Evidence map›Paper›PMID 42249116›Full record

ArticleNature chemistry2026

Distinct energetic blueprints diversify function of conserved protein folds.

Malcolm L Wells, Chenlin Lu, Daniel Sultanov, Kyle C Weber, Erin Ahern, Zhen Gong, Ethan Chen, Anum Glasgow

Abstract read
PubMed Publisher
In one paragraph

Article in Nature chemistry, 2026. 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. HXMS: a standardized file format for HX-MS data.Bioinformatics (Oxford, England) · 2026
    Article
  3. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

8 authors.

Malcolm L Wells *Department of Biochemistry and Molecular Biophysics, Columbia University Irving Medical Center, New York, NY, USA.ORCID http://orcid.org/0009-0004-0746-1982
Chenlin Lu *Department of Biochemistry and Molecular Biophysics, Columbia University Irving Medical Center, New York, NY, USA.ORCID http://orcid.org/0000-0002-5655-2993
Daniel Sultanov *Department of Biochemistry and Molecular Biophysics, Columbia University Irving Medical Center, New York, NY, USA.ORCID http://orcid.org/0000-0003-2323-9412
Kyle C Weber *Department of Biochemistry and Molecular Biophysics, Columbia University Irving Medical Center, New York, NY, USA.ORCID http://orcid.org/0000-0002-3379-6303
Erin AhernDepartment of Biochemistry and Molecular Biophysics, Columbia University Irving Medical Center, New York, NY, USA.
Zhen GongDepartment of Biochemistry and Molecular Biophysics, Columbia University Irving Medical Center, New York, NY, USA.ORCID http://orcid.org/0000-0003-0760-1493
Ethan ChenDepartment of Biochemistry and Molecular Biophysics, Columbia University Irving Medical Center, New York, NY, USA.
Anum GlasgowDepartment of Biochemistry and Molecular Biophysics, Columbia University Irving Medical Center, New York, NY, USA. ag4522@cumc.columbia.edu.ORCID http://orcid.org/0000-0002-0938-881X

Funding

Mapping and rewiring protein allosteryR00GM135529 · NIGMS · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI GLASGOW, ANUM AZAM · 2022 to 2024
$747k
Computationally designed, small molecule-responsive cell receptors for treating solid tumorsR21EB035208 · NIBIB · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI Anum Azam Glasgow · 2024 to 2026
$640k
Mechanism-informed design of allosteric protein sensorsR35GM157185 · NIGMS · COLUMBIA UNIVERSITY HEALTH SCIENCES · PI Anum Azam Glasgow · 2025 to 2026
$608k
National Science Foundation (NSF) Graduate Research FellowshipNational Science Foundation (NSF) RAMP Award 2244288U.S. Department of Health & Human Services | NIH | National Institute of Biomedical Imaging and Bioengineering (NIBIB) R21EB035208U.S. Department of Health & Human Services | NIH | National Institute of General Medical Sciences (NIGMS) R00GM135529U.S. Department of Health & Human Services | NIH | National Institute of General Medical Sciences (NIGMS) R35GM157185
6 · The paper itself

Abstract

Advances in structural biology have improved our understanding of the relationship between protein structure and function, while also confirming a widely applicable principle: protein domains with highly conserved three-dimensional folds can perform radically disparate biochemical functions. To gain insight into this structural enigma, we mapped the energetic landscapes of a family of bacterial transcription factors and their anciently diverged structural homologues, the periplasmic binding proteins. Using hydrogen exchange-mass spectrometry, bioinformatics, X-ray crystallography and molecular dynamics, we uncovered an unexpected contrast: despite binding the same sugars, the two families have evolved unique 'energetic blueprints' to support their distinct functional requirements. To test if differences in ensemble energies have functional consequences, we rationally redesigned the protein fold for tunable ligand-driven transcriptional responses. Strikingly, energy-driven protein engineering produced synthetic transcription factors with the theoretically anticipated ligand-induced transcriptional outputs. Thus, decoding energetic blueprints among conserved protein folds provides diverse functional adaptations, paves an alternative roadmap for protein design, and offers a distinct approach for engineering challenging drug targets.

Indexed as

Bacterial ProteinsPeriplasmic Binding ProteinsProtein FoldingTranscription FactorsCrystallography, X-RayModels, MolecularMolecular Dynamics SimulationThermodynamicsBacterial ProteinsPeriplasmic Binding ProteinsTranscription Factors

Identifiers

What OpenQuestion holds

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Registered trials

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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.