Evidence map›Paper›PMID 41193830›Full record

ReviewNature chemical biology2026

Unfreezing structural biology for drug discovery.

Timothy R Stachowski, Marcus Fischer

Abstract readReview
In one paragraph

Review in Nature chemical biology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Article
  2. Temperature and intrinsic CaNature structural & molecular biology · 2026
    Article
  3. Review
  4. 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

2 authors.

Timothy R StachowskiDepartment of Chemical Biology and Therapeutics, St. Jude Children's Research Hospital, Memphis, TN, USA.ORCID 0000-0002-6097-4857
Marcus FischerDepartment of Chemical Biology and Therapeutics, St. Jude Children's Research Hospital, Memphis, TN, USA. marcus.fischer@stjude.org.ORCID 0000-0002-7179-2581

Funding

Exploiting Water Network Perturbations in Protein Binding SitesR35GM142772 · NIGMS · ST. JUDE CHILDREN'S RESEARCH HOSPITAL · PI FISCHER, MARCUS · 2021 to 2025
$2.2M
Targeting the chromatin binding domains of BPTF for neuroblastoma epigenetic therapyR01CA290805 · NCI · ST. JUDE CHILDREN'S RESEARCH HOSPITAL · PI Marcus Fischer, William Charles Krause Pomerantz · 2025 to 2026
$1.5M
American Lebanese Syrian Associated Charities (ALSAC) NANCI NIH HHS R01 CA290805NIGMS NIH HHS R35 GM142772U.S. Department of Health & Human Services | NIH | National Cancer Institute (NCI) R01CA290805U.S. Department of Health & Human Services | NIH | National Institute of General Medical Sciences (NIGMS) R35GM142772
6 · The paper itself

Abstract

Structure-based drug discovery relies on three-dimensional protein structures to provide the atomic blueprints for small-molecule design, indicating where to place each atom to maximize favorable interactions. The advent of cryo-cooling crystals in crystallography greatly accelerated the ease and accessibility of structural data, making it a mainstay of most drug discovery efforts. However, despite its successes, including producing numerous clinically successful molecules, cryo-cooled samples only tell part of the structural story: they may leave out dynamic details or introduce artifacts that may lead drug discovery campaigns astray. In this Perspective, we highlight recent studies characterizing temperature-sensitive structural phenomena observed by crystallography. We showcase how leveraging information on rare, hidden conformational states informs ligand discovery via molecular docking. This demonstrates the value of performing structural studies at elevated temperatures, closer to where biology occurs, to 'unfreeze' structural ensembles for drug discovery and design.

Indexed as

Drug DiscoveryProteinsCrystallography, X-RayDrug DesignHumansLigandsMolecular Docking SimulationProtein ConformationSmall Molecule LibrariesLigandsProteinsSmall Molecule Libraries

Identifiers

PMID41193830
PMCPMC12811952

What OpenQuestion holds

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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.