Skip to content
View geet1210's full-sized avatar

Block or report geet1210

Block user

Prevent this user from interacting with your repositories and sending you notifications. Learn more about blocking users.

You must be logged in to block users.

Maximum 250 characters. Please don’t include any personal information such as legal names or email addresses. Markdown is supported. This note will only be visible to you.
Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
geet1210/README.md

Python Machine Learning GROMACS RDKit Drug Discovery AlphaFold2 QSAR NetworkX BioPython IMP

Geet Madhukar, PhD

Computational Structural Biologist | Integrative Modeling | MD Simulations | Building Open-Source Structural Biology Tools

Currently: Postdoctoral Research Associate University of New Hampshire


What I work on

  • Integrative structural modeling of multidomain protein complexes (AlphaFold2 → XL-MS → IMP/MODELLER → MD → CNA)
  • Conformational dynamics and allostery (PCA, DCCM, community network analysis)
  • ML-based QSAR modeling and cheminformatics for drug discovery
  • Chemical space analysis, scaffold SAR, and activity prediction
  • Structure-based virtual screening and molecular docking
  • Building reusable open-source algorithms for structural biology and integrative modeling

Tools & Technologies

GROMACS | NAMD | IMP | MODELLER | AlphaFold2 | PyMOL | XlinkX | GOLD | GLIDE | AutoDock | Python | BioPython | RDKit | Scikit-learn | XGBoost | NetworkX | Scanpy | Git


Featured Repositories

🔬 Integrative-Structural-Modeling — AlphaFold2 → XL-MS → IMP/MODELLER → MD → Allostery pipeline for PDE6

💊 ALK-Inhibitor-Cheminformatics-Pipeline — 40-script end-to-end cheminformatics and ML pipeline for drug discovery

🧪 ML-QSAR-Pipeline — ML pipeline for QSAR-based activity prediction using RDKit and scikit-learn

🧬 structural-bio-tools — Modular Python algorithms for structural analysis: RMSD calculator, crosslink validator, contact map generator

⚙️ imp-model-validator — Automated ranking of IMP integrative model clusters by XL-MS crosslink satisfaction and convergence score


Publications

9 peer-reviewed papers | 3 manuscripts in preparation

Google Scholar: Geet Madhukar


Open to Opportunities

Seeking postdoctoral, research scientist, or staff scientist positions in computational structural biology, integrative modeling, or AI-driven drug discovery.

📩 geetmadhukar@gmail.com

Pinned Loading

  1. Chemical-Space-Analysis Chemical-Space-Analysis Public

  2. Integrative-Structural-Modeling Integrative-Structural-Modeling Public

    Python

  3. ML-QSAR-Pipeline ML-QSAR-Pipeline Public

  4. ALK-Inhibitor-Cheminformatics-Pipeline ALK-Inhibitor-Cheminformatics-Pipeline Public

    End-to-end cheminformatics pipeline for ALK tyrosine kinase inhibitor analysis — fingerprinting, clustering, ML activity prediction, scaffold analysis, and network visualization

    Python