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Dr. Hai Lin


Multiscale Modeling and Simulations of Chemical Reactions in Complex Environments



Cutting-edge multiscale modeling and simulations help us explore molecular structures, reaction mechanisms, and underlying dynamics in the chemistry world. Many chemical reactions occur in complex environments, where the interactions and movements at different spatial and time scales often show distinct characteristics and require different levels of theory for proper treatments.


QM/MM methods describe a small primary region where reaction is taking place (e.g. an enzyme active site) by the sophisticated quantum theory and the interacting surroundings (e.g., protein matrix and bulk solvent) by classical molecular mechanics (Newtonian theory). By integrating the accurate quantum mechanics and the computationally efficient molecular mechanics, QM/MM offers realistic and effective descriptions for reactions in complex environments.


Unfortunately, conventional QM/MM methods have two notable limitations. First, no partial charge transfer is allowed between the quantum and classical subsystems, even though such electron delocalization is likely (e.g. when the two subsystems are connected through hydrogen bonds or polar covalent bonds). Second, all atoms are designated into either subsystem before a simulation starts, and the partition will not change during the simulation. However, as the reaction proceeds, it might be necessary to dynamically reclassify the atoms according to their changing roles.



We develop novel algorithms that overcome those critical limitations in conventional QM/MM. For example, we proposed the adaptive-partitioning QM/MM schemes that allow smooth transitions when atoms moving into or out of the quantum subsystem during molecular dynamics simulations. We also pioneered the flexible-boundary treatments that describe partial electron transfer between the quantum and classical subsystems based on chemical-potential equalization. Our ultimate goal is to establish an open boundary that permits on-the-fly exchange of both partial charges and atoms between the quantum and classical regions. The open boundary effectively turns the finite-size quantum subsystem infinite and can in principle continuously describe behavior of interest through any length of time, thus holding the promise for the utilization of small quantum subsystems and high-levels of quantum theory, which can potentially lead to new insights.


We have applied quantum and classical calculations to study chemical and biological processes of interest.

One application is the solvation and transport of ions and reactive species in solvent and across artificial membranes. These processes are essential to the functioning of battery and to catalysis, which are important in the development of new energy resources and new materials. 


Another application is ion pump and channel proteins. Currently, we are modeling translocations of chloride ion and proton through membrane by CLC chloride ion transport proteins, which are associated with a variety of critical physiological and cellular processes such as neuroexcitation, cell-volume regulation, organic solute transport, and muscle contraction.

LC chloride ion transport proteins

In collaboration with experimental biochemist Prof. Jefferson Knight from our department, we also investigate how calcium ions trigger the docking and insertion of the C2A domain of synaptotagmin-7 into a membrane; the synaptotagmin-7 protein regulates insulin secretion in pancreatic beta cells and is an important target for drug design in diabetes therapy.



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