A tissue atlas of ulcerative colitis revealing evidence of sex-dependent differences in disease-driving inflammatory cell types and resistance to TNF inhibitor therapy.


Journal

Science advances
ISSN: 2375-2548
Titre abrégé: Sci Adv
Pays: United States
ID NLM: 101653440

Informations de publication

Date de publication:
20 01 2023
Historique:
entrez: 20 1 2023
pubmed: 21 1 2023
medline: 25 1 2023
Statut: ppublish

Résumé

Although literature suggests that resistance to TNF inhibitor (TNFi) therapy in patients with ulcerative colitis (UC) is partially linked to immune cell populations in the inflamed region, there is still substantial uncertainty underlying the relevant spatial context. Here, we used the highly multiplexed immunofluorescence imaging technology CODEX to create a publicly browsable tissue atlas of inflammation in 42 tissue regions from 29 patients with UC and 5 healthy individuals. We analyzed 52 biomarkers on 1,710,973 spatially resolved single cells to determine cell types, cell-cell contacts, and cellular neighborhoods. We observed that cellular functional states are associated with cellular neighborhoods. We further observed that a subset of inflammatory cell types and cellular neighborhoods are present in patients with UC with TNFi treatment, potentially indicating resistant niches. Last, we explored applying convolutional neural networks (CNNs) to our dataset with respect to patient clinical variables. We note concerns and offer guidelines for reporting CNN-based predictions in similar datasets.

Identifiants

pubmed: 36662860
doi: 10.1126/sciadv.add1166
pmc: PMC9858501
doi:

Substances chimiques

Tumor Necrosis Factor Inhibitors 0
Biomarkers 0

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

Pagination

eadd1166

Subventions

Organisme : NCATS NIH HHS
ID : UL1 TR003142
Pays : United States

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Auteurs

Aaron T Mayer (AT)

Department of Bioengineering, Stanford University School of Medicine, Stanford, CA, USA.
Molecular Imaging Program at Stanford, Department of Radiology, Stanford University School of Medicine, Stanford, CA, USA.
Enable Medicine LLC, Menlo Park, CA, USA.

Derek R Holman (DR)

Molecular Imaging Program at Stanford, Department of Radiology, Stanford University School of Medicine, Stanford, CA, USA.
Division of Gastroenterology and Hepatology, Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA.

Anav Sood (A)

Department of Biomedical Data Science and of Statistics, Stanford University School of Medicine, Stanford, CA, USA.

Utkarsh Tandon (U)

Enable Medicine LLC, Menlo Park, CA, USA.

Salil S Bhate (SS)

Department of Microbiology and Immunology, Stanford University School of Medicine, Stanford, CA, USA.

Sunil Bodapati (S)

Enable Medicine LLC, Menlo Park, CA, USA.

Graham L Barlow (GL)

Department of Microbiology and Immunology, Stanford University School of Medicine, Stanford, CA, USA.

Jeff Chang (J)

Enable Medicine LLC, Menlo Park, CA, USA.

Sarah Black (S)

Department of Microbiology and Immunology, Stanford University School of Medicine, Stanford, CA, USA.

Erica C Crenshaw (EC)

Division of Gastroenterology and Hepatology, Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA.

Alexander N Koron (AN)

Division of Gastroenterology and Hepatology, Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA.

Sarah E Streett (SE)

Division of Gastroenterology and Hepatology, Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA.

Sanjiv S Gambhir (SS)

Department of Bioengineering, Stanford University School of Medicine, Stanford, CA, USA.
Molecular Imaging Program at Stanford, Department of Radiology, Stanford University School of Medicine, Stanford, CA, USA.

William J Sandborn (WJ)

Division of Gastroenterology, Department of Medicine, University of California San Diego, La Jolla, CA, USA.

Brigid S Boland (BS)

Division of Gastroenterology, Department of Medicine, University of California San Diego, La Jolla, CA, USA.

Trevor Hastie (T)

Department of Biomedical Data Science and of Statistics, Stanford University School of Medicine, Stanford, CA, USA.

Robert Tibshirani (R)

Department of Biomedical Data Science and of Statistics, Stanford University School of Medicine, Stanford, CA, USA.

John T Chang (JT)

Division of Gastroenterology, Department of Medicine, University of California San Diego, La Jolla, CA, USA.

Garry P Nolan (GP)

Department of Microbiology and Immunology, Stanford University School of Medicine, Stanford, CA, USA.
Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA.

Christian M Schürch (CM)

Department of Microbiology and Immunology, Stanford University School of Medicine, Stanford, CA, USA.
Department of Pathology, Stanford University School of Medicine, Stanford, CA, USA.
Department of Pathology and Neuropathology, University Hospital and Comprehensive Cancer Center Tübingen, Tübingen, Germany.

Stephan Rogalla (S)

Molecular Imaging Program at Stanford, Department of Radiology, Stanford University School of Medicine, Stanford, CA, USA.
Division of Gastroenterology and Hepatology, Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA.

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