A review of mathematical representations of biomolecular data

DD Nguyen, Z Cang, GW Wei - Physical Chemistry Chemical Physics, 2020 - pubs.rsc.org
Recently, machine learning (ML) has established itself in various worldwide benchmarking
competitions in computational biology, including Critical Assessment of Structure Prediction …

MathDL: mathematical deep learning for D3R Grand Challenge 4

DD Nguyen, K Gao, M Wang, GW Wei - Journal of computer-aided …, 2020 - Springer
We present the performances of our mathematical deep learning (MathDL) models for D3R
Grand Challenge 4 (GC4). This challenge involves pose prediction, affinity ranking, and free …

Variational multiscale models for charge transport

GW Wei, Q Zheng, Z Chen, K Xia - siam REVIEW, 2012 - SIAM
This work presents a few variational multiscale models for charge transport in complex
physical, chemical, and biological systems and engineering devices, such as fuel cells, solar …

DG‐GL: Differential geometry‐based geometric learning of molecular datasets

DD Nguyen, GW Wei - International journal for numerical …, 2019 - Wiley Online Library
Motivation: Despite its great success in various physical modeling, differential geometry
(DG) has rarely been devised as a versatile tool for analyzing large, diverse, and complex …

A review of geometric, topological and graph theory apparatuses for the modeling and analysis of biomolecular data

K Xia, GW Wei - arXiv preprint arXiv:1612.01735, 2016 - arxiv.org
Geometric, topological and graph theory modeling and analysis of biomolecules are of
essential importance in the conceptualization of molecular structure, function, dynamics, and …

EISA-Score: Element Interactive Surface Area score for protein–ligand binding affinity prediction

MM Rana, DD Nguyen - Journal of Chemical Information and …, 2022 - ACS Publications
Molecular surface representations have been advertised as a great tool to study protein
structure and functions, including protein–ligand binding affinity modeling. However, the …

Multiscale, multiphysics and multidomain models I: Basic theory

GW Wei - Journal of Theoretical and Computational Chemistry, 2013 - World Scientific
This work extends our earlier two-domain formulation of a differential geometry based
multiscale paradigm into a multidomain theory, which endows us the ability to …

A review of mathematical modeling, simulation and analysis of membrane channel charge transport

D Chen, G Wei - arXiv preprint arXiv:1611.04573, 2016 - arxiv.org
The molecular mechanism of ion channel gating and substrate modulation is elusive for
many voltage gated ion channels, such as eukaryotic sodium ones. The understanding of …

A new Poisson–Nernst–Planck model with ion–water interactions for charge transport in ion channels

D Chen - Bulletin of mathematical biology, 2016 - Springer
In this work, we propose a new Poisson–Nernst–Planck (PNP) model with ion–water
interactions for biological charge transport in ion channels. Due to narrow geometries of …

Quantum dynamics in continuum for proton transport—Generalized correlation

D Chen, GW Wei - The Journal of Chemical Physics, 2012 - pubs.aip.org
As a key process of many biological reactions such as biological energy transduction or
human sensory systems, proton transport has attracted much research attention in …