Developed and validated complex ODE-based nonlinear/stiff mathematical and kinetic models through MATLAB simulations, integrating experimental data to accurately represent biochemical systems.
Conducted extensive numerical simulations and non-linear parameter tuning, sensitivity, and stability analyses for multi-pathway reaction systems, enhancing model robustness and predictive power.
Pioneered kinetic reaction modeling of amyloid-beta aggregation dynamics in Alzheimer's disease, specifically investigating reactive oxygen species-mediated polymerization and inhibitory mechanisms of small molecules.
Engineered mathematical models for the inhibition and degradation kinetics of amyloid-beta fibrils by large molecule drugs, contributing to novel insights into therapeutic strategies.
Designed and implemented an AI/ML and bioinformatics pipeline to analyze large biological datasets, successfully identifying biomarker genes and informing drug repurposing strategies for Alzheimer's disease.
Authored 6 peer-reviewed publications and delivered 3 conference presentations (2 oral, 1 poster), effectively disseminating complex research findings in chemical engineering and biomedical applications.