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rashid-bioinfo/README.md

Rashid Hussain

PhD Β· RSci Β· MRSC

Postdoctoral Researcher in Computational Pathology Β· Humanitas Research Hospital (IRCCS), Milan, Italy

Website Email LinkedIn Google Scholar ORCID

RSci MRSC Global Talent Magna Cum Laude


Computational chemist and bioinformatician working at the interface of molecular modelling, spatial omics, and machine learning. My research focuses on developing reproducible computational frameworks for integrating multi-omics and bioimage data to understand tumour microenvironment dynamics and therapeutic response. I develop open-source software tools for virtual screening, molecular dynamics, and bioactivity prediction, with published applications in drug discovery and structural bioinformatics.


Research Interests

  • Spatial omics, Imaging Mass Cytometry (IMC), and tumour microenvironment modelling
  • Structure-based virtual screening and computational drug discovery
  • Molecular dynamics simulations and free-energy profiling
  • QSAR and machine learning for bioactivity and ADMET prediction
  • Multi-omics data integration (RNA-seq, ATAC-seq, scRNA-seq)
  • Reproducible and scalable computational pipelines

Technical Skills

🧬 Bioinformatics & Multi-Omics

RNA-seq scRNA-seq ATAC-seq IMC Spatial Omics Genome Annotation biopython

πŸ€– Machine Learning & Data Science

scikit-learn Random Forest SVM QSAR LazyPredict pandas NumPy seaborn matplotlib

πŸ’Š Computational Drug Discovery & Cheminformatics

AutoDock Vina AutoDock 4 GROMACS AMBER PyMOL RDKit PaDEL ChEMBL Open Babel

πŸ’» Programming, Tools & Deployment

Python R Bash MATLAB Streamlit Nextflow Jupyter Git Linux


GitHub Statistics

Followers Stars Repos Focus

Python R Java Bash


Featured Software & Projects

Project Description Language Publication
VSpipe-GUI Interactive GUI for virtual screening and hit selection; integrates AutoDock Vina and AutoDock 4 with spatial filtering Python DOI
BIOPREDICT End-to-end QSAR framework for bioactivity (pIC50) prediction using Random Forest and PubChem fingerprints Python IP
COVID-19 Bioactivity Predictor QSAR model + Streamlit app for predicting inhibitor potency against SARS-CoV-2 Replicase Polyprotein Python Streamlit β€”
MDSimulator Python-tkinter GUI for setting up and running GROMACS molecular dynamics simulations Python IP
PyMOL Script Repository Collection of PyMOL scripts for structural analysis, visualisation, and automation Python β€”

Selected Publications

  1. Hussain R., Hackett A.S., Álvarez-Carretero S., Tabernero L. (2024). VSpipe-GUI, An Interactive Graphical User Interface for Virtual Screening and Hit Selection. International Journal of Molecular Sciences, 25(4), 2002. DOI: 10.3390/ijms25042002

  2. Hussain R., Haider Z., Khalid H., Fatmi M.Q., Carradori S., Cataldi A., Zara S. (2023). Computational medicinal chemistry applications to target Asian-prevalent strain of hepatitis C virus. RSC Advances, 13(43), 30052–30070. DOI: 10.1039/D3RA04622B

  3. Hussain R., Khalid H., Fatmi M.Q. (2022). HCV genotype-specific drug discovery through structure-based virtual screening. Pure and Applied Chemistry. DOI: 10.1515/pac-2021-1104

  4. Hussain R., Khalid H., Fatmi M.Q. (2021). Molecular modelling approach of Serine Protease NS3-4A genotype 3a as a potential drug target of Hepatitis C Virus. Journal of Computational Biophysics and Chemistry, 20(6), 631–639.

  5. Basharat A.R., Iman K., Bibi Z., Hussain R., et al. (2019). SPECTRUM – A MATLAB toolbox for proteoform identification from top-down proteomics data. Scientific Reports – Nature, 9(1), 1–14. DOI: 10.1038/s41598-019-47724-1

  6. Ashraf M.U., Iman K., ..., Hussain R., et al. (2019). Evolution of efficacious pangenotypic Hepatitis C Virus therapies. Medicinal Research Reviews, 39(3), 1091–1136. DOI: 10.1002/med.21554

Show more publications (6)
  1. Khalid H., Hussain R., & Hafeez A. (2020). Virtual screening of piperidine-based small molecules against COVID-19. Lab-in-Silico, 1(2), 50–55.

  2. Arfan M., Siddiqui S.Z., ..., Hussain R., et al. (2018). Synthesis, in vitro and silico studies of S-alkylated triazole-3-thiols as cholinesterase inhibitors. Pakistan Journal of Pharmaceutical Sciences, 31(6), 2697–2708.

  3. Khalid H., Abbasi M.A., Hussain R., et al. (2017). Synthesis, spectral analysis and biological evaluation of 5-Substituted 1,3,4-oxadiazole-2-yl benzyl sulfide. Springer Books, Chapter 14, 221–238.

  4. Abubakar M., Bibi A., Hussain R., et al. (2016). Towards Providing Full Spectrum Antenatal Health Care in Low and Middle Income Countries. BIOSTEC 2016, Rome, Italy, 478–483.

  5. Mumtaz S., Hussain R., Rauf A., et al. (2014). Synthesis, molecular docking studies, and in vitro screening of barbiturates as antibacterial and cholinesterase inhibitors. Medicinal Chemistry Research, 23(6), 2715–2726.

  6. Khalid H., ..., Hussain R., et al. (2014). Synthesis, biological evaluation, and molecular docking of piperidine-4-carbohydrazide derivatives. Turkish Journal of Chemistry, 38(2), 189–201.


Research Experience

Position Institution Period
Postdoctoral Researcher – Computational Pathology Humanitas Research Hospital (IRCCS), Milan, Italy 2026 – Present
Bioinformatician Ayass BioScience LLC, TX, USA (Remote) 2023 – 2025
Software Developer (Contractor) – Computational Chemistry Deep Waters LLC, NY, USA (Remote) 2022 – 2023
Visiting Postgraduate Researcher (IRSIP Fellow) University of Manchester, UK 2022
Research Assistant – Drug Discovery A.Z. Pharmaceuticals, Pakistan 2016 – 2019
Research Associate – Proteomics & Bioinformatics Lahore University of Management Sciences, Pakistan 2015 – 2016

Professional Recognition & Memberships

Award / Membership Organisation Year
Global Talent Endorsement Royal Society, UK 2025
Registered Scientist (RSci) Science Council, UK 2025
Magna Cum Laude Forman Christian College (Chartered University) 2023
Intellectual Property – BIOPREDICT Intellectual Property Organisation of Pakistan 2023
Intellectual Property – MDSimulator Intellectual Property Organisation of Pakistan 2023
Member (MRSC) Royal Society of Chemistry 2023 – Present
Member American Chemical Society 2022 – Present
Certified Carpentries Instructor The Carpentries, USA 2022 – Present
International Research Support Initiative (IRSIP) Higher Education Commission, Pakistan 2022

Peer Review

Journal Publisher Since
Molecular Diversity Springer Nature 2022
International Journal of Biological Macromolecules Elsevier 2023
RSC Advances Royal Society of Chemistry 2023
Scientific Reports Springer Nature 2023
BMC Chemistry Springer Nature (BMC) 2023
In Silico Pharmacology Springer Nature 2023
Discover Chemistry Springer Nature 2024
BMC Immunology Springer Nature (BMC) 2026

Website Β  Email

Pinned Loading

  1. vspipe-gui vspipe-gui Public

    VSpipe-GUI: Open-source Python GUI for structure-based virtual screening, molecular docking (AutoDock Vina/AD4), ligand efficiency profiling, and hit selection β€” published in Int. J. Mol. Sci. (2024)

    Python 1

  2. BIOPREDICT BIOPREDICT Public

    BIOPREDICT: End-to-end QSAR framework for pIC50 prediction using Random Forest, PubChem fingerprints (PaDEL), and ChEMBL bioactivity data β€” registered intellectual property (IPO Pakistan, 2023)

    Jupyter Notebook 3

  3. bioactivity-prediction-of-COIVD-19 bioactivity-prediction-of-COIVD-19 Public

    QSAR + Streamlit app for predicting pIC50 of small molecules against SARS-CoV-2 Replicase Polyprotein β€” Random Forest, PubChem fingerprints, ChEMBL data, interactive web interface

    Jupyter Notebook 1