Molecular Dynamics Simulation & Deep Learning Integration for Visualizing Bax/Bak-Mediated Mitochondrial Outer Membrane Permeabilization (MOMP)

**Abstract:** The visualization of Bax/Bak-mediated Mitochondrial Outer Membrane Permeabilization (MOMP) remains a substantial challenge in cell death research. Current experimental techniques often provide limited resolution or indirect insights into the intricate molecular mechanisms underlying this process. This paper introduces a novel approach integrating high-throughput molecular dynamics (MD) simulations with advanced deep learning (DL) techniques to generate a comprehensive, dynamic visualization of MOMP. By leveraging existing MD simulation algorithms combined with novel DL architectures for feature extraction and visualization, we achieve significantly improved resolution and clarity compared to conventional methods. This offers immediate commercial value for drug discovery, fundamental cell biology research, and personalized medicine applications.