Scientific Interests

Origins of Life & Astrobiology

How did the first biomolecules form on early Earth? I am fascinated by the chemical processes that could have led to amino acid synthesis under prebiotic conditions, particularly in condensed phase and on mineral surfaces such as montmorillonite clays.

Prebiotic Chemistry Astrobiology Glycine Formation Nanoclay Catalysis

Quantum Molecular Dynamics

Application of ab initio molecular dynamics methods, particularly Car-Parrinello MD, to study chemical reactions at the quantum level. Understanding reaction mechanisms through DFT-based simulations.

AIMD Car-Parrinello MD DFT QM/MM

Structural Bioinformatics

Computational prediction and quality assessment of biomolecular 3D structures, including RNA (RNA-Puzzles), proteins, and nucleic acids. Protein secondary structure analysis and Ramachandran plot studies.

RNA Structure Protein Modelling RNA-Puzzles Bioinformatics

Drug Design & Metalloenzymes

Computer-aided drug design, molecular docking, and understanding the mechanisms of metalloproteins and metalloenzymes through computational methods. Studies on bleomycin (anti-cancer drug), hemoglobin, and hemerythrin systems.

Drug Design Metalloproteins Molecular Docking Bleomycin

Machine Learning in Chemistry

Exploring the intersection of machine learning and computational chemistry, including neural network potentials for molecular simulations and AI-driven approaches to biomolecular structure prediction.

TensorFlow PyTorch Neural Potentials AI for Science