Evidence map›Paper›PMID 40261825›Full record

ArticleThe journal of physical chemistry. B2025

Persistent Sheaf Laplacian Analysis of Protein Flexibility.

Nicole Hayes, Xiaoqi Wei, Hongsong Feng, Ekaterina Merkurjev, Guo-Wei Wei

Erratum issuedAbstract read
In one paragraph

Article in The journal of physical chemistry. B, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Review
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

5 authors.

Nicole HayesDepartment of Mathematics, Michigan State University, East Lansing, Michigan 48824, United States.
Xiaoqi WeiDepartment of Mathematics, Michigan State University, East Lansing, Michigan 48824, United States.
Hongsong FengDepartment of Mathematics, Michigan State University, East Lansing, Michigan 48824, United States.ORCID 0000-0001-8039-3059
Ekaterina MerkurjevDepartment of Mathematics, Michigan State University, East Lansing, Michigan 48824, United States.ORCID 0000-0002-2489-8332
Guo-Wei WeiDepartment of Mathematics, Michigan State University, East Lansing, Michigan 48824, United States.

Funding

AI-based platform for predicting emerging vaccine-escape variants and designing mutation-proof antibodiesR01AI164266 · NIAID · UNIVERSITY OF GEORGIA · PI Guowei Wei, YONG-HUI ZHENG · 2022 to 2026
$2.7M
Discovery-Driven Mathematics and Artificial Intelligence for Biosciences and Drug DiscoveryR35GM148196 · NIGMS · UNIVERSITY OF GEORGIA · PI Guowei Wei · 2023 to 2026
$1.5M
NIAID NIH HHS R01 AI164266NIGMS NIH HHS R35 GM148196
6 · The paper itself

Abstract

Protein flexibility, measured by the

Indexed as

ProteinsMachine LearningModels, MolecularProtein ConformationProteins

Identifiers

PMID40261825
PMCPMC12051208

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.