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A tissue atlas of ulcerative colitis revealing evidence of sex-dependent differences in disease-driving inflammatory cell types and resistance to TNF inhibitor therapy
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 multip...
Autores principales: | , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Association for the Advancement of Science
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9858501/ https://www.ncbi.nlm.nih.gov/pubmed/36662860 http://dx.doi.org/10.1126/sciadv.add1166 |
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author | Mayer, Aaron T. Holman, Derek R. Sood, Anav Tandon, Utkarsh Bhate, Salil S. Bodapati, Sunil Barlow, Graham L. Chang, Jeff Black, Sarah Crenshaw, Erica C. Koron, Alexander N. Streett, Sarah E. Gambhir, Sanjiv S. Sandborn, William J. Boland, Brigid S. Hastie, Trevor Tibshirani, Robert Chang, John T. Nolan, Garry P. Schürch, Christian M. Rogalla, Stephan |
author_facet | Mayer, Aaron T. Holman, Derek R. Sood, Anav Tandon, Utkarsh Bhate, Salil S. Bodapati, Sunil Barlow, Graham L. Chang, Jeff Black, Sarah Crenshaw, Erica C. Koron, Alexander N. Streett, Sarah E. Gambhir, Sanjiv S. Sandborn, William J. Boland, Brigid S. Hastie, Trevor Tibshirani, Robert Chang, John T. Nolan, Garry P. Schürch, Christian M. Rogalla, Stephan |
author_sort | Mayer, Aaron T. |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-9858501 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | American Association for the Advancement of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-98585012023-01-30 A tissue atlas of ulcerative colitis revealing evidence of sex-dependent differences in disease-driving inflammatory cell types and resistance to TNF inhibitor therapy Mayer, Aaron T. Holman, Derek R. Sood, Anav Tandon, Utkarsh Bhate, Salil S. Bodapati, Sunil Barlow, Graham L. Chang, Jeff Black, Sarah Crenshaw, Erica C. Koron, Alexander N. Streett, Sarah E. Gambhir, Sanjiv S. Sandborn, William J. Boland, Brigid S. Hastie, Trevor Tibshirani, Robert Chang, John T. Nolan, Garry P. Schürch, Christian M. Rogalla, Stephan Sci Adv Biomedicine and Life Sciences 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. American Association for the Advancement of Science 2023-01-20 /pmc/articles/PMC9858501/ /pubmed/36662860 http://dx.doi.org/10.1126/sciadv.add1166 Text en Copyright © 2023 The Authors, some rights reserved; exclusive licensee American Association for the Advancement of Science. No claim to original U.S. Government Works. Distributed under a Creative Commons Attribution License 4.0 (CC BY). https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Biomedicine and Life Sciences Mayer, Aaron T. Holman, Derek R. Sood, Anav Tandon, Utkarsh Bhate, Salil S. Bodapati, Sunil Barlow, Graham L. Chang, Jeff Black, Sarah Crenshaw, Erica C. Koron, Alexander N. Streett, Sarah E. Gambhir, Sanjiv S. Sandborn, William J. Boland, Brigid S. Hastie, Trevor Tibshirani, Robert Chang, John T. Nolan, Garry P. Schürch, Christian M. Rogalla, Stephan A tissue atlas of ulcerative colitis revealing evidence of sex-dependent differences in disease-driving inflammatory cell types and resistance to TNF inhibitor therapy |
title | A tissue atlas of ulcerative colitis revealing evidence of sex-dependent differences in disease-driving inflammatory cell types and resistance to TNF inhibitor therapy |
title_full | A tissue atlas of ulcerative colitis revealing evidence of sex-dependent differences in disease-driving inflammatory cell types and resistance to TNF inhibitor therapy |
title_fullStr | A tissue atlas of ulcerative colitis revealing evidence of sex-dependent differences in disease-driving inflammatory cell types and resistance to TNF inhibitor therapy |
title_full_unstemmed | A tissue atlas of ulcerative colitis revealing evidence of sex-dependent differences in disease-driving inflammatory cell types and resistance to TNF inhibitor therapy |
title_short | A tissue atlas of ulcerative colitis revealing evidence of sex-dependent differences in disease-driving inflammatory cell types and resistance to TNF inhibitor therapy |
title_sort | tissue atlas of ulcerative colitis revealing evidence of sex-dependent differences in disease-driving inflammatory cell types and resistance to tnf inhibitor therapy |
topic | Biomedicine and Life Sciences |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9858501/ https://www.ncbi.nlm.nih.gov/pubmed/36662860 http://dx.doi.org/10.1126/sciadv.add1166 |
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