Evidence map›Paper›PMID 40739338›Full record

ArticleNature ecology & evolution2026

Cryptic phenotypic variation emerges rapidly during the adaptive evolution of a carbapenemase.

Laura Dabos, Inssaf Nedjari, Alejandro Couce

Abstract read
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In one paragraph

Article in Nature ecology & evolution, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. 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

3 authors.

Laura DabosCentro de Biotecnología y Genómica de Plantas, Universidad Politécnica de Madrid, Madrid, Spain. dabos.laura@gmail.com.ORCID http://orcid.org/0000-0001-6740-5043
Inssaf NedjariCentro de Biotecnología y Genómica de Plantas, Universidad Politécnica de Madrid, Madrid, Spain.ORCID http://orcid.org/0009-0006-1710-5775
Alejandro CouceCentro de Biotecnología y Genómica de Plantas, Universidad Politécnica de Madrid, Madrid, Spain. a.couce@upm.es.ORCID http://orcid.org/0000-0002-4153-6018

Funding

EC | EU Framework Programme for Research and Innovation H2020 | H2020 Priority Excellent Science | H2020 Marie Skłodowska-Curie Actions (H2020 Excellent Science - Marie Skłodowska-Curie Actions) MSCA-IF 101029953Ministry of Economy and Competitiveness | Agencia Estatal de Investigación (Spanish Agencia Estatal de Investigación) PID2022-142857NB-I00
6 · The paper itself

Abstract

Interactions among beneficial mutations (that is, epistasis) are often strong enough to direct adaptation through alternative mutational paths. Although alternative solutions should display similar fitness under the primary selective conditions, their properties across secondary environments may differ widely. The extent to which these cryptic differences are to be expected is largely unknown, despite their importance-for example, in identifying exploitable collateral sensitivities among mutations conferring antibiotic resistance. Here we use directed evolution to characterize the diversity of mutational paths through which the prevalent carbapenemase Klebsiella pneumoniae carbapenemase-2 can evolve high activity against the clinically relevant antibiotic ceftazidime, an initially poor substrate. We identified 40 different substitutions-including many that are common in clinical settings-spread among 18 different mutational trajectories. Initial mutations determined four major groups into which the trajectories can be classified, a signature of strong epistasis. Despite similar final ceftazidime resistance, groups diverged markedly across multiple phenotypic dimensions, from molecular traits, such as in-cell stability and catalytic efficiency, to macroscopic traits, such as growth rate and activity against other β-lactam antibiotics. Our results indicate that cryptic yet consequential phenotypic differences can accumulate rapidly under strong selection, unpredictably shaping the long-term success of resistance enzymes in their journey across hosts and environments.

Indexed as

Bacterial Proteinsbeta-LactamasesEvolution, MolecularKlebsiella pneumoniaeAnti-Bacterial AgentsCeftazidimeDirected Molecular EvolutionEpistasis, GeneticMutationPhenotypeAnti-Bacterial AgentsBacterial Proteinsbeta-LactamasescarbapenemaseCeftazidime

Identifiers

PMID40739338

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.