Evidence map›Paper›PMID 42465405›Full record

ArticlebioRxiv : the preprint server for biology2026

AllTheBacteria: a community resource empowers biology and discovers novel peptide antibiotics.

Martin Hunt, Marcelo D T Torres, Nabil-Fareed Alikhan, Daniel Anderson, Maria Luiza Andreani, Josefin Blom, George Bouras, Fiona S L Brinkman, Laura M Carroll, Matthew A Croxen and 35 more

Abstract readPreprint
In one paragraph

Article in bioRxiv : the preprint server for biology, 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

45 authors.

Martin HuntWellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.ORCID 0000-0002-8060-4335
Marcelo D T TorresMachine Biology Group, Departments of Psychiatry and Microbiology, Institute for Biomedical Informatics, Institute for Translational Medicine and Therapeutics, Perelman School of Medicine, University of Pennsylvania; Philadelphia, Pennsylvania 19104, USA.
Nabil-Fareed AlikhanQuadram Institute Bioscience, Norwich Research Park, Norwich, Norfolk, UK.ORCID 0000-0002-1243-0767
Daniel AndersonEuropean Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, UK.ORCID 0000-0003-4422-9520
Maria Luiza AndreaniDepartment of Genetics, Evolution, Microbiology and Immunology, Institute of Biology, University of Campinas (UNICAMP), Campinas, SP, Brazil.ORCID 0000-0002-1308-865X
Josefin BlomDepartment of Clinical Microbiology, SciLifeLab, Umeå University, Umeå, Sweden.ORCID 0009-0000-9910-7374
George BourasSchool of Medicine, College of Health, Adelaide University, Adelaide, Australia.ORCID 0000-0002-5885-4186
Fiona S L BrinkmanDepartment of Molecular Biology and Biochemistry, Simon Fraser University, Burnaby, BC, Canada.ORCID 0000-0002-0584-4099
Laura M CarrollDepartment of Clinical Microbiology, SciLifeLab, Umeå University, Umeå, Sweden.ORCID 0000-0002-3677-0192
Matthew A CroxenWomen and Children's Health Research Institute, University of Alberta, Edmonton, Alberta, Canada.ORCID 0000-0002-9564-7952
R Andres FlotoCambridge Centre for AI in Medicine, University of Cambridge, Cambridge, UK.ORCID 0000-0002-2188-5659
Michael B HallFrazer Institute, The University of Queensland, Herston, QLD 4029, Australia.ORCID 0000-0003-3683-6208
Jane HawkeyDepartment of Infectious Diseases, School of Translational Medicine, Monash University, Melbourne, Victoria, Australia.
Samuel T HorsfieldInstitute of Biology, University of Neuchâtel, Rue Émile-Argand 11, 2000 Neuchâtel, Switzerland.ORCID 0000-0002-3859-4073
Baofeng JiaDepartment of Molecular Biology and Biochemistry, Simon Fraser University, Burnaby, BC, Canada.ORCID 0000-0002-4735-4709
Jake A LaceyMicrobiological Diagnostics Unit Public Health Laboratory, University of Melbourne, Victoria, Australia.
Hyun-Su LeeMachine Biology Group, Departments of Psychiatry and Microbiology, Institute for Biomedical Informatics, Institute for Translational Medicine and Therapeutics, Perelman School of Medicine, University of Pennsylvania; Philadelphia, Pennsylvania 19104, USA.
Leandro LimaEuropean Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, UK.
Neil MacAlasdairEuropean Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, UK.
Sudaraka MallawaarachchiPeter MacCallum Cancer Centre, Melbourne, Victoria, Australia.ORCID 0000-0001-8899-3323
William MatlockCentre for Evolution, University of Bath, UK.ORCID 0000-0001-5608-0423
Ahmed M MoustafaDivision of Gastroenterology, Hepatology, and Nutrition, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, USA.ORCID 0000-0002-9949-6936
Robert PetitDept Bison Wrangling, Cowboy University, USA.
Vignesh RamnathDepartment of Clinical Microbiology, SciLifeLab, Umeå University, Umeå, Sweden.ORCID 0009-0005-8315-5343
Vishnu RaghuramDepartment of Clinical Microbiology, SciLifeLab, Umeå University, Umeå, Sweden.ORCID 0000-0002-7435-6435
Matthew J RussellEuropean Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, UK.ORCID 0000-0002-1976-4153
Theo SandersonLondon School of Hygiene and Tropical Medicine, London, UK.
Timo SarattoEuropean Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, UK.ORCID 0009-0004-2399-4156
Oliver SchwengersBioinformatics and Systems Biology, Justus Liebig University Giessen, Ludwigsplatz 13-15, 35390 Giessen, Hesse, Germany.ORCID 0000-0003-4216-2721
Torsten SeemannMicrobiological Diagnostics Unit Public Health Laboratory, University of Melbourne, Victoria, Australia.ORCID 0000-0001-6046-610X
Liam P ShawSchool of Biochemistry and Biomedical Sciences, University of Bristol, UK.
Wei ShenInstitute for Viral Hepatitis, The Second Affiliated Hospital, Chongqing Medical University, China.ORCID 0000-0002-8099-8258
Nicholas ThomsonWellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.
Gerry Tonkin-HillPeter MacCallum Cancer Centre, Melbourne, Victoria, Australia.ORCID 0000-0003-4397-2224
Jackie ToussaintEuropean Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, UK.ORCID 0000-0002-3305-2320
Thanh Le VietTheiagen Genomics, USA.ORCID 0000-0002-2106-8130
Johanna von WachsmannEuropean Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, UK.
Fangping WanMachine Biology Group, Departments of Psychiatry and Microbiology, Institute for Biomedical Informatics, Institute for Translational Medicine and Therapeutics, Perelman School of Medicine, University of Pennsylvania; Philadelphia, Pennsylvania 19104, USA.
Aaron WeimannCambridge Centre for AI in Medicine, University of Cambridge, Cambridge, UK.ORCID 0000-0003-4597-2471
Rachel M WheatleySchool of Biological Sciences, Queen's University Belfast, Belfast, UK.ORCID 0000-0003-1212-2286
Maciej WiatrakCambridge Centre for AI in Medicine, University of Cambridge, Cambridge, UK.
Ouli XieWellcome Sanger Institute, Wellcome Genome Campus, Hinxton, UK.ORCID 0000-0002-5032-1932
Cesar de la Fuente-NunezMachine Biology Group, Departments of Psychiatry and Microbiology, Institute for Biomedical Informatics, Institute for Translational Medicine and Therapeutics, Perelman School of Medicine, University of Pennsylvania; Philadelphia, Pennsylvania 19104, USA.
John A LeesEuropean Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, UK.ORCID 0000-0001-5360-1254
Zamin IqbalEuropean Molecular Biology Laboratory, European Bioinformatics Institute, Hinxton, UK.ORCID 0000-0001-8466-7547

Funding

Project 3: Defining adaptive immune interactions that shape Clostridioides difficile infectionU19AI174998 · NIAID · UNIVERSITY OF PENNSYLVANIA · PI DREW WEISSMAN · 2023 to 2026
$7.6M
Combining chemical and computational tools for predictive models of microbiome communitiesR35GM138201 · NIGMS · UNIVERSITY OF PENNSYLVANIA · PI DE LA FUENTE, CESAR · 2020 to 2024
$1.8M
High Resolution, Whole Genome Tracking of Pathogen Transmission and Infection in the Neonatal ICU (NICU)R01AI185544 · NIAID · CHILDREN'S HOSP OF PHILADELPHIA · PI Lakshmi Srinivasan · 2025 to 2026
$1.8M
NIAID NIH HHS R01 AI185544NIAID NIH HHS U19 AI174998NIGMS NIH HHS R35 GM138201Wellcome Trust
6 · The paper itself

Abstract

Public microbial genomes encode an immense record of biological diversity, evolution and molecular function, but much of this information remains difficult to reuse because raw sequencing data are not uniformly assembled, quality controlled, annotated or searchable at scale. Here we present AllTheBacteria, an open, community-built resource that transforms public bacterial short-read whole-genome sequencing reads into a uniformly processed discovery platform. The current analysed release contains 2,440,377 high-quality bacterial and archaeal genomes from 11,273 species, together with standardized taxonomic assignments, genome annotations, antimicrobial resistance calls, antiphage-defence annotations, protein structure predictions and AI-ready sequence tables. We show that this infrastructure enables applications that would otherwise be impractical, from global sequence search and outbreak contextualization to pangenome method development, antimicrobial resistance reservoir mapping and antiphage-defence ecology. As a stringent experimental demonstration, we mined 3,919,096 encrypted peptide fragments from AllTheBacteria proteomes using our deep learning model APEX 1.1, identifying 1,867 candidates with predicted antimicrobial activity. We synthesized 24 representative peptides and tested them against 20 clinically relevant bacterial strains, including antibiotic-resistant pathogens. Multiple peptides showed low-micromolar activity, membrane-responsive conformational transitions and selective envelope perturbation. A lead molecule, ATB20, reduced

Identifiers

PMID42465405
PMCPMC13370402

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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.