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
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
eadd1166Subventions
Organisme : NCATS NIH HHS
ID : UL1 TR003142
Pays : United States
Références
Gut. 2017 May;66(5):839-851
pubmed: 26893500
Cell. 2020 Oct 29;183(3):838
pubmed: 33125896
Dig Dis Sci. 1994 Dec;39(12):2575-88
pubmed: 7995182
Dis Colon Rectum. 2019 May;62(5):586-594
pubmed: 30762599
Nat Commun. 2019 Jun 19;10(1):2686
pubmed: 31217423
Nat Commun. 2021 Nov 18;12(1):6726
pubmed: 34795254
J Gastroenterol Hepatol. 1997 Dec;12(12):801-8
pubmed: 9504889
Nat Rev Gastroenterol Hepatol. 2014 Apr;11(4):243-55
pubmed: 24393836
Inflammation. 2015 Oct;38(5):1996-2006
pubmed: 25962374
Gut. 2006 Jun;55(6):749-53
pubmed: 16698746
Nature. 2020 Feb;578(7796):615-620
pubmed: 31959985
Gastroenterol Hepatol (N Y). 2019 Dec;15(12):656-665
pubmed: 31892912
Cell Syst. 2016 Apr 27;2(4):225-38
pubmed: 27135535
Gastroenterology. 2020 Apr;158(5):1450-1461
pubmed: 31945371
J Stat Softw. 2010;33(1):1-22
pubmed: 20808728
F1000Res. 2020 Jan 28;9:
pubmed: 32047622
Aliment Pharmacol Ther. 2016 Jan;43(1):30-51
pubmed: 26515897
Sci Immunol. 2020 Aug 21;5(50):
pubmed: 32826341
Lancet. 2019 Oct 19;394(10207):1467-1480
pubmed: 31631858
Cell Metab. 2019 Mar 5;29(3):755-768.e5
pubmed: 30713109
Therap Adv Gastroenterol. 2016 Jul;9(4):513-26
pubmed: 27366220
Nat Immunol. 2019 Aug;20(8):970-979
pubmed: 31235952
Lancet. 2017 Apr 29;389(10080):1756-1770
pubmed: 27914657
Nat Methods. 2016 Jun;13(6):493-6
pubmed: 27183440
Cell. 2018 Aug 9;174(4):968-981.e15
pubmed: 30078711
J Gastroenterol Hepatol. 2007 Sep;22(9):1450-5
pubmed: 17716349
Autoimmun Rev. 2003 May;2(3):119-25
pubmed: 12848952
Gastroenterology. 2017 Feb;152(2):374-388.e4
pubmed: 27780712
J Autoimmun. 2009 Nov-Dec;33(3-4):197-207
pubmed: 19819109
Clin Exp Immunol. 2019 Jul;197(1):111-129
pubmed: 30883691
Bioinformatics. 2016 Sep 15;32(18):2847-9
pubmed: 27207943
Nat Commun. 2019 Jan 3;10(1):38
pubmed: 30604764
Lancet Gastroenterol Hepatol. 2020 May;5(5):475-484
pubmed: 32066530
Rheumatology (Oxford). 2006 Dec;45(12):1558-65
pubmed: 16705046
Neural Comput. 2002 Jan;14(1):21-41
pubmed: 11747533
Therap Adv Gastroenterol. 2015 Jan;8(1):23-36
pubmed: 25553077
J Clin Med. 2016 Dec 17;5(12):
pubmed: 27999328
Therap Adv Gastroenterol. 2020 Apr 28;13:1756284820915043
pubmed: 32523620
Gut. 2019 Apr;68(4):604-614
pubmed: 29618496
N Engl J Med. 2001 Aug 2;345(5):340-50
pubmed: 11484692
Cell. 2019 Sep 5;178(6):1493-1508.e20
pubmed: 31474370
Nat Rev Gastroenterol Hepatol. 2017 May;14(5):269-278
pubmed: 28144028
World J Gastroenterol. 2016 May 28;22(20):4794-801
pubmed: 27239106
Gastroenterology. 2021 Dec;161(6):1940-1952
pubmed: 34529988
Rheumatol Int. 2017 Sep;37(9):1551-1557
pubmed: 28455559