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Grant support

We thank the donors and their families for donating tissue samples and enabling this research; the organizers and members of the Helmsley Consortium and Human Cell Atlas Gut Bionetwork for facilitating valuable discussions; K. Roberts for support and expertise with imaging; A. Oszlanczi for help on sample management; A. Wilk for administrative assistance; H. H. Uhlig and M. G. Friedrich for valuable discussions; L. Buer and K. Thorvaldsen Hagen for assistance with tissue blocks and AB-PAS staining; H. V. Holm for access to healthy terminal ileum; A. Maartens for manuscript proofreading; and the Cambridge Biorepository for Translational Medicine for access to tissue from deceased transplant organ donors. We acknowledge support from the Wellcome Sanger Cellular Genetics Informatics team, Spatial Genomics Platform (SGP) team, particularly M. Patel, and the Core DNA Pipelines and New Pipeline Group (NPG), especially S. Leonard. This work was made possible through collaboration between the Wellcome Sanger Institute, University of Oslo and Oslo University Hospital, IDIBAPS Hospital Clinic Barcelona, Newcastle University, Newcastle University NHS Foundation Trust, Cambridge University Hospitals NHS Foundation Trust, University of Cambridge and the University of Oxford. This work was financially supported by the Wellcome Trust (WT206194 to S.A.T.); the European Research Council (646794, ThDefine to S.A.T.); an MRC New Investigator research grant (MR/T001917/1 to M.Z.); and a project grant from the Great Ormond Street Hospital Children's Charity, Sparks (V4519 to M.Z.). A.M.C. and V.G. were funded by grant #2008-04050 from The Leona and Harry B. Helmsley Charitable Trust. R.B.-C. was funded by Grant 315307, Researcher Project/International Mobility Grant from the Research Council of Norway, and travel grant from the Per Brandtzaeg's Fund for Research in Mucosal Immunology. E.M.-A. is funded by grant RH042155 (RTI2018-096946-B-I00) from the Ministerio de Ciencia e Innovacion. P.K. is funded by Wellcome grant 222426/Z/21/Z. This study was supported by the NIHR Biomedical Research Centre, Oxford, by grant PID2021-123918OB-I00 from MCIN/AEI/10.13039/501100011033 and co-funded by "FEDER A way to make Europe", Barcelona. A.J.O. is supported by the RESPIRE4 Marie Sklodowska-Curie fellowship (grant agreement 847462). This research was funded in whole, or in part, by the Wellcome Trust (203151/Z/16/Z, 203151/A/16/Z) and the UKRI Medical Research Council (MC_PC_17230). For the purpose of open access, the author has applied a CC BY public copyright licence to any Author Accepted Manuscript version arising from this submission. The views expressed in this paper are those of the authors and not necessarily those of the NHS, the NIHR, the Department of Health or the ERS, REA and EU. The illustrations in Figs. 1a, 3h and 5f and Extended Data Fig. 1a were created with BioRender (https://biorender.com); all other illustrations were made by R.E. and A.J.O. This publication is part of the Human Cell Atlas (https://www.humancellatlas.org/publications).

Analysis of institutional authors

Gudino, VictoriaAuthorMelon-Ardanaz, ElisaAuthorGarrido-Trigo, AlbaAuthorCorraliza, Ana MAuthorSalas, AzucenaAuthor

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May 14, 2025
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Single-cell integration reveals metaplasia in inflammatory gut diseases

Publicated to:Nature. 635 (8039): 699-+ - 2024-11-21 635(8039), DOI: 10.1038/s41586-024-07571-1

Authors: Oliver, Amanda J; Huang, Ni; Bartolome-Casado, Raquel; Li, Ruoyan; Koplev, Simon; Nilsen, Hogne R; Moy, Madelyn; Cakir, Batuhan; Polanski, Krzysztof; Gudino, Victoria; Melon-Ardanaz, Elisa; Sumanaweera, Dinithi; Dimitrov, Daniel; Milchsack, Lisa Marie; FitzPatrick, Michael E B; Provine, Nicholas M; Boccacino, Jacqueline M; Dann, Emma; Predeus, Alexander, V; To, Ken; Prete, Martin; Chapman, Jonathan A; Masi, Andrea C; Stephenson, Emily; Engelbert, Justin; Lobentanzer, Sebastian; Perera, Shani; Richardson, Laura; Kapuge, Rakeshlal; Wilbrey-Clark, Anna; Semprich, Claudia, I; Ellams, Sophie; Tudor, Catherine; Joseph, Philomeena; Garrido-Trigo, Alba; Corraliza, Ana M; Oliver, Thomas R W; Hook, C Elizabeth; James, Kylie R; Mahbubani, Krishnaa T; Saeb-Parsy, Kourosh; Zilbauer, Matthias; Saez-Rodriguez, Julio; Hoivik, Marte Lie; Baekkevold, Espen S; Stewart, Christopher J; Berrington, Janet E; Meyer, Kerstin B; Klenerman, Paul; Salas, Azucena; Haniffa, Muzlifah; Jahnsen, Frode L; Elmentaite, Rasa; Teichmann, Sarah A

Affiliations

BioData Innovat Ctr, Ensocell Therapeut, Wellcome Genome Campus, Cambridge, England - Author
Cambridge NIHR Biomed Res Ctr, Cambridge Biorepository Translat Med, Cambridge, England - Author
Cambridge Stem Cell Inst, Dept Haematol, Cambridge, England - Author
Cambridge Univ Hosp, Dept Histopathol & Cytol, Cambridge, England - Author
Cambridge Univ Hosp, Dept Paediat Gastroenterol Hepatol & Nutr, Cambridge, England - Author
CIFAR, CIFAR Macmillan Multiscale Human Program, Toronto, ON, Canada - Author
Ctr Invest Biomed Red Enfermedades Hepat & Digest, Barcelona, Spain - Author
Garvan Inst Med Res, Translat Genom, Sydney, NSW, Australia - Author
Heidelberg Univ, Heidelberg Univ Hosp, Fac Med, Inst Computat Biomed, Heidelberg, Germany - Author
Hosp Clin Barcelona, Inst Investigac Biomed August Pi & Sunyer IDIBAPS, Inflammatory Bowel Dis Unit, Barcelona, Spain - Author
Newcastle Univ, Biosci Inst, Newcastle Upon Tyne, Tyne & Wear, England - Author
Newcastle Univ, Translat & Clin Res Inst, Newcastle, England - Author
Newcastle Upon Tyne Hosp NHS Fdn Trust, Dept Dermatol, Newcastle Upon Tyne, Tyne & Wear, England - Author
Newcastle Upon Tyne Hosp NHS Fdn Trust, Natl Inst Hlth Res NIHR Newcastle Biomed Res Ctr, Newcastle Upon Tyne, Tyne & Wear, England - Author
Oslo Univ Hosp, Dept Gastroenterol, Oslo, Norway - Author
Oslo Univ Hosp, Rikshosp, Oslo, Norway - Author
Oxford Univ Hosp NHS Fdn Trust, NIHR Oxford Biomed Res Ctr, Oxford, England - Author
Univ Cambridge, Cambridge Stem Cell Inst, Cambridge, England - Author
Univ Cambridge, Cavendish Lab Dept Phys, Theory Condensed Matter, Cambridge, England - Author
Univ Cambridge, Dept Med, Cambridge, England - Author
Univ Cambridge, Dept Pathol, Cambridge, England - Author
Univ Cambridge, Dept Surg, Cambridge, England - Author
Univ Cambridge, Univ Dept Paediat, Cambridge, England - Author
Univ New South Wales, Sch Biomed Sci, Sydney, NSW, Australia - Author
Univ Oslo, Dept Pathol, Oslo, Norway - Author
Univ Oslo, Inst Clin Med, Oslo, Norway - Author
Univ Oxford, Nuffield Dept Clin Med, Peter Medawar Bldg Pathogen Res, Oxford, England - Author
Univ Oxford, Nuffield Dept Med, Translat Gastroenterol & Liver Unit, Oxford, England - Author
Univ Texas MD Anderson Canc Ctr, Dept Syst Biol, Houston, TX 77030 USA - Author
Wellcome Sanger Inst, Wellcome Genome Campus, Cambridge, England - Author
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Abstract

The gastrointestinal tract is a multi-organ system crucial for efficient nutrient uptake and barrier immunity. Advances in genomics and a surge in gastrointestinal diseases(1,2) has fuelled efforts to catalogue cells constituting gastrointestinal tissues in health and disease(3). Here we present systematic integration of 25 single-cell RNA sequencing datasets spanning the entire healthy gastrointestinal tract in development and in adulthood. We uniformly processed 385 samples from 189 healthy controls using a newly developed automated quality control approach (scAutoQC), leading to a healthy reference atlas with approximately 1.1 million cells and 136 fine-grained cell states. We anchor 12 gastrointestinal disease datasets spanning gastrointestinal cancers, coeliac disease, ulcerative colitis and Crohn's disease to this reference. Utilizing this 1.6 million cell resource (gutcellatlas.org), we discover epithelial cell metaplasia originating from stem cells in intestinal inflammatory diseases with transcriptional similarity to cells found in pyloric and Brunner's glands. Although previously linked to mucosal healing(4), we now implicate pyloric gland metaplastic cells in inflammation through recruitment of immune cells including T cells and neutrophils. Overall, we describe inflammation-induced changes in stem cells that alter mucosal tissue architecture and promote further inflammation, a concept applicable to other tissues and diseases. The study provides a comprehensive transcriptomic atlas of the human gastrointestinal tract across the lifespan, highlighting inflammation-induced changes in epithelial stem cells that alter mucosal architecture and promote further inflammation.

Keywords

AdultAntigen presenting cellApc proteinArticleAtlaAutofluorescenceBacterial growthBacteroidetesBowel-diseaseCd8+ t lymphocyteCeliac diseaseCellColonoscopyColorectal cancerControlled studyCrohn diseaseCryopreservationCytologyDatasets as topicDigestive system disorderDisease prevalenceDynamicsDysbiosisEnteropathyEpithelial cellsEpithelium cellFemaleGastrointestinal diseasesGastrointestinal tractGene-expressionGenomicsGland metaplasiaHumansImmunocompetent cellImmunohistochemistryImmunologyInfantInflammationInflammatory bowel diseaseInformation processingInterleukin 17Intestinal epithelial-cellsIntestineIntestine fistulaIntestine floraIntestine perforationLamina propriaLandscapeMaleMetabolismMetaplasiaMouseNecrotizing enterocolitisNeutrophilNeutrophil chemotaxisNeutrophilsNonhumanNutrient uptakePancreas cancerPancreaticoduodenectomyPapillomavirus infectionPathologyPeriodontitisPhenotypePhysiologyQuality controlRegulatory t lymphocyteRho kinase inhibitorRna sequenceSalmonellosisSignal transductionSingle cell analysisSingle cell rna seqSingle-cell analysisSmall intestineStem cellStem cellsT lymphocyteT-lymphocytesTranscriptomicsUlcerative-colitisUpregulation

Quality index

Bibliometric impact. Analysis of the contribution and dissemination channel

The work has been published in the journal Nature due to its progression and the good impact it has achieved in recent years, according to the agency WoS (JCR), it has become a reference in its field. In the year of publication of the work, 2024 there are still no calculated indicators, but in 2023, it was in position 2/135, thus managing to position itself as a Q1 (Primer Cuartil), in the category Multidisciplinary Sciences. Notably, the journal is positioned above the 90th percentile.

Independientemente del impacto esperado determinado por el canal de difusión, es importante destacar el impacto real observado de la propia aportación.

Según las diferentes agencias de indexación, el número de citas acumuladas por esta publicación hasta la fecha 2025-07-26:

  • WoS: 7

Impact and social visibility

From the perspective of influence or social adoption, and based on metrics associated with mentions and interactions provided by agencies specializing in calculating the so-called "Alternative or Social Metrics," we can highlight as of 2025-07-26:

  • The use, from an academic perspective evidenced by the Altmetric agency indicator referring to aggregations made by the personal bibliographic manager Mendeley, gives us a total of: 78.
  • The use of this contribution in bookmarks, code forks, additions to favorite lists for recurrent reading, as well as general views, indicates that someone is using the publication as a basis for their current work. This may be a notable indicator of future more formal and academic citations. This claim is supported by the result of the "Capture" indicator, which yields a total of: 81 (PlumX).

With a more dissemination-oriented intent and targeting more general audiences, we can observe other more global scores such as:

  • The Total Score from Altmetric: 298.8.
  • The number of mentions on the social network Facebook: 1 (Altmetric).
  • The number of mentions on the social network X (formerly Twitter): 60 (Altmetric).
  • The number of mentions in news outlets: 30 (Altmetric).

Leadership analysis of institutional authors

This work has been carried out with international collaboration, specifically with researchers from: Australia; Canada; Germany; Norway; United Kingdom; United States of America.