ArticlePeerJ2026
Identification and validation of novel platelet-related genes in ulcerative colitis using bioinformatics and machine learning strategies.
Article in PeerJ, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Authors and funding
7 authors.
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Abstract
Ulcerative colitis (UC) is a chronic, relapsing inflammatory disorder of the colonic mucosa. Although colonoscopy remains the diagnostic cornerstone for UC, its invasive nature highlights the need for additional biomarkers. This study used differential expression analysis, weighted gene co-expression network analysis (WGCNA), and machine-learning algorithms to identify three key platelet-related genes (PRGs)-TRIM22, TIMP1, and RAC2-that are involved in UC development. Immune cell analysis and single-cell analyses indicated that the expression of these key genes was significantly correlated with macrophages, neutrophils, and mast cells. Moreover, these key PRGs were mainly involved in pathways related to UC, such as chemokine signaling and leukocyte transendothelial migration. The expression levels of the key PRGs were further validated in independent datasets, dextran sulfate sodium (DSS)-induced colitis tissues, and peripheral blood mononuclear cells (PBMC) samples from UC patients. Collectively, these findings support a platelet-related three-gene signature with potential diagnostic and biological relevance in UC.
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