Evidence map›Paper›PMID 41872185›Full record

ArticleNature communications2026

LysG-driven transcriptional network rewiring underlies lineage-specific phenotypes in Mycobacterium tuberculosis.

Amir Banaei-Esfahani, Sonia Borrell, Andrej Trauner, Sebastian M Gygli, Tige R Rustad, Julia Feldmann, Ludovic C Gillet, Olga T Schubert, Christian Beisel, David R Sherman and 3 more

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. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Microbiology spectrum · 2026
    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

13 authors.

Amir Banaei-EsfahaniSwiss Tropical and Public Health Institute, Allschwil, Switzerland. amir.banaeiesfahani@swisstph.ch.ORCID http://orcid.org/0000-0002-9533-7647
Sonia BorrellSwiss Tropical and Public Health Institute, Allschwil, Switzerland.
Andrej TraunerSwiss Tropical and Public Health Institute, Allschwil, Switzerland.ORCID http://orcid.org/0000-0002-6260-9829
Sebastian M GygliSwiss Tropical and Public Health Institute, Allschwil, Switzerland.
Tige R RustadDepartment of Microbiology, University of Washington, Seattle, WA, USA.
Julia FeldmannSwiss Tropical and Public Health Institute, Allschwil, Switzerland.
Ludovic C GilletDepartment of Biology, Institute of Molecular Systems Biology, ETH Zurich, Zurich, Switzerland.ORCID http://orcid.org/0000-0002-1001-3265
Olga T SchubertDepartment of Biology, Institute of Molecular Systems Biology, ETH Zurich, Zurich, Switzerland.ORCID http://orcid.org/0000-0002-2613-0714
Christian BeiselDepartment of Biosystems Science and Engineering, ETH Zurich, Basel, Switzerland.ORCID http://orcid.org/0000-0001-5360-2193
David R ShermanDepartment of Microbiology, University of Washington, Seattle, WA, USA.ORCID http://orcid.org/0000-0003-2185-944X
Ruedi Aebersold *Department of Biology, Institute of Molecular Systems Biology, ETH Zurich, Zurich, Switzerland.ORCID http://orcid.org/0000-0002-9576-3267
Sebastien Gagneux *Swiss Tropical and Public Health Institute, Allschwil, Switzerland.ORCID http://orcid.org/0000-0001-7783-9048
Ben C Collins *Department of Biology, Institute of Molecular Systems Biology, ETH Zurich, Zurich, Switzerland.ORCID http://orcid.org/0000-0003-0827-3495

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The Mycobacterium tuberculosis complex (MTBC) includes ten human-adapted lineages with varying geography and pathogenicity. Lineage 1 (L1) shows low virulence while Lineage 2 (L2) is hyper-virulent, more transmissible, and associated with drug-resistance. We performed comparative analyses integrating whole-genome sequencing with transcriptomic and proteomic profiling of L1 and L2 clinical strains under two in vitro growth conditions. Transcript-protein correlations varied by strain and gene category, suggesting lineage-specific post-translational regulation. Expression differences scaled with phylogenetic distance, one in three SNPs affected gene expression. A new transcriptional regulatory model identified master transcription factors, linked to the sigma factor network, whose targets were differentially expressed between L1 and L2. For instance, DosR regulon proteins had higher basal levels and exhibited a stronger nitric oxide response in L2. Time-course experiments involving LysG (Rv1985c) induction and wild-type H37Rv under hypoxia and subsequent reaeration confirmed that LysG contributes to reduced metabolic activity, thereby promoting increased tolerance to the novel tuberculosis drug bedaquiline in L2 strains relative to L1. Overall, our findings show how limited genetic variation in the MTBC can yield major phenotypic differences through differential regulation of key transcriptional networks.

Indexed as

Bacterial ProteinsGene Regulatory NetworksMycobacterium tuberculosisAntitubercular AgentsDiarylquinolinesDNA-Binding ProteinsDrug Resistance, BacterialGene Expression ProfilingGene Expression Regulation, BacterialHumansPhenotypePhylogenyPolymorphism, Single NucleotideProteomicsRegulonSigma FactorAntitubercular AgentsBacterial ProteinsbedaquilineDiarylquinolinesDNA-Binding ProteinsDosR protein, Mycobacterium tuberculosisSigma FactorTranscription Factors

Identifiers

PMID41872185
PMCPMC13172132

What OpenQuestion holds

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LicenceCC BY-NC-ND
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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.