MuMMI: Machine Learning for Multiscale Molecular Dynamics

AI and Us: Exploring Our Future por Alberto Rocha

Notas del episodio

Title: Bridging the Molecular Universe: MuMMI's Revolutionary Approach to Multiscale Modeling

A deep dive into the groundbreaking Multiscale Machine-Learned Modeling Infrastructure (MuMMI) and its impact on understanding complex biological systems

Episode Description:

This episode explores the cutting-edge MuMMI framework, a revolutionary computational infrastructure that combines machine learning with molecular dynamics to unlock the secrets of cellular processes. We'll discuss:

- The three-tiered architecture that seamlessly bridges:

- Macroscale continuum modeling (1 μm² membrane surface)

- Coarse-grained Martini simulations

- Detailed all-atom representations

Key Highlights:

- How MuMMI tackles the RAS/RAF p ... 

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Palabras clave
RAS protein signaling, RAF protein pathway, RAS-RAF-MAPK pathway, Oncogenic RAS mutation, Cancer research RAS proteins, RAF inhibitors cancer treatment, Cell signaling pathways explained, RAS protein cancer biology, RAS mutations in cancer, Understan