Binding-and-folding recognition of an intrinsically disordered protein using online learning molecular dynamics

02/20/2023
by   Pablo Herrera-Nieto, et al.
0

Intrinsically disordered proteins participate in many biological processes by folding upon binding with other proteins. However, coupled folding and binding processes are not well understood from an atomistic point of view. One of the main questions is whether folding occurs prior to or after binding. Here we use a novel unbiased high-throughput adaptive sampling approach to reconstruct the binding and folding between the disordered transactivation domain of and the KIX domain of the CREB-binding protein. The reconstructed long-term dynamical process highlights the binding of a short stretch of amino acids on as a folded α-helix. Leucine residues, specially Leu298 to Leu302, establish initial native contacts that prime the binding and folding of the rest of the peptide, with a mixture of conformational selection on the N-terminal region with an induced fit of the C-terminal.

READ FULL TEXT
research
01/27/2019

TUNet: Incorporating segmentation maps to improve classification

Determining the localization of specific protein in human cells is impor...
research
04/27/2022

TERMinator: A Neural Framework for Structure-Based Protein Design using Tertiary Repeating Motifs

Computational protein design has the potential to deliver novel molecula...
research
01/31/2020

Learning of signaling networks: molecular mechanisms

Molecular processes of neuronal learning have been well-described. Howev...
research
06/15/2020

Online Change Point Detection in Molecular Dynamics With Optical Random Features

Proteins are made of atoms constantly fluctuating, but can occasionally ...
research
10/16/2017

VAMPnets: Deep learning of molecular kinetics

Here we develop a deep learning framework for molecular kinetics from mo...
research
09/17/2019

DeepDriveMD: Deep-Learning Driven Adaptive Molecular Simulations for Protein Folding

Simulations of biological macromolecules play an important role in under...

Please sign up or login with your details

Forgot password? Click here to reset