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IL11+ fibroblasts are implicated in nonresponse to anti–TNF-α via fibrosis in inflammatory bowel disease
Wangyue Li, Wei Huang, Jiaxin Wang, Yiwen Tu, Qidi Yang, Yao Zhou, Zile Zhang, Haiming Zhuang, Yubei Gu, Duowu Zou, Yao Zhang
Wangyue Li, Wei Huang, Jiaxin Wang, Yiwen Tu, Qidi Yang, Yao Zhou, Zile Zhang, Haiming Zhuang, Yubei Gu, Duowu Zou, Yao Zhang
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Research Article Gastroenterology Inflammation

IL11+ fibroblasts are implicated in nonresponse to anti–TNF-α via fibrosis in inflammatory bowel disease

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Abstract

Inflammatory bowel disease (IBD) is frequently accompanied by intestinal fibrosis, with nonresponse to long-term anti–TNF-α therapy occurring in approximately 23%–46% of patients. Integrated analysis of single-cell and bulk RNA-seq datasets revealed an expansion of IL11+ fibroblasts in inflamed intestine and their significant enrichment in nonresponders. We further identified IL11+ fibroblasts as a central communication hub that engaged in extensive crosstalk with monocytes and may contribute to inflammatory amplification and fibrotic remodeling. Additionally, we employed machine learning approaches, including least absolute shrinkage and selection operator, support vector machines, and random forest, to derive an IL11+ fibroblast–related gene signature effectively predicting nonresponse to anti–TNF-α in validation and test cohorts. IHC further confirmed the overexpression of IL-11 in nonresponders. The signature genes we found are not only associated with immune and inflammatory responses but also with fibrosis, indicating a robust association between fibrosis and anti–TNF-α treatment failure. In summary, this study highlights the important role of IL11+ fibroblasts in orchestrating both inflammation and fibrosis and provides an applicable model for predicting nonresponse to anti–TNF-α in IBD, thereby laying the foundation for precision medicine and targeted therapeutic strategies.

Authors

Wangyue Li, Wei Huang, Jiaxin Wang, Yiwen Tu, Qidi Yang, Yao Zhou, Zile Zhang, Haiming Zhuang, Yubei Gu, Duowu Zou, Yao Zhang

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Figure 4

IL11+ fibroblasts are associated with nonresponse to anti–TNF-α.

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IL11+ fibroblasts are associated with nonresponse to anti–TNF-α.
(A) Sc...
(A) Schematic of the integrated bulk RNA-seq dataset (including GSE16879, GSE12251, GSE23597, and GSE212849), comprising intestinal samples from 200 patients with IBD treated with IFX or GLM (86 responders, 114 nonresponders). All samples were obtained prior to IFX or GLM treatment. Created with BioRender.com. (B) Median differences in the inferred cell proportions estimated by CIBERSORTx between nonresponders and responders. Statistical significance was determined by Wilcoxon’s rank-sum test with Benjamini-Hochberg procedure (*P ≤ 0.05; **P ≤ 0.01; ***P ≤ 0.001). (C) Ranking of nonresponse-associated cell importance based on the Boruta algorithm. (D and E) ssGSEA scores for nonresponders and responders on the stromal-M13 gene set and the IL11+ fibroblast DEGs (D), and on the collagen, glycoprotein, proteoglycan, and ECM gene sets (E). Statistical significance was determined by Wilcoxon’s rank-sum test (****P ≤ 0.0001). (F) Volcano plot showing differential gene expression between responders and nonresponders. Blue and red dots represent significantly downregulated and upregulated genes, respectively (FDR < 0.05; |log fold change| > 1). (G) GO biological process enrichment analysis and KEGG enrichment analysis of nonresponse-associated DEGs. (H) Dot plot showing the expression of the top 15 nonresponse-associated DEGs in stromal cell subclusters identified in the integrated scRNA-seq dataset. Dot color and size represent average expression level and expression percentage, respectively.

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