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Data · dataset · 2025

Molecular Dynamics Simulation Data of Five BRAF V600E Inhibitor Complexes: AI-Designed Small Molecules in Oncology

Listed in ScienceDB

Background & ContextThis dataset comprises molecular dynamics (MD) simulations of four novel BRAF V600E inhibitor complexes, designed using REINVENT 4, an advanced AI/ML framework integrating reinforcement learning (RL) and transfer learning (TL).

Description

The BRAF V600E mutation is a critical therapeutic target in melanoma, thyroid carcinoma, and colorectal cancer, but existing inhibitors face challenges like drug resistance and off-target toxicity.

These simulations validate the binding stability and dynamics of AI-generated inhibitors, offering insights for structure-based drug optimization.Data ContentThe dataset includes:Topology Files (*.top, *.gro) – Essential for simulation reproducibility.Trajectory Files (e.g., *.xtc, *.trr) – Full MD trajectories for all replicates.Simulation Parameters – Force field (e.g., AMBER/CHARMM), temperature, pressure, and integration steps.Potential ApplicationsDrug Discovery: Benchmarking AI-designed inhibitors against known BRAF inhibitors.Structural Biology: Studying protein-ligand stability and conformational dynamics.Machine Learning: Training predictive models for binding affinity or resistance mutations.

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Catalogue records · 1

Topics

Inferred from text
Biochemistry and cell biology 69% · Cancer 75% · Simulation 75%
Provenance · 1 source records, 14 field assertions
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ScienceDB10.57760/sciencedb.2603110 d agoJSON v1
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