Evidence map›Paper›PMID 41559101›Full record

ArticleNature communications2026

Dynamic signature of activity-stability tradeoff in lactamase evolution.

Ernesto Arcia, Dimitra Keramisanou, Lian M C Jacobs, McKenna Parker, Julián M Delgado, Vasantha Kumar Mv, Sameer Varma, Rinat Abzalimov, Yu Chen, Ioannis Gelis

Abstract read
In one paragraph

Article in Nature communications, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

10 authors.

Ernesto Arcia *Department of Chemistry, University of South Florida, Tampa, FL, USA.
Dimitra Keramisanou *Department of Chemistry, University of South Florida, Tampa, FL, USA.
Lian M C JacobsDepartment of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL, USA.
McKenna ParkerDepartment of Chemistry, University of South Florida, Tampa, FL, USA.
Julián M DelgadoDepartment of Molecular Biosciences, University of South Florida, Tampa, FL, USA.ORCID 0000-0002-2304-8643
Vasantha Kumar MvDepartment of Chemistry, University of South Florida, Tampa, FL, USA.
Sameer VarmaDepartment of Molecular Biosciences, University of South Florida, Tampa, FL, USA.ORCID 0000-0002-7827-5632
Rinat AbzalimovStructural Biology Initiative, CUNY Advanced Science Research Center, New York, NY, USA.
Yu ChenDepartment of Molecular Medicine, Morsani College of Medicine, University of South Florida, Tampa, FL, USA. ychen1@usf.edu.ORCID 0000-0002-5115-3600
Ioannis GelisDepartment of Chemistry, University of South Florida, Tampa, FL, USA. igelis@usf.edu.ORCID 0000-0001-8099-003X

Funding

Evolution and inhibition of carbapenemase in beta-lactam resistanceR01AI161762 · NIAID · UNIVERSITY OF SOUTH FLORIDA · PI CHEN, YU, RENSLO, ADAM R · 2021 to 2025
$3.7M
Assembly mechanism of cochaperone-kinase complexesR01GM115854 · NIGMS · UNIVERSITY OF SOUTH FLORIDA · PI GELIS, IOANNIS · 2015 to 2019
$1.6M
NIAID NIH HHS R01 AI161762NIGMS NIH HHS R01 GM115854U.S. Department of Health & Human Services | NIH | National Institute of Allergy and Infectious Diseases (NIAID) AI161762U.S. Department of Health & Human Services | NIH | National Institute of General Medical Sciences (NIGMS) GM115854
6 · The paper itself

Abstract

Our ability to understand protein evolution hinges on understanding how evolutionary landscapes are shaped at the fundamental protein level. Using TEM-1 β-lactamase we show that molecular traits related to the statistical ensemble nature of protein structure contribute to broader substrate specificity, active site-scaffold communication, and the selection of stabilizing substitutions. During the evolution of cefotaxime resistance, the initial mutation reorganizes the active site, introducing a new function conformation. Secondary substitutions improve catalytic efficiency by redistributing the ensemble and restoring a significant population of the original conformation, rather than by stabilizing the new conformation. Stability defects associated with initial mutations are not evenly disseminated but are clustered at specific distal scaffold elements. The capacity of mutants to independently modulate the populations of individual active site walls and scaffold regions through narrow residue networks, produces conformational epistasis and a combinatorial set of cefotaximase states, which enables local compensation of scaffold defects.

Indexed as

beta-LactamasesEvolution, MolecularCatalytic DomainCefotaximeEnzyme StabilityEscherichia coliModels, MolecularMutationProtein ConformationSubstrate Specificitybeta-Lactamasesbeta-lactamase TEM-1Cefotaxime

Identifiers

PMID41559101
PMCPMC12923907

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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.