Evidence map›Paper›PMID 41432303›Full record

ArticleProtein science : a publication of the Protein Society2026

IDPEnsembleTools: An open-source library for analysis of conformational ensembles of disordered proteins.

Hamidreza Ghafouri, Giacomo Janson, Silvio C E Tosatto, Alexander Miguel Monzon

Abstract read
In one paragraph

Article in Protein science : a publication of the Protein Society, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Hamidreza GhafouriDepartment of Biomedical Sciences, University of Padova, Padova, Italy.
Giacomo JansonDepartment of Biochemistry and Molecular Biology, Michigan State University, East Lansing, Michigan, USA.
Silvio C E TosattoDepartment of Biomedical Sciences, University of Padova, Padova, Italy.ORCID https://orcid.org/0000-0003-4525-7793
Alexander Miguel MonzonDepartment of Biomedical Sciences, University of Padova, Padova, Italy.

Funding

Elixir, the research infrastructure for life-science dataEuropean Cooperation in Science and Technology COST Action ML4NGP [CA21160]European Union through NextGenerationEU IR0000010HORIZON EUROPE Excellent Science 101182949National Center for Gene Therapy and Drugs based on RNA Technology CN00000041
6 · The paper itself

Abstract

Intrinsically disordered proteins (IDPs) lack stable tertiary structure and instead exist as dynamic ensembles of conformations, playing essential roles in cellular regulation, signaling, and disease. As structural ensembles of IDPs become increasingly available through databases such as the Protein Ensemble Database (PED) and various computational generation methods, the need for systematic tools to analyze and compare these ensembles has grown. Here, we present IDPET (Intrinsically Disordered Protein Ensemble Tools), an open-source Python library designed to facilitate comprehensive analysis of IDP conformational ensembles. IDPET enables users to load and process ensembles from various sources and formats in parallel, compute global and local structural features, perform dimensionality reduction and clustering, and compare ensembles quantitatively using metrics based on Jensen-Shannon divergence (JSD). To demonstrate the package's functionalities, we analyze three ensembles of the unfolded drkN SH3 domain deposited in PED. This example illustrates how IDPET can extract structural descriptors, visualize conformational diversity, assess global and local features, and quantify differences between ensembles generated using distinct experimental and computational methods. By providing a reproducible and extensible framework, IDPET supports systematic exploration of ensemble features in IDPs. It is compatible with atomistic and coarse-grained models and can be easily integrated with community resources.

Indexed as

Databases, ProteinIntrinsically Disordered ProteinsSoftwareProtein ConformationIntrinsically Disordered Proteinsconformational ensemblesdimensionality reductionintrinsically disordered proteinsProtein Ensemble Database (PED)structural ensemble analysis

Identifiers

PMID41432303
PMCPMC12724005

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.