Evidence map›Paper›PMID 40499749›Full record

ReviewJournal of molecular biology2025

The Ensemble Basis of Allostery and Function: Insights from Models of Local Unfolding.

Charles E F Millard, James O Wrabl, Sarah J Brantley, Emily Grasso, Anna Schmitz, Jordan T White, Vincent J Hilser

Abstract readReview
In one paragraph

Review in Journal of molecular biology, 2025. 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. Selective control of ligand binding through a distal mutation that alters the protein native ensemble.Proceedings of the National Academy of Sciences of the United States of America · 2026
    Article
  3. Article
  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

7 authors.

Charles E F MillardDepartment of Biology, Johns Hopkins University, Baltimore, MD 21218, USA.
James O WrablDepartment of Biology, Johns Hopkins University, Baltimore, MD 21218, USA.
Sarah J BrantleyDepartment of Biology, Johns Hopkins University, Baltimore, MD 21218, USA.
Emily GrassoDepartment of Biology, Johns Hopkins University, Baltimore, MD 21218, USA.
Anna SchmitzDepartment of Biology, Johns Hopkins University, Baltimore, MD 21218, USA.
Jordan T WhiteDepartment of Biology, Johns Hopkins University, Baltimore, MD 21218, USA.
Vincent J HilserDepartment of Biology, Johns Hopkins University, Baltimore, MD 21218, USA. Electronic address: hilser@jhu.edu.

Funding

Thermodynamics of Protein FluctuationsR01GM063747 · NIGMS · UNIVERSITY OF TEXAS MEDICAL BR GALVESTON · PI HILSER, VINCENT J. · 2001 to 2023
$7.9M
Folding and Chaperone Interactions of Multi-domain ProteinsR01GM121567 · NIGMS · JOHNS HOPKINS UNIVERSITY · PI HILSER, VINCENT J. · 2017 to 2025
$3.2M
Allostery in an intrinsically disordered transcription factorR01GM126130 · NIGMS · JOHNS HOPKINS UNIVERSITY · PI HILSER, VINCENT J. · 2018 to 2021
$1.3M
NIGMS NIH HHS R01 GM063747NIGMS NIH HHS R01 GM121567NIGMS NIH HHS R01 GM126130
6 · The paper itself

Abstract

Allostery is the process by which perturbation at one site in a protein affects distal sites. For many years the understanding of allostery and other functions was influenced by the high-resolution, ground state structure obtained through X-ray crystallography. Ample evidence has meanwhile accumulated that this ground state structure is only one member of the biologically relevant group of conformations, known as the protein ensemble, which collectively affect the observed biological response. This review aims to; (1) focus statistical thermodynamic formalisms on quantitative description of the ensemble, (2) illustrate the functional implications of ensembles for allostery, and (3) highlight ensemble redistribution as a unifying principle underlying all biological processes. Emphasis is placed on the importance of locally unfolded regions, i.e. excited states, underpinning two theoretical treatments developed in this laboratory: a coarse-grained Ensemble Allosteric Model (EAM) and an atomic-detail model named COREX. Locally unfolded conformations are profiled with case studies of allosteric proteins that are mostly denatured (Glucocorticoid Receptor), that are mostly folded (Adenylate Kinase), and that populate alternative folded structures (Metamorphic Proteins). These examples demonstrate that redistribution of states within the thermodynamic ensemble is sufficient to explain disparate biological phenomena including allostery, epistatic effects, and responses to environmental stimuli such as temperature - often without reliance on the structural details. The coarse-grained nature of the models highlights the degeneracy of molecular mechanisms that have evolved to facilitate function, and thus draws attention to the importance of relative energy differences between states, as opposed to the specific interactions that stabilize them.

Indexed as

ProteinsProtein UnfoldingAllosteric RegulationHumansModels, MolecularProtein ConformationProtein FoldingThermodynamicsProteinslocal unfoldingprotein allosteryprotein ensemblestatistical thermodynamics

Identifiers

PMID40499749
PMCPMC12354252

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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.