Evidence map›Paper›PMID 40232799›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2025

Generating the polymorph landscapes of amyloid fibrils using AI: RibbonFold.

Liangyue Guo, Qilin Yu, Di Wang, Xiaoyu Wu, Peter G Wolynes, Mingchen Chen

Abstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Article
  2. Review
  3. Reverse-engineering amyloid strains with generative protein design.bioRxiv : the preprint server for biology · 2026
    Article
  4. Review
  5. Generating the polymorph landscapes of amyloid fibrils using AI: RibbonFold.Proceedings of the National Academy of Sciences of the United States of America · 2025
    Article
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.

Liangyue Guo *Changping Laboratory, Beijing 102206, China.
Qilin Yu *Changping Laboratory, Beijing 102206, China.
Di WangChangping Laboratory, Beijing 102206, China.
Xiaoyu WuChangping Laboratory, Beijing 102206, China.
Peter G WolynesCenter for Theoretical Biological Physics, Rice University, Houston, TX 77005.ORCID 0000-0001-7975-9287
Mingchen ChenChangping Laboratory, Beijing 102206, China.

Funding

Bullard-Welch Chair C-0016Rice | Center for Theoretical Biological Physics (CTBP) PHY-2019745
6 · The paper itself

Abstract

The concept that proteins are selected to fold into a well-defined native state has been effectively addressed within the framework of energy landscapes, underpinning the recent successes of structure prediction tools like AlphaFold. The amyloid fold, however, does not represent a unique minimum for a given single sequence. While the cross-

Indexed as

AmyloidModels, MolecularProtein ConformationProtein FoldingAmyloidAIamyloidpolymorphismRibbonFoldstructure prediction

Identifiers

PMID40232799
PMCPMC12037047

What OpenQuestion holds

Textmetadata
LicenceCC BY
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 OpenQuestion graph.