ArticlePloS one2022
SenseNet, a tool for analysis of protein structure networks obtained from molecular dynamics simulations.
Article in PloS one, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.
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9 citing papers in PubMed.
- Disease-Associated Mutations Impact DNA Methyltransferase 1 Function through Dynamic Allosteric Effects and Solvent Exposure.Journal of chemical theory and computation · 2026Article
- i-gRINN: a next-generation web server for protein energy network analysis of heterogeneous biomolecular systems with natural language-based data exploration.Nucleic acids research · 2026Article
- High resolution mapping of protein motions in time and space with RMSX and Flipbook.Scientific reports · 2026Article
- Engineering the Tobacco Etch Virus Protease toward a Platform for Traceless Cleavage Using Distal Site Prediction and Smart Library Design.ACS synthetic biology · 2025Article
- ATP allosterically regulates an acyl-CoA oxidase.Nature communications · 2025Article
- Evolution of the conformational ensemble and allosteric networks of apoptotic caspases in chordates.The Biochemical journal · 2025Article
- Common characteristics of variants linked to autism spectrum disorder in the WAVE regulatory complex.Frontiers in computational neuroscience · 2025Article
- Decoding the mechanism governing the structural stability of wheat germ agglutinin and its isolated domains: A combined calorimetric, NMR, and MD simulation study.Protein science : a publication of the Protein Society · 2024Article
- A Proofreading Mutation with an Allosteric Effect Allows a Cluster of SARS-CoV-2 Viruses to Rapidly Evolve.Molecular biology and evolution · 2023Article
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Authors and funding
2 authors.
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Abstract
Computational methods play a key role for investigating allosteric mechanisms in proteins, with the potential of generating valuable insights for innovative drug design. Here we present the SenseNet ("Structure ENSEmble NETworks") framework for analysis of protein structure networks, which differs from established network models by focusing on interaction timelines obtained by molecular dynamics simulations. This approach is evaluated by predicting allosteric residues reported by NMR experiments in the PDZ2 domain of hPTP1e, a reference system for which previous computational predictions have shown considerable variance. We applied two models based on the mutual information between interaction timelines to estimate the conformational influence of each residue on its local environment. In terms of accuracy our prediction model is comparable to the top performing model published for this system, but by contrast benefits from its independence from NMR structures. Our results are complementary to experimental data and the consensus of previous predictions, demonstrating the potential of our new analysis tool SenseNet. Biochemical interpretation of our model suggests that allosteric residues in the PDZ2 domain form two distinct clusters of contiguous sidechain surfaces. SenseNet is provided as a plugin for the network analysis software Cytoscape, allowing for ease of future application and contributing to a system of compatible tools bridging the fields of system and structural biology.
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