Evidence map›Paper›PMID 41394673›Full record

ArticlebioRxiv : the preprint server for biology2025

AlphaFlex: Ensembles of the human proteome representing disordered regions.

Zi Hao Liu, Oufan Zhang, Stefano De Castro, Kunyang Sun, Hamidreza Ghafouri, Omar Abdelghani Attafi, Nicolas L Fawzi, Silvio C E Tosatto, Alexander M Monzon, Alan M Moses and 2 more

Abstract readPreprint
In one paragraph

Article in bioRxiv : the preprint server for biology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

12 authors.

Zi Hao LiuProgram in Molecular Medicine, Hospital for Sick Children; Toronto, Canada.ORCID 0000-0002-8357-8507
Oufan ZhangPitzer Center for Theoretical Chemistry and Department of Chemistry, University of California; Berkeley, United States of America.
Stefano De CastroPitzer Center for Theoretical Chemistry and Department of Chemistry, University of California; Berkeley, United States of America.ORCID 0009-0009-8497-3531
Kunyang SunPitzer Center for Theoretical Chemistry and Department of Chemistry, University of California; Berkeley, United States of America.ORCID 0000-0001-6472-1665
Hamidreza GhafouriDepartment of Biomedical Sciences, University of Padova; Padova, Italy.ORCID 0009-0000-3079-9229
Omar Abdelghani AttafiDepartment of Biomedical Sciences, University of Padova; Padova, Italy.ORCID 0009-0002-2327-9430
Nicolas L FawziDepartment of Molecular Biology, Cell Biology, and Biochemistry, Brown University; Providence, United States of America.ORCID 0000-0001-5483-0577
Silvio C E TosattoDepartment of Biomedical Sciences, University of Padova; Padova, Italy.ORCID 0000-0003-4525-7793
Alexander M MonzonDepartment of Biomedical Sciences, University of Padova; Padova, Italy.ORCID 0000-0003-0362-8218
Alan M MosesDepartment of Cell and Systems Biology, University of Toronto; Toronto, Canada.
Teresa Head-GordonPitzer Center for Theoretical Chemistry and Department of Chemistry, University of California; Berkeley, United States of America.ORCID 0000-0003-0025-8987
Julie D Forman-KayProgram in Molecular Medicine, Hospital for Sick Children; Toronto, Canada.ORCID 0000-0001-8265-972X

Funding

Calculating Ensembles of Discrete Dynamic Complexes and Condensed States of Intrinsically Disordered ProteinsR01GM127627 · NIGMS · UNIVERSITY OF CALIFORNIA BERKELEY · PI Teresa L. Head-Gordon · 2018 to 2026
$2.1M
Residue-by-residue details of FUS protein phase separation and aggregationR01GM147677 · NIGMS · BROWN UNIVERSITY · PI FAWZI, NICOLAS LUX · 2022 to 2025
$1.7M
NIGMS NIH HHS R01 GM127627NIGMS NIH HHS R01 GM147677
6 · The paper itself

Abstract

Over a third of residues in the canonical human proteome are predicted to fall within intrinsically disordered protein regions (IDRs), which do not adopt stable folded structures. These IDRs play critical roles in biological regulation and organization, including as targets for post-translational modifications, scaffolds and mediators of biomolecular condensates. To address the pressing need for valid structural models providing biological relevance and enabling functional insight, we developed the AlphaFlex workflow, using IDPConformerGenerator or IDPForge to calculate fully atomistic conformer ensembles for proteins predicted to have disordered regions, modeled in the context of highly confident folded domains from AlphaFold2. We illustrate our approach by generating conformational ensembles of the human proteins in the AlphaFold2 database, with completed AlphaFlex models deposited in the Protein Ensemble Database that is mirrored in UniProt. This transformative resource of AlphaFlex ensembles provides more realistic and biologically relevant full-length protein models for proteins with IDRs, which we illustrate for scaffold proteins with folded domains connected by IDRs, those with IDRs that interact with folded domains, regulatory and condensate proteins requiring exposed binding elements, and a conditionally folding IDR.

Identifiers

PMID41394673
PMCPMC12697672

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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.