTlnKa+kBTln[c+]\displaystyle=k_{B}T~{}\ln{K_{a}}+k_{B}T\ln{[c^{+}]} (6)

with the equilibrium constant KaK_{a}, defined standardly as Δg=kBTlnKa\Delta g=k_{B}T~{}\ln{K_{a}}. For protonation/deprotonation reactions corresponding to AH+A+H+\mathrm{AH}^{+}\rightleftharpoons\mathrm{A}+\mathrm{H}^{+} and A+H+AH\mathrm{A}^{-}+\mathrm{H}^{+}\rightleftharpoons\mathrm{AH} we then have μ=kBTln[H+]\mu=k_{B}T\ln{[\mathrm{H}^{+}]} and consequently

α\displaystyle\alpha =(pKapH)ln10,\displaystyle=\left(\mathrm{p}K_{a}-\mathrm{pH}\right)\ln 10, (7)

where now pH=log10[H+]\mathrm{pH}=-\log_{10}{[\mathrm{H}^{+}]}. In what follows we will use α\alpha to quantify the non-electrostatic surface interactions with the forms Eqs. (6),(7) implied for the general ion dissociation and protonation/deprotonation, respectively.

Furthermore, χ\chi, as in the related lattice regular solutions theories (e.g., the Flory-Huggins theory Teraoka (2002)) describes the short-range interactions between nearest neighbor adsorption sites on the macroion surface Avni et al. (2020). χ0\chi\geq 0 represents the tendency of protonated/deprotonated lipid headgroups on the macroion surface adsorption sites to phase separate into domains. The microscopic source of this lipid demixing energy could be due to some mismatch of head-group–head-group interactions, such as hydrogen bonding between neutral lipids, water-structuring forces, or nonelectrostatic ion-mediated interactions between lipids across two apposed bilayers for small interlamellar separations, see also Ref. Harries et al. (2006).

Adding the electrostatic energy, as will be done in the next section, our model will therefore incorporate all three fundamental interactions: electrostatic interactions, non-electrostatic interactions between the lipids and the solution ions as well as non-electrostatic interactions between the adsorbed ions, and the adsorption site entropy.

II.2 Electrostatic free energy

We start with the standard Poisson-Boltzmann free energy, or the Debye-Hückel free energy in the linearized case, that depends on the charges and the curvature. There are various ways to write down the PB free energy Markovich et al. (2021) and we choose the field description, with the radially varying electrostatic potential ψ(r)\psi(r) as the only relevant variable. The total electrostatic free energy of our model system is then

βES=\displaystyle\beta{\cal F}_{ES}= 𝑑V[12βεwε0(dψ(r)dr)2+2nI(coshβeψ(r)1)]\displaystyle-\int dV\left[\frac{1}{2}\beta\varepsilon_{w}\varepsilon_{0}\left(\frac{d\psi(r)}{dr}\right)^{2}+2n_{I}\big{(}\cosh{\beta e\psi(r)}-1\big{)}\right]
+βA1𝑑A1ψ(R1)σ1+βA2𝑑A2ψ(R2)σ2,\displaystyle+\beta\oint_{A_{1}}dA_{1}~{}\psi\left(R_{1}\right)\sigma_{1}+\beta\oint_{A_{2}}dA_{2}~{}\psi\left(R_{2}\right)\sigma_{2}, (8)

where nIn_{I} is the univalent electrolyte concentration in the bulk, R1=RR_{1}=R and R2=R+wR_{2}=R+w, while the equilibrium value of ψ(r)\psi(r) is obtained from the corresponding Euler-Lagrange equation. The volume integral extends over all the regions except the bilayer interior. The electrostatic part of the thermodynamic potential can then be written with the help of the Casimir charging formula (for details see Ref. Verwey and Overbeek (1948)) which allows one to write the full thermodynamic potential of the system in the form of a surface integral

βES(σ1,σ2,R)=βi=124πRi20σi𝑑σiψ(Ri,σi),\displaystyle\beta{\cal F}_{ES}(\sigma_{1},\sigma_{2},R)=\beta~{}\sum\limits_{i=1}^{2}4\pi R_{i}^{2}\int\limits_{0}^{\sigma_{i}}d\sigma_{i}~{}\psi\left(R_{i},\sigma_{i}\right), (9)

where i=1,2i=1,2 corresponds to inner/outer leaflets of the bilayer. In the above equation note the integral of the boundary potential over the surface charge densities, pertinent to the full non-linear PB theory. From here it also clearly follows that

βES(σ1,σ2)σi=β4πRi2ψ(Ri),\displaystyle\frac{\partial\beta{\cal F}_{ES}(\sigma_{1},\sigma_{2})}{\partial\sigma_{i}}=\beta~{}4\pi R_{i}^{2}~{}\psi\left(R_{i}\right), (10)

which we will invoke in the mean-field form of the charge regulation boundary conditions to be introduced later.

A common approach to electrostatic effects in membranes is via the DH approximation together with small curvature, second order expansion Andelman (1995); Fogden and Ninham (1999); Galassi and Wilke (2021). In the DH approximation, valid specifically for βeψ(r)1\beta e\psi(r)\ll 1, the corresponding expressions for the electrostatic free energy Eq. (8) simplifies considerably to

βES=12βεwϵ0𝑑V((dψ(r)dr)2+κD2ψ(r)2)+βA1𝑑A1ψ(R1)σ1+βA2𝑑A2ψ(R2)σ2,\displaystyle\beta{\cal F}_{ES}=-\frac{1}{2}\beta~{}\varepsilon_{w}\epsilon_{0}\int dV\Bigg{(}\left(\frac{d\psi(r)}{dr}\right)^{2}+\kappa_{D}^{2}\psi(r)^{2}\Bigg{)}+\beta\oint_{A_{1}}dA_{1}~{}\psi\left(R_{1}\right)\sigma_{1}+\beta\oint_{A_{2}}dA_{2}~{}\psi\left(R_{2}\right)\sigma_{2}, (11)

where the inverse square of the Debye screening length λD\lambda_{D} is given by

κD2=2nIβe2/εwε0\kappa_{D}^{2}=2n_{I}\beta e^{2}/\varepsilon_{w}\varepsilon_{0}

and the volume integral again extends over all the regions except the bilayer interior. Eq. (11) is then further reduced to

βES(σ1,σ2,R)=β2πi=12Ri2σiψ(Ri,σi),\displaystyle\beta{\cal F}_{ES}(\sigma_{1},\sigma_{2},R)=\beta~{}2\pi\sum\limits_{i=1}^{2}R_{i}^{2}\sigma_{i}\psi\left(R_{i},\sigma_{i}\right), (12)

since the potentials are linear functions of the charge density and the integrals over surface charge densities in the Casimir formula can be evaluated explicitly. Within the phospholipid core of the bilayer the electrostatic energy is simply

βES=12βεpε0𝑑V(dψ(r)dr)2+βA1𝑑A1ψ(R1)σ1+βA2𝑑A2ψ(R2)σ2,\displaystyle\beta{\cal F}_{ES}=-\frac{1}{2}\beta\varepsilon_{p}\varepsilon_{0}\int dV\left(\frac{d\psi(r)}{dr}\right)^{2}+\beta\oint_{A_{1}}dA_{1}~{}\psi\left(R_{1}\right)\sigma_{1}+\beta\oint_{A_{2}}dA_{2}~{}\psi\left(R_{2}\right)\sigma_{2}, (13)

where the volume integral now extends over the bilayer interior. While the free energies Eq. (8) and Eq. (11) imply the PB and the DH equation in the regions accessible to electrolyte ions Majee et al. (2016), respectively, Eq. (13) leads to the standard Laplace equation inside the lipid dielectric core.

The explicit DH expression for a charged spherical dielectric shell electrostatic free energy as a function of the radius of curvature was obtained in an analytical form in Ref. Šiber and Podgornik (2007). This was expanded up to the inverse quadratic order in curvature in Eq. 23 of Ref. Shojaei et al. (2016). This is the analytical formula that we use in the DH part of our calculations. The second order curvature expansion was standardly taken as a point of departure for the electrostatic renormalization of the mechanical properties of membranes, such as surface tension and bending rigidity Winterhalter and Helfrich (1988); Mitchell and Ninham (1989); Lekkerkerker (1990); Duplantier et al. (1990); Harden et al. (1992). The methodology of solving the non-linear PB theory is the same as used in our previous publications Majee et al. (2016, 2018, 2019, 2020) and will not be reiterated again.

II.3 Charge regulation free energy

Assuming that the inner and outer membrane surfaces are chemically identical we presume that the surface charge regulation process can be described by the Frumkin-Fowler-Guggenheim adsorption isotherm, including the adsorption energy, the interaction energy between adsorbed species and the site entropy.

The corresponding free energy is then given by Eq. (3) so that the charge regulation free energy density of the inner and outer membrane surfaces denoted by i=1,2i=1,2 read as

βCR(ni;ηi)=ni4πRi2[αηiχ2ηi2+ηilnηi+(1ηi)ln(1ηi)].\displaystyle\beta{{\cal F}_{CR}(n_{i};\eta_{i})}=n_{i}4\pi R_{i}^{2}\left[-\alpha\eta_{i}-\frac{\chi}{2}\eta_{i}^{2}+\eta_{i}\ln\eta_{i}+(1-\eta_{i})\ln(1-\eta_{i})\right]. (14)

This can be furthermore normalized w.r.t. the inner area 4πR24\pi R^{2} which is used later. Formally, the first two terms in the free energy are enthalpic in origin, while the other terms are the mixing entropy of charged sites with the surface area fraction η\eta and neutralized sites with the surface area fraction 1η1-\eta. The phenomenological constants of course contain enthalpic as well as entropic contributions from other microscopic order parameters which are not considered explicitly.

As we already stated, the dissociation constants of anionic phospholipids such as PS, PE, or PA lie in the region of 0pKa110\leq\mathrm{p}K_{a}\leq 11 Marsh (2013); Cevc (2018), while for cationic lipids such as DLin-KC2-DMA, DLin-MC3-DMA, DLin-DMA, DODMA, and DODAP the dissociation constants have been estimated to lie in the region of 5pKa75\leq\mathrm{p}K_{a}\leq 7 Carrasco et al. (2021). Assuming the possible pH to be in the interval 1pH121\leq\mathrm{pH}\leq 12, the corresponding adsorption energy parameter α\alpha would be within the interval 25α=(pKapH)ln10+25-25\lesssim\alpha=(\mathrm{p}K_{a}-\mathrm{pH})\ln 10\lesssim+25. The value of the Flory lateral interaction strength χ\chi is less certain and we are aware of only one instance where it was estimated from experimental data for ion induced lamellar-lamellar phase transition in charge regulated surfactant systems, where it can be on the order of a few 10 in dimensionless units of Eq. (14) Harries et al. (2006). These high values would be needed to overcome the electrostatic repulsion between similarly-charged lipids in this highly charged system. Without more detailed experimental input it thus seems reasonable to investigate the consequences of our theory for 30α30-30\leq\alpha\leq 30 and 0χ400\leq\chi\leq 40.

It is important to reiterate at this point that other charge regulation models are of course possible Podgornik (2018) and have been, apart from the protonation/deprotonation example, proposed for various dissociable groups in different contexts Borkovec et al. (2001). Our reasoning in choosing the particular Frumkin-Fowler-Guggenheim isotherm was guided by its simplicity in the way it takes into account the salient features of the dissociation process on the membrane surface, and the fact that the implied phenomenology has been analyzed before in the context of charged soft matter systems Harries et al. (2006).

II.4 The total free energy density, equilibrium charge configuration and flexoelectricity

Combining now the electrostatic free energy and the charge regulation free energy, we are led to the explicit form of the total free energy of our model system as

βtot(n1,n2;η1,η2;R1,R2)=βES(n1,n2;η1,η2;R1,R2)+βCR(n1;η1;R1)+βCR(n2;η2;R2).\displaystyle{\beta{\cal F}_{tot}(n_{1},n_{2};\eta_{1},\eta_{2};R_{1},R_{2})}={\beta{\cal F}_{ES}(n_{1},n_{2};\eta_{1},\eta_{2};R_{1},R_{2})}+{\beta{\cal F}_{CR}(n_{1};\eta_{1};R_{1})+\beta{\cal F}_{CR}(n_{2};\eta_{2};R_{2})}. (15)

In order to find the equilibrium state of the system, the total free energy Eq. (15) then needs to be minimized with respect to the variables η1,2\eta_{1,2}. Introducing the dimensionless total free energy as

~=totκDβe2εwε0tot×(4πκDB)\displaystyle\tilde{\cal F}=\frac{{\cal F}_{tot}\kappa_{D}\beta e^{2}}{\varepsilon_{w}\varepsilon_{0}}\equiv{\cal F}_{tot}\times(4\pi\kappa_{D}\ell_{B}) (16)

where κD=λD1\kappa_{D}=\lambda_{D}^{-1} is the inverse Debye screening length and B\ell_{B} is the Bjerrum length, it can be derived that ~\tilde{\cal F} depends only on the dimensionless electrostatic potential u=βeψu=\beta e\psi, dimensional radial coordinate x=κDrx=\kappa_{D}r and dimensionless surface density

n~1,2=n1,2βe2κDεwε0=n1,2×(4πλDB),\displaystyle\tilde{n}_{1,2}=\frac{n_{1,2}~{}\beta e^{2}}{\kappa_{D}\varepsilon_{w}\varepsilon_{0}}=n_{1,2}\times(4\pi\lambda_{D}\ell_{B}), (17)

and thus

~=~(x1,x2,n~1,n~2;η1,η2).\displaystyle\tilde{\cal F}=\tilde{\cal F}\left(x_{1},x_{2},\tilde{n}_{1},\tilde{n}_{2};\eta_{1},\eta_{2}\right). (18)

Instead of the x1,2=κDR1,2x_{1,2}=\kappa_{D}R_{1,2} one can just as well introduce h1/(κDR)h\equiv 1/(\kappa_{D}R) and κDw\kappa_{D}w, assuming R1=R,R2=R+wR_{1}=R,R_{2}=R+w, which is what we will do when plotting and analyzing the figures. The minimization of ~\tilde{\cal F} with respect to η1,η2\eta_{1},\eta_{2}, corresponding to thermodynamic equilibrium, then yields the degrees of dissociation on both membrane surfaces as a function of parameters x1,x2,n~1,n~2x_{1},x_{2},\tilde{n}_{1},\tilde{n}_{2}, i.e. the curvature and the surface density of the dissociable lipids.

As will become clear when we present the numerical results, for some values of these parameters the equilibrium can be characterized as a charge symmetry broken state, corresponding to η1η2\eta_{1}\neq\eta_{2}. In that case the two surfaces have different charge or can even become oppositely charged.

The existence of charge symmetry broken states of a curved membrane has important consequences, among which flexoelectricity deserves special attention Petrov (1999); Ahmadpoor and Sharma (2015). Flexoelectricity is a general mechano-electric phenomenon in liquid crystal physics but has important consequences specifically in the context of lipid membranes as argued by Petrov and collaborators Petrov (2002, 2006). In the small deformation continuum limit regime, the induced flexoelectric polarization is proportional to the membrane curvature and a simple Langmuir isotherm based charge regulation model was invoked as a possible microscopic origin for the flexoelectric coefficient in the seminal work of Derzhansky and coworkers Hristova et al. (1991). The magnitude of the out-of-plane flexoelectric surface polarization density pSp_{S} is defined as

pS|σ1σ2|w,p_{S}\sim|\sigma_{1}-\sigma_{2}|w, (19)

being proportional to the difference in the surface charge densities. In the linear theory the surface polarization density, as well as the difference in the two surface charge densities, are proportional to the curvature of the membrane Petrov (1999), but - as we will see - this is not generally the case for charge regulated membranes which would then present a case of soft non-linear flexoelectricity Deng et al. (2014) or at least flexoelectricity with variable flexoelectric coefficient.

II.5 Charge regulation boundary condition

The thermodynamic equilibrium is now obtained by minimizing the free energy Eq. (15). We get two equations that correspond to charge regulation boundary conditions for i=1,2i=1,2

ES(σ1,σ2)σiσiηi+CR(ηi)ηi=0.\displaystyle\frac{\partial{\cal F}_{ES}(\sigma_{1},\sigma_{2})}{\partial\sigma_{i}}\frac{\partial\sigma_{i}}{\partial\eta_{i}}+\frac{\partial{\cal F}_{CR}(\eta_{i})}{\partial\eta_{i}}=0. (20)

By taking into account Eqs. (2) and (10), as well as the form of the charge regulation free energy Eq. (14) we then derive the dissociation isotherm as

lnηi(1ηi)=α+χηi2βeψi=V(ηi,ψi),\displaystyle\ln{\frac{\eta_{i}}{(1-\eta_{i})}}=\alpha+\chi\eta_{i}-2\beta e\psi_{i}=V({\eta_{i}},\psi_{i}), (21)

which can be solved for ηi=ηi(α,χ,ψi)\eta_{i}=\eta_{i}(\alpha,\chi,\psi_{i}). From the above equation, combined with Eq. (5) it follows that on the mean-field level electrostatic interactions directly renormalize the dissociation equilibrium constant pKaln10pKaln102βeψ\mathrm{p}K_{a}\ln{10}\longrightarrow\mathrm{p}K_{a}\ln{10}-2\beta e\psi. The above boundary condition corresponds to the Frumkin-Fowler-Guggenheim adsorption isotherm Podgornik (2018); Koopal et al. (2020) which is often invoked as a model in charge regulation problems Majee et al. (2018, 2019); Avni et al. (2019, 2020). In terms of the surface charge density, Eq. (2), the adsorption isotherm for protonation (++ charge, basic headgroups) and for deprotonation (- charge, acidic headgroups) can be obtained as

σi(e)=enie±V(ηi,ψi)1(e±V(ηi.ψi)+1),\displaystyle\sigma_{i}(e)=en_{i}\frac{e^{\pm V({\eta_{i},\psi_{i}})}-1}{\left(e^{\pm V({\eta_{i}.\psi_{i}})}+1\right)}, (22)

with i=1,2i=1,2 still standing for the inner and outer surface of the membrane, while ee is positive/negative for basic/acidic headgroups. Obviously the charged/uncharged state of the protonized/deprotonized lipid headgroups corresponds to a different sign of α\alpha and χ\chi.

The boundary condition derived above, together with the solution of either full PB equation or the linearized DH version for the electrostatic potential constitute the basic equations of our model the solutions of which we address next.

III Results

For all the numerical evaluations presented herein, we have used typical system parameters such as the Bjerrum length B=0.74nm\ell_{B}=0.74\,\mathrm{nm}, the membrane thickness w=4nmw=4~{}{\rm nm}, the dielectric constant of water εw=80\varepsilon_{w}=80 and that of the lipid as εp=5\varepsilon_{p}=5. For the dimensionless lipid density at the neutral plane, n~0\tilde{n}_{0}, defined in Eq. (17), we took a reasonable value n~0=7.65\tilde{n}_{0}=7.65 which for an aqueous uni-univalent electrolyte solution of 140mM140\,\mathrm{mM} salt concentration (inverse Debye length κD=1.215nm1\kappa_{D}=1.215\,\mathrm{nm}^{-1}, or equivalently, screening length λD=0.823nm\lambda_{D}=0.823\,\mathrm{nm}), corresponds to n0=1nm2n_{0}=1\,\mathrm{nm}^{-2}. With fixed n~0\tilde{n}_{0}, because of the scaling relations, Eq. (17), changing the screening length implies also changing the lipid density at the neutral plane, n0n_{0}.

In making sense of the numerical results we need to take due cognizance of the fact that our continuous electrostatic formulation remains valid only for radii of curvature much larger then the thickness of the membrane, RwR\gg w. Because all of the distances are scaled by the Debye length this furthermore implies that once the screening length is chosen, the numerical results are consistent only for h×(κDw)1h\times(\kappa_{D}w)\ll 1.

The two interaction parameters α\alpha and χ\chi can be varied within relevant ranges, 30α30-30\leq\alpha\leq 30 and 0χ400\leq\chi\leq 40 as argued before. In order to convert the dimensionless paramaters to physical ones, we note from Eq. (7) that (pKapH)=α/ln10(\mathrm{p}K_{a}-\mathrm{pH})=\alpha/\ln 10 and χ\chi is given in thermal units. In addition, we also present the differences between the full non-linear PB theory and the linearized DH theory expanded to the second order in the curvature of the membrane. This comparison is important since the linearized DH theory expanded to second order in curvature is often used to quantify the electrostatic and curvature effects in membranes Safinya and Radler (2021). Clearly both calculations exhibit similar qualitative features, but can be quantitatively quite different. We scan the parameter space in order to identify the important phenomena connected with charge regulation, which is our primary focus here, but do not specifically apply our model to any particular lipid membrane system.

From our previous works Majee et al. (2018, 2019) on two CR surfaces interacting across an electrolyte solution we know that depending upon the values of the parameters α\alpha and χ\chi the Frumkin-Fowler-Guggenheim adsorption isotherm can lead to a charge symmetry breaking transition, corresponding to unequal equilibrium charge of two surfaces. This happens as a result of a competition among the three major interactions present in the system: the adsorption energy of ions or protons onto the charge-regulated surfaces, interaction of neighboring protonated sites on the surface and the electrostatic interaction between two charge-regulated surfaces. While the last one is at play only for a pair of surfaces, the former two are relevant even for a single CR surface and it can be shown that they lead to equally deep minima of the grand potential for charge densitites differing in magnitude as well as in sign for each CR surface in the absence of the other. A pair of interacting surfaces then automatically adopts an asymmetric charge distribution owing to an electrostatic-attraction-mediated reduction of the system energy. The charge asymmetry was found to be highest around the line χ=2α\chi=-2\alpha and the charge symmetry broken region persisted also in the neighborhood of this line in the earlier works Majee et al. (2018, 2019). The present case, describing a dielectric layer sandwiched between electrolyte layers, differs from the model of Ref. Majee et al. (2018), pertinent to an electrolyte layer sandwiched between dielectric layers in the sense that the region between the two charged phospholipid leaflets is a dielectric, impermeable to electrolyte ions, while the electrolyte solution fills the rest of the space. The salient features of the charging behavior thus display a rather different behavior.

In fact while in our system we still find a symmetry breaking transition in the charging fractions, η1,2\eta_{1,2}, the symmetry broken charge region and the symmetric charge regions occupy switched places in the (α,χ)(\alpha,\chi) "phase diagram" if compared to the case of Ref. Majee et al. (2018); the line χ=2α\chi=-2\alpha and its neighborhood thus corresponds to the symmetric charge region, while the rest of the "phase diagram" is symmetry broken. In addition, the extent of the symmetric region also depends on the curvature of the membrane, hh, in such a way that the larger the curvature the larger is the extent of the charge symmetry broken region. This trend starts already at very small values of curvature. We now elucidate these statements in all the relevant detail.

We note that the parameters relevant for the plots are the dimensionless dissociation energy α\alpha, the dimensionless lateral pair interaction energy of occupied neighboring sites χ\chi, and the dimensionless curvature hh, see Table 1 for definitions. As already stated, when converting from dimensionless to physical quantitites, once the screening length is chosen, one can only consider numerical results for h×(κDw)1h\times(\kappa_{D}w)\ll 1.

Refer to caption
Figure 2: The fraction η1,2\eta_{1,2} of neutral lipid heads that are charged as function of the dimensionless adsorption/dissociation energy α\alpha at two different values of the strength χ\chi of in-plane interaction between charged lipid heads for the dimensionless curvature h=0.02h=0.02. Both α\alpha and χ\chi are expressed in the units of the thermal energy kBTk_{B}T. As one can infer from the plots, the discontinuous transition in at least on of the η1,2\eta_{1,2} starts to show up at a smaller χ\chi-value within PB theory compared to that within the DH theory. In addition, the results also show symmetry-broken states (η1η2\eta_{1}\neq\eta_{2}) for χ=20\chi=20 within the PB theory and for both choices of the χ\chi-parameter within the DH theory.

The two charge fractions η1,2\eta_{1,2} as a function of α\alpha are displayed for different χ\chi and a fixed membrane curvature hh in Fig. 2. Clearly, for χ=20\chi=20 even at the small curvature h=0.02h=0.02 (corresponding to R=41.15nmR=\rm 41.15~{}nm), both the PB and DH results show a pronounced charge asymmetry, which becomes even more prominent for higher values of hh, see Fig. 3 for details. This charge asymmetry corresponds to the charge symmetry breaking in the bilayer. In addition, the charge fractions are not only different but can exhibit a discontinuous transition as a function of α\alpha. For χ=20\chi=20 only the PB results show this transition for η2\eta_{2}, whereas the DH results do not; for χ=35\chi=35 the PB results show a discontinuity for both η1\eta_{1} and η2\eta_{2}, while the DH results show a discontinuity only for η2\eta_{2} in the charge state of the lipids. As the curvature is increased the system remains in a charge symmetry broken state between the outer and inner leaflets of the membrane. We therefore conclude that for a spherical vesicle with finite, even if small, curvature the charge regulation standardly leads to a charge symmetry broken state. As a result the values for the charge fractions of the inner and the outer membrane layer differ even if the two leaflets of the lipid membrane are chemically identical. In addition, depending on the values of the charge regulation model parameters and curvature, the dependence of η1,2\eta_{1,2} on either α\alpha or χ\chi can be continuous or discontinuous.

Refer to caption
Figure 3: The variation of the absolute value of the difference of the charge densities at the two surfaces of the bilayer, |σ1σ2||\sigma_{1}-\sigma_{2}|, expressed in the units of e/nm2e/\mathrm{nm}^{2}, as function of α\alpha and χ\chi for four different choices of the curvature h=0.1, 0.5, 1.0, 2.0h=0.1,\,0.5,\,1.0,\,2.0 obtained within the DH theory (left panels) as well as within the PB theory (right panels). The white regions in each plot correspond to symmetric states with σ1=σ2\sigma_{1}=\sigma_{2} whereas the colored regions correspond to asymmetric states with σ1σ2\sigma_{1}\neq\sigma_{2}.

In order to be able to analyze the dependence of the charge densities σ1,σ2\sigma_{1},\sigma_{2} of the two membrane leaflets on the charge regulation parameters, we present a phase diagram in Fig. 3 that shows the variation of |σ1σ2||\sigma_{1}-\sigma_{2}| as a function of α[20,20]\alpha\in[-20,20] and χ[0,40]\chi\in[0,40] for h=0.1,0.5,1.0,h=0.1,0.5,1.0, and 2.02.0. The (white) regions, corresponding to charge symmetric states of the two leaflets, are clearly discerned and their location and extent depends on α\alpha and χ\chi, as well as on the the bilayer curvature hh, which obviously has a profound effect on the charge state of the bilayer, i.e., on the value of |σ1σ2||\sigma_{1}-\sigma_{2}|. We reiterate that in the previous work Majee et al. (2018, 2019) the symmetry broken region was centered on the line χ=2α\chi=-2\alpha, while in the present case it is the symmetric state which is centered on that line, while the rest of the phase diagram corresponds to a symmetry broken state.

Refer to caption
Figure 4: Variations of the differences in the charge densities, σ1σ2\sigma_{1}-\sigma_{2}, expressed in the units of e/nm2e/\mathrm{nm}^{2}, as function of the curvature hh for different combinations of the α\alpha and the χ\chi parameters with α\alpha being always negative (corresponding to a favorable adsorption free energy for the protons onto the vesicle surfaces). Within both the theories (DH theory in the upper panel and PB theory in the lower panel) the results are qualitatively the same, i.e., for α\alpha and χ\chi satisfying the relation χ=2α\chi=-2\alpha, the charge density difference σ1σ2\sigma_{1}-\sigma_{2} shows a discontinuous transition from a finite non-zero value to zero as the curvature hh is increased. However, for other combinations of the α\alpha and χ\chi parameters, the charge density difference σ1σ2\sigma_{1}-\sigma_{2} do not show any such discontinuous transition.

In addition, for h=0.1h=0.1, we actually see not one but three regions of charge symmetric states, corresponding to σ1=σ2\sigma_{1}=\sigma_{2} (indicated by white color in Fig. 3, almost coinciding for both non-linear PB and linear DH calculations. From the phase diagram it is difficult to see what the three symmetric branches correspond to, but we will later show that they correspond to the change in sign of the charge density difference, σ1σ2\sigma_{1}-\sigma_{2}. Among the regions with charge symmetry, the one centered on χ=2α\chi=-2\alpha (the middle region) passes through almost the same range of α\alpha for both calculations. At h=0.5h=0.5, the line χ=2α\chi=-2\alpha fully passes through the range α[20,0]\alpha\in[-20,0] in the DH theory, while in the PB theory, the line is terminated at α16\alpha\approx-16. Further increasing the dimensionless curvature to 1.01.0 and beyond, the line is terminated at α=20\alpha=-20 for both theories. The more pronounced asymmetric states in Fig. 3 of the PB case extend over a broader region than for the DH case at h=0.1h=0.1 and 0.50.5. With increasing hh up to 1.01.0 and higher, the phase diagram shows clearly that only the PB case can exhibit the highest asymmetry (represented by dark blue color, while the DH solution remains broadly less asymmetric. Also the PB theory exhibits a wider range of |σ1σ2||\sigma_{1}-\sigma_{2}| values than the DH solution.

Refer to caption
Figure 5: Variations of the differences in the charge densities, σ1σ2\sigma_{1}-\sigma_{2}, expressed in the units of e/nm2e/\mathrm{nm}^{2}, as function of the curvature hh for different combinations of the α\alpha and the χ\chi parameters with α\alpha being always positive. Within both the theories (DH theory in the upper panel and PB theory in the lower panel), one observes a similar trend, i.e., the charge density difference σ1σ2\sigma_{1}-\sigma_{2} increases initially to reach a maximum, then goes down and increases again following a minimum. Within the range of hh considered here, the results obtained within the DH theory shows the occurrence of a second maximum as well.

We now turn our attention to the details of the curvature dependence of the charge state of the membrane. At the beginning a caveat is in order: smaller values of the curvature are only accessible in the DH approximation, whereas the solution of the full PB theory take unreasonably long time because the system size has to be increases concurrently with the decrease in curvature. It is for this reason that the curvature dependence in the PB theory is truncated at finite values of curvature.

The curvature dependence of the difference between the inner and outer charge density, σ1σ2\sigma_{1}-\sigma_{2}, for negative and positive values of α\alpha is fully displayed in Figs. 4 and 5, respectively. Obviously this dependence is fundamentally non-monotonic, including the changes of sign. For negative values of α\alpha, see Fig. 4, the difference σ1σ2\sigma_{1}-\sigma_{2} is a non-monotonic function of the curvature exhibiting regions of unbroken charge symmetry, corresponding to σ1=σ2\sigma_{1}=\sigma_{2}, as well as regions of broken charge symmetry with σ1σ2\sigma_{1}\neq\sigma_{2}, with the difference between the two surface charge densities varying from positive values to negative values on increasing the curvature. In fact this behavior can be seen clearly also in Fig. 3 where it corresponds to a curvature cut through the three lines of charge symmetry for a fixed (α,χ)(\alpha,\chi) combination in the phase diagram. Clearly for a sufficiently negative α\alpha, e.g. for (α,χ)(\alpha,\chi) combination (20,5)(-20,5), the difference between the inner and outer charge density, σ1σ2\sigma_{1}-\sigma_{2} ceases to change sign within both the theories, but their non-monotonic behavior is still retained. The two thus represent separate features of the charging state of the curved bilayer. The behavior for the positive values of α\alpha, see Fig. 5, differs significantly. For a variety of (α,χ)(\alpha,\chi) cuts through the phase diagram we detect here no changes in sign for the difference between the inner and outer charge density, but we do see remarkable non-monotonicity in its dependence on curvature with very clear-cut differences between the PB and DH results. Nevertheless, σ1σ2\sigma_{1}-\sigma_{2} seems to increase for small curvature, reaching a local maximum, then dropping and increasing again but less steeply for larger curvatures. As for the range of curvatures that we display on Fig. 5, one also needs to consider the inherent limitations of the continuum assumptions which form the basis of the present calculations and the curvature should not be extended to arbitrary large values.

The curvature dependence of the difference in surface charge density between the inner and outer leaflet, σ1σ2\sigma_{1}-\sigma_{2}, implies the existence of a dipolar moment in the direction of the normal of the bilayer, see Eq. (19), and therefore also the existence of flexoelectricity, but with a variable magnitude and sign of the flexoelectric coefficient. Clearly, the region of a simple proportionality between the bilayer polarization and curvature is limited and depends crucially on the charge regulation parameters.

For α>0\alpha>0, Fig. 5, the difference σ1σ2\sigma_{1}-\sigma_{2} does not in general change sign, but remains nevertheless non-monotonic so that the system remains in a broken charge symmetry state for all indicated values of the charge regulation parameters α\alpha and χ\chi. The calculations seem to indicate two separate regions of approximately linear flexoelectricity, but with flexoelectric coefficients of different magnitude: one at small curvatures (below h0.5h\simeq 0.5 for PB calculations and h0.1h\simeq 0.1 for DH calculations) and another one at larger curvatures (above h0.75h\simeq 0.75 for PB calculations and h0.2h\simeq 0.2 for DH calculations), until finally σ1σ2\sigma_{1}-\sigma_{2} varies only weakly with curvature.

For α0\alpha\ll 0, Fig. 4, the situation seems more complicated and also the differences between the PB and DH calculations more evident. There appears a linear flexoelectric regime at very small curvatures that changes sign for larger curvatures (evident for e.g. α,χ=20,5\alpha,\chi=-20,5 or 10,10-10,10 case for PB and DH calculations, Fig. 4). As χ\chi is increased the linear flexoelectric regime for small curvatures is eventually cut short for large enough curvatures and the system fully restores its charge symmetry with vanishing flexoelectricity (evident for e.g. α,χ=15,30\alpha,\chi=-15,30 case for PB and DH calculations, Fig. 4). Since the PB calculation cannot probe the regime of very small curvature because of numerical problems we can rely only on the DH results that show a vanishing flexoelectricity also for very small curvatures at not too large α<0\alpha<0 and χ>0\chi>0. The non-linear features of flexoelectricity just described are pertinent to the charge regulation model which takes into account certain salient features of the phospholipid protonation/deprotonation or other charge dissociation reactions at the membrane-electrolyte solution boundary. They do not appear in fixed charge models of membrane electrostatics. Furthermore it is clear that the property of flexoelectricity depends crucially on the membrane dissociation properties as well as the solution conditions, and is thus far from being a universal property of the membrane composition.

Refer to caption
Figure 6: Variations of the electrostatic part ES\mathcal{F}_{ES} of the free energy per unit inner surface area 4πR24\pi R^{2}, expressed in the units of kBT/nm2k_{B}T/\mathrm{nm}^{2}, as function of the curvature hh for different α\alpha and χ\chi values. For a given (α,χ)(\alpha,\chi) parameter combination, the results obtained within the linearized PB or DH theory are plotted using red dashed lines whereas those obtained using the nonlinear PB theory are plotted using solid blue lines. Contrary to the widely used approximation, ES/4πR2\mathcal{F}_{ES}/4\pi R^{2} does not in general show a h2h^{2}-dependence. While it does mostly vary h2\propto h^{2} or (hh0)2{\propto(h-h_{0})^{2}} for α>0\alpha>0, the situation is richer for α<0\alpha<0 involving the presence of multiple minima and even vanishing contribution corresponding to charge-neutral surfaces for sufficiently large curvature values.

We finally examine the hypothesis that the electrostatic effects in membrane can be reduced to a renormalized spontaneous curvature and renormalized bending rigidity, standardly invoked in the context of electrostatic interactions in phospholipid membranes Andelman (1995); Faizi et al. (2019); Shojaei et al. (2016). In Fig. 6 we plot the curvature dependence of the equilibrium electrostatic surface free energy density as obtained from the linearized DH or fully non-linear PB theory. If indeed the electrostatic effects could be reduced solely to renormalized values of the bending rigidity and spontaneous curvature, then the curvature dependence of the equilibrium electrostatic surface free energy density should show a parabolic dependence centered at the spontaneous curvature. What we observe in Fig. 6 corroborates this expectations but only for positive values of α\alpha. In general, and in particular for negative values of α\alpha, however, the curvature dependence exhibits a behavior quite different from these expectations. In this case one observes, see Fig. 6, multiple curvature minima and in some cases a vanishing value of the electrostatic free energy as both surfaces become completely neutralized. The paradigm of renormalized spontaneous curvature and renormalized bending rigidity has thus only a limited validity and its range of applicability depends again crucially on the phospholipid dissociation properties and solution conditions. The membrane composition, affecting the two charge regulation parameters, indeed plays a role in the curvature properties but so do the bathing solution conditions that collectively determine the nature and magnitude of electrostatic effects.

IV Discussion

There are of course a plethora of works based on molecular and coarse grained simulations of lipid bilayers and their interactions Feller (2000); Wang and Deserno (2010); Bruhn et al. (2016); Joshi and Deshmukh (2021) but none of these studies exhaustively explored the contribution of electrostatic interactions to the charge states of dissociable lipid headgroups Schlich et al. (2021). Even in the most accurate parametrization of the lipid molecular force fields that take into account the dissociation state of the lipid headgroup through the partial charges, the charge regulation, i.e., the dependence of the dissociation state on the local bathing solution conditions, is usually not considered Yu et al. (2021). To include the effects discussed in our paper one would need to implement the charge dissociation reactions explicitly into the simulation scheme along the lines of recent advances in the simulation techniques for reaction ensembles Landsgesell et al. (2020); Curk et al. (2022). Inclusion of the explicit charge regulation model into the detailed mean-field electrostatic theory applied to a curved phospholipid bilayer membrane allowed us to uncover and analyse several effects that have heretofore remained outside the paradigm of electrostatic renormalization of the membrane mechanical properties Faizi et al. (2019).

The first effect depending on the detailed charge regulation mechanism is the charge symmetry breaking, leading to unequal charges of the inner and outer phospholipid membrane surface even if - and this is important - they be chemically identical, i.e. described by the same free energy parameters. This effect was first observed in the case of membranes interacting across an electrolyte solution Majee et al. (2018, 2019), however, the charge symmetry breaking for a curved bilayer differs from this case since the two charged surfaces in a membrane interact across a simple dielectric, and charge symmetry breaking is in some sense inverse to the case of interacting membranes. In the most drastic case the charge symmetry broken state can be characterized by one of the monolayers near neutral and only one charged (see the case corresponding to χ=20\chi=20 and α9\alpha\approx-9 in Fig. 2, for example).

The second important effect is the existence of non-linear flexoelectricity Deng et al. (2014), with flexoelectricity itself being well known and even explained by a type of charge regulation mechanism for membranes Hristova et al. (1991). While sophisticated electrostatic models have been formulated for flexoelectricity analysis Loubet et al. (2013), more detailed charge regulation description and full mean-field electrostatic theory indicate that the flexoelectric constitutive relation is in general not linear and in addition its form depends crucially on the charge regulation parameters. Only certain intervals of dissociation parameters would correspond coarsely to a linear flexoelectric constitutive relation, with dipolar moment proportional to the curvature Loubet et al. (2013). In general, however, the proportionality is non-linear or there might actually be no flexoelectricity for sufficiently large curvatures.

The last important modification in our analysis of the charge regulation effects is the dependence of the free energy on the curvature. As stated before, the prevailing paradigm is to see the electrostatic effects as commonly renormalizing the elasto-mechanical properties of the membrane, such as surface tension, curvature and bending rigidity (for a recent description see Ref. Faizi et al. (2019)). Our results indicate that this is not the complete story and that the free energy of a charge-regulated phospholipid membrane exhibits a much richer variety of curvature dependence. Only for a limited interval of the phospholipid dissociation parameters does one indeed observe a clear quadratic dependence on curvature that would be consistent with the electrostatic renormalization of the membrane elasto-mechanics.

The bilayer membrane asymmetry need not necessarily involve the obviously asymmetric protein distribution in biological membranes. It can also exhibit differences in lipid composition between the two leaflets Ingólfsson et al. (2014) or be a consequence of different solution conditions across the separating membrane Karimi et al. (2018). Based on our calculations we can state that even without any compositional asymmetry, or any solution asymmetry, the phospholipid dissociation coupled to electrostatic interactions and curvature would itself contribute an essential charge asymmetry to the otherwise completely symmetric membrane properties.

Experimentally, the very same model that we used above to describe the charge regulated membrane electrostatics was used to elucidate the liquid-liquid (LαLαL_{\alpha}\longrightarrow L_{\alpha^{\prime}}) phase transition observed in osmotic pressure measurements of certain charged amphiphilic membranes Harries et al. (2006). The phenomenon of charge symmetry breaking, that can induce attractions between chemically identical membranes, was argued to induce an attractive disjoining pressure in plant thylakoid membranes and photosynthetic membranes of a family of cyanobacteria Majee et al. (2019). We are thus confident that the charge regulation effects coupled to membrane curvature are real and could be detected in solutions of varying acidity and salt activity. While there is no lack in experiments probing the effects of pH on membrane properties of giant unilamellar vesicle such as a pH change induced vesicle migration and global deformation Kodama et al. (2016), vesicle polarization coupled to phase-separated membrane domains Staneva et al. (2012) and the effect of localized pH heterogeneities on membrane deformations Khalifat et al. (2011), a systematic quantitative comparison between expected pH-induced effects and observed membrane response is lacking. One of the reasons for this is that the pH-curvature coupling is complicated and non-linear, as we argued and demonstrated above. The phenomenology of this coupling presented in this work should help to elucidate the details of the pH effects and the role played by the dissociation mechanism in phospholipid membranes.

While the measured effective rigidity of lipid membranes seem to corroborate the paradigm of electrostatic renormalization of elasto-mechanical properties of membranes Faizi et al. (2019), the experimental work of Angelova and collaborators, quantifying the effects of pH changes on lipid membrane deformations, polarization and migration of lipid bilayer assemblies seem to present a more complicated picture Staneva et al. (2012); Kodama et al. (2016); Angelova et al. (2018). They demonstrated that a global or a local pH change can induce localized deformations of the membrane as well as the whole vesicle, polarization in membranes with phase separated lipid domains as well as whole vesicle migration. The models of pH effects used in this context are usually not based on explicit free energy contributions of charge dissociation, being the starting point of our work, but rather build upon assumed effective values of the membrane charges, and while the experimental studies do show the existence of different instabilities the detailed quantitative connection with our work is at present difficult to establish. Nevertheless, our elucidation of the coupling between the charging processes in lipid membranes and electrostatic interactions in general provide a solid underpinning for these type of phenomena which are clearly beyond the paradigm of electrostatic renormalization of elasto-mechanical properties of membranes.

Finally, our methodology and the model used have understandably and unavoidably many limitations. First of all, the limitations inherent in the PB continuum electrostatics, applying also to our theory, are well known and understood Markovich et al. (2021). The assumption of incompressibily is relatively standard in membrane physics but of course entails certain well recognized limitations Faizi et al. (2019). We only consider a quenched membrane state with fixed density and type of lipids, thus disregarding the annealing of the composition either by in plane diffusion or by trans-membrane flip-flops of different lipid species both associated presumably with large(er) time scales Hossein and Deserno (2020). We do not exactly specify the composition of the membrane, neither its lipid part nor, possibly even more important, the membrane protein counterpart Javidpour et al. (2021), aiming for salient characteristics of the behavior and disregarding the certainly important consequences of molecular identity Nap et al. (2014). We believe that irrespective of all these acknowledged limitations we uncover some features of membrane electrostatics which can be crucial in assessing and controlling the behavior of charged, decorated lipid vesicles.

V Acknowledgments

RP and PK acknowledge funding from the Key Project No. 12034019 of the National Natural Science Foundation of China and the 1000-Talents Program of the Chinese Foreign Experts Bureau and the School of Physics, University of Chinese Academy of Sciences.

References