Evidence map›Paper›PMID 42465357›Full record

ArticlebioRxiv : the preprint server for biology2026

Benchmarking AI Protein Structure Predictors Reveals a Persistent Bias in Multi-State Proteins.

Muhui Ye, Yu-Hong Wang, Maximilian Brogi, Jerry M Parks, Katie M Kuo, James C Gumbart

Abstract readPreprint
In one paragraph

Article in bioRxiv : the preprint server for biology, 2026. 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

6 authors.

Muhui YeSchool of Biological Sciences, Georgia Institute of Technology, Atlanta, GA 30332, USA.
Yu-Hong WangSchool of Chemistry & Biochemistry, Georgia Institute of Technology, Atlanta, GA 30332, USA.
Maximilian BrogiSchool of Biological Sciences, Georgia Institute of Technology, Atlanta, GA 30332, USA.
Jerry M ParksBiosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN 37831, USA.
Katie M KuoSchool of Physics, Georgia Institute of Technology, Atlanta, GA 30332, USA.
James C GumbartSchool of Physics, Georgia Institute of Technology, Atlanta, GA 30332, USA.

Funding

Elucidating the mechanisms of protein secretion across the outer membrane by bacterial autotransportersR01GM148586 · NIGMS · GEORGIA INSTITUTE OF TECHNOLOGY · PI James C. Gumbart · 2023 to 2026
$1.8M
NIGMS NIH HHS R01 GM148586
6 · The paper itself

Abstract

Protein structure predictors achieve high single-state accuracy, but it remains unclear whether they can recover functionally relevant conformational ensembles or account for the presence of ligands and/or binding partners. Here, we benchmark AlphaFold3, Boltz-2, Chai-1, and BioEmu on four canonical multi-state proteins (PfMATE, LAO, SecA, and β

Indexed as

benchmarkingconformational ensemblesligand conditioningprotein structure prediction

Identifiers

PMID42465357
PMCPMC13370982

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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 Socratic graph.