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A new coarse-grained (CG) intermolecular force field is presented for a series of zwitterionic lipids. The model is an extension of our previous work on nonionic surfactants and is designed to reproduce experimental surface/interfacial properties as well as distribution functions from all-atom molecular dynamics (MD) simulations. Using simple functional forms, the force field parameters are optimized for multiple lipid molecules, simultaneously. The resulting CG lipid bilayers have reasonable molecular areas, chain order parameters, and elastic properties. The computed surface pressure vs area (π−A) curve for a dipalmitoyl phosphatidylcholine (DPPC) monolayer demonstrates a significant improvement over the previous CG models. The DPPC monolayer has a longer persistence length than a polyethyleneglycol (PEG) lipid monolayer, exhibiting a long-lived curved monolayer surface under negative tension. The …