Welcome to the Minh Lab

We are computational scientists who focus on chemical biology, the interactions between small molecules and biological macromolecules. We develop and apply new methods that may be helpful for structure-based drug design.

Much, but not all, of our effort is based on implicit ligand theory (ILT), a theoretical framework for binding free energies which David derived in 2012. Most binding free energy calculations involve computationally expensive molecular simulations of flexible binding partners. David showed that, in theory, equally good results may be achieved by computing free energies between flexible ligands and multiple rigid receptor configurations.

Some of our achievements are described below.

Physical Chemistry Chemical Physics 22, 12044--12057 (2020)

Although it is well-known that ligands are polarized by proteins, the magnitude of this effect had not been quantified in many systems. We evaluated the ligand polarization energy for several hundred protein-ligand complexes and showed that it is a large and highly variable component of the binding energy.

Journal of Computational Chemistry 41, 715--730 (2020)

The binding potential of mean force (BPMF), the binding free energy between a flexible ligand and a rigid receptor, is a critical ingredient for esimating binding free energies with implicit ligand theory. We have written software to precisely estimate this quantity and tested it on a diverse set of 85 protein-ligand complexes.

Journal of Chemical Information and Modeling 58, 1915--1925 (2018)

Although there are many ways to select representative snapshots from a molecular dynamics simulation to perform molecular docking, it has been unclear how to assess these methods. We pointed out that this procedure is an example of a statistical method, stratified sampling, and that the efficiency of stratification can be used to assess ensemble reduction methods.

Journal of Computational Chemistry 39, 621--636 (2018)

We have shown that the Fast Fourier transform can be used to calculate binding free energies using implicit ligand theory. Previously, the use of FFT in molecular docking was only to estimate interaction energies.

Journal of Biological Chemistry 292, 3039--3048 (2017)

We have identified the ubiquinone binding site in the bacterial ion pump NQR. This binding site is not obvious from the crystal structure. It is a possible target for structure-based drug design.

See article in IIT Today.

Journal of Chemical Theory and Computation 13, 4649--4659 (2017)

We have shown how to use constrained molecular dynamics, such as torsional dynamics, as a Monte Carlo move for molecular simulation. Previously, molecular simulations based on constrained dynamics would not sample from the appropriate distribution or not sample the entirely of configuration space.

See article in IIT Today.

Journal of Chemical Theory and Computation 13, 2930--2944 (2017)

We have performed large-scale protein-ligand binding free energy calculations using implicit ligand theory. Previously, implicit ligand theory was only applied to host-guest systems.

Journal of Chemical Theory and Computation 12, 2154--2161 (2016)

We have shown that if there are a sufficient number of states in a replica exchange simulation, the precise definition of states does not affect sampling efficiency. Previously, many scientists thought that the number of states in replica exchange should be carefully optimized.

This website contains information about: our research projects in fast binding free energy calculations, enhanced sampling methods, Bayesian analysis of binding experiments, and modeling metabolic enzymes from pathogenic bacteria; a complete list of our publications from the lab and David’s prior work; links to source code and data related to publications and classes; links to recommended software; a nascent scientific blog; some information about our members and alumni; some group photos; and finally information about visiting or joining the lab.

Our research has been supported by

National Institutes of Health

National Science Foundation

Robert E. Frey, Jr.


August 19, 2022

Congratulations, Stanley, for winning the Illinois Tech Outstanding Graduate Research Award from the College of Computing at the inaugural Illinois Tech Welcome Week Student Research Poster Day!

March 14, 2022

We presented an international workshop on modeling biological macromolecules at Simon Bolivar University in Barranquilla, Colombia.

March 3, 2022

Welcome to Qi, who is finishing up his Ph.D. with us.

January 10, 2021

Welcome to Jennifier and Sivanujan, our new Ph.D. students!

August 20, 2021

Congratulations, Ella, for being awarded the 2nd best chemistry poster at the Biology, Chemistry, Food Science and Nutrition, and Physics Departments Poster Day!

July 2, 2021

We organized an international workshop on modeling biological macromolecules.

June 15, 2021

David presents implicit ligand theory at the 2020 Workshop on Free Energy Methods in Drug Design.

December 7, 2020

David presents implicit ligand theory for the Theoretical and Computational Biophysics Group at UIUC.

August 24, 2020

Welcome to Jaycee, Joseph, Sophie, and Ella, our new Ph.D. students!

July 16, 2020

Oscar Juarez, Karina Tuz, and David file a patent for CROWNase, a potential COVID-19 treatment. The technology transfer office has made a nonconfidential summary available.

June 1, 2020

David designated as the inaugural Robert E. Frey, Jr. Term Chair in Chemistry.

April 6, 2020

Congratulations, Jim, on passing your Ph.D. qualifying exam!

March 1, 2020

Congratulations, Soohaeng, on your promotion to Research Assistant Professor!

December 29, 2019

Congratulations, Bing, on your postdoctoral position at the NIH!

September 11, 2019

David selected as one of 40 under 40 Chicago Scientists by Halo Cures.

April 16, 2019

David honored with a Junior Faculty Award.

April 5, 2018

David awarded tenure and promotion.

December 12, 2018

David honored with a College of Science Dean's Excellence Award.

August 16, 2018

We were awarded a NIH R01 grant for fast binding free energy calculations.

April 12, 2018

We published a new version of implicit ligand theory for relative binding free energies.

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