Evidence map›Paper›PMID 40567503›Full record

ArticleStructural dynamics (Melville, N.Y.)2025

From sequence to protein structure and conformational dynamics with artificial intelligence/machine learning.

Alexander M Ille, Emily Anas, Michael B Mathews, Stephen K Burley

Abstract read
In one paragraph

Article in Structural dynamics (Melville, N.Y.), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Article
  3. Artificial intelligence in structural biology: Preface.Structural dynamics (Melville, N.Y.) · 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

4 authors.

Alexander M IlleRutgers Cancer Institute, Rutgers, The State University of New Jersey, Newark, New Jersey 07103, USA.ORCID https://orcid.org/0000-0001-5696-3664
Emily AnasCollege of Computing, Georgia Institute of Technology, Atlanta, Georgia 30332, USA.ORCID https://orcid.org/0000-0002-9127-8213

Funding

PDB Management by the Research Collaboratory for Structural BioinformaticsR01GM157729 · NIGMS · RUTGERS, THE STATE UNIV OF N.J. · PI STEPHEN K BURLEY · 2024 to 2026
$11.6M
ChimeraX -- Next Generation Visualization and Analysis Software for Multiscale ModelingR01GM129325 · NIGMS · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI FERRIN, THOMAS E · 2018 to 2025
$5.2M
NIGMS NIH HHS R01 GM129325NIGMS NIH HHS R01 GM157729
6 · The paper itself

Abstract

The 2024 Nobel Prize in Chemistry was awarded in part for

Identifiers

PMID40567503
PMCPMC12195464

What OpenQuestion 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 OpenQuestion graph.