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azizsimx/README.md

🧬 About Me

I'm a Research Scholar (PhD) in Computational (Bio)Physical Chemistry at the S. N. Bose National Centre for Basic Sciences (SNBNCBS), Kolkata.

My research uses atomistic molecular dynamics and statistical mechanics to understand molecular aggregation pathways in disease-linked peptide and protein systems, and how small organic molecules and metal ions modulate them. I'm expanding toward machine-learning potentials and enhanced sampling to reach timescales beyond conventional MD.

🔭 Currently

  • Inhibition of amyloid self-assembly by small molecules
  • Free-energy landscapes with Umbrella Sampling & Metadynamics
  • ML potentials (DeePMD) for biomolecular systems

🎓 Education

  • PhD, SNBNCBS / Jadavpur University · 2023–
  • M.Sc. Chemistry, University of Calcutta · 2022
  • B.Sc. Chemistry (Hons.), Maulana Azad College · 2020

🔬 Research Themes

🧫

Amyloid Aggregation & Inhibition
Aggregation pathways of disease-linked peptides and proteins, and their modulation by small molecules and metal ions

⛰️

Enhanced Sampling & Free Energy
Metadynamics, replica exchange, umbrella sampling and MBAR for free-energy landscapes

🤖

Machine Learning
ML-based molecular potentials and data-driven approaches for complex biological systems

💧

Solvation & Hydration
How water structure and dynamics shape stability, aggregation and molecular recognition

💊

Protein–Ligand Interactions
Docking, MD and free-energy analysis of inhibitors binding to aggregation-prone biomolecules

🌀

Intrinsically Disordered Proteins
Conformational ensembles, intermolecular contacts and aggregation propensity of IDPs

Workflow

flowchart LR
    A["🧪 System setup<br/>GROMACS · Packmol"] --> B["🎯 Docking<br/>AutoDock"]
    B --> C["⚙️ All-atom MD<br/>GROMACS · AMBER"]
    C --> D["⛰️ Enhanced sampling<br/>PLUMED · Umbrella Sampling · MetaD"]
    D --> E["📊 Analysis<br/>contacts · PMF · MM-PBSA"]
    E --> F["🤖 ML<br/>DeePMD · models"]
    F -. insight .-> C
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📄 Publications

Mechanistic Role of Different Functional Groups in Inhibiting Tryptophan Self-Assembly: Comparison between Aromatic and Nonaromatic Hydroxyl Moiety-Rich Chemical Compounds
Abdul Aziz Mandal, Sudipta Mitra, Suman Chakrabarty, Ranjit Biswas*
The Journal of Physical Chemistry B 2026, 130 (35), 8794–8804
DOI

🎤 Talks & Posters

Date Event Type
Oct 2026 Frontiers of Physical Chemistry (FPC 2026), SNBNCBS · poster Poster
Sep 2026 Frontier Research in Basic Sciences & Development of Advanced Technologies in India, IEM Gurukul · poster Poster · 🏆 Best Poster Award
Mar 2026 BOSE FEST 2026, SNBNCBS: Tannic acid-mediated inhibition of tryptophan amyloid aggregation Oral

🏅 Honours

  • 🏆 Best Poster Award — Frontier Research in Basic Sciences, IEM Gurukul Campus (2026)
  • 🎓 INSPIRE Fellowship (SRF) — for doctoral research at SNBNCBS (2023)
  • ⭐ INSPIRE Scholarship — top 1% in the Higher Secondary Examination, West Bengal (2017)

🚀 Software I Built

App What it does Try it
VAMD Visual Analysis of Molecular Dynamics: a lightweight browser-based structure & trajectory viewer Open ↗
Figure Palette Lab Accessible, publication-ready colour palettes for scientific figures Open ↗
VIBGYOR Color Studio Explore, create and manage colour schemes in the browser Open ↗
azizsimx.github.io My research website: publications, tools and curated MD tutorials Visit ↗

🛠️ Tech Stack

⚙️ Simulation and sampling

GROMACS AMBER PLUMED Packmol gmx_MMPBSA

🔍 Analysis and visualization

MDAnalysis VMD PyMOL ChimeraX

🤖 Scientific computing

HPC / SLURM NumPy SciPy Qiskit

💻 Languages

Python Julia Bash HTML / JS

🧰 Operating Systems & Scientific Workflow

macOS Linux Windows LaTeX Microsoft Office

GitHub streak

📦 Open-Source Repositories

Repository What's inside Language
Simulation_Methods Advanced numerical methods and simulations Jupyter Notebook
IDP_pdb Structures and notebooks for intrinsically disordered proteins Jupyter Notebook
Quantum-Computing-Qiskit M.Sc. project: Quantum Cryptography — An IBMQ Experience Qiskit Python
Python_Tutorial Python from scratch to advanced, for students starting out Jupyter Notebook
View all repositories

🤝 Connect

Open to research collaborations and discussions on computational biophysical chemistry,
amyloid aggregation, enhanced sampling and ML for molecular systems.

Email Website Google Scholar ORCID
ResearchGate LinkedIn X

Snake eating my contribution graph

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