Selected projects

CReM-agent

Agent-driven molecular optimization combining CReM transformations with molecular docking in a logged, restartable workflow.

  • AI agents
  • de novo design
  • CReM
  • docking

StreaMD

Open-source toolkit for automated setup, execution, restart, and analysis of molecular dynamics simulations across many biomolecular complexes.

  • molecular dynamics
  • GROMACS
  • workflow automation
  • HPC
  • protein-ligand analysis

CReM-opt

Docking-guided evolutionary molecular optimization using chemically constrained CReM fragment replacements.

  • de novo design
  • CReM
  • RDKit
  • docking

MIL-based QSAR modeling

Conformational-ensemble QSAR using multi-instance learning and chirality-aware 3D pharmacophore descriptors.

  • QSAR
  • conformers
  • multi-instance learning
  • 3D pharmacophores
  • RDKit

ChEMBL datasets collection

Automated retrieval and preprocessing of ChEMBL bioactivity data for QSAR modeling.

  • cheminformatics
  • data curation
  • ChEMBL
  • QSAR

HPC stats scripts

Utilities for summarizing CPU, GPU, memory, and efficiency for SLURM and PBS scheduled jobs.

  • HPC
  • SLURM
  • PBS
  • tooling

CACHE Challenge #1. Team participation

Prospective hit finding for the ligand-naive LRRK2-WDR domain using de novo design, docking, molecular dynamics, and MM/GBSA.

  • CACHE
  • de novo design
  • LRRK2
  • docking
  • molecular dynamics

Tubulin inhibitor SAR studies

Docking, molecular dynamics, and interaction analysis used to interpret experimental SAR for tubulin-targeting compound series.

  • molecular modeling
  • tubulin
  • protein-ligand analysis
  • collaboration

EasyDock

Contribution to a scalable and restartable molecular docking platform, my contribution was focused on the AutoDock Vina workflow.

  • docking
  • AutoDock Vina
  • workflow automation
  • Python