Kun Li , Tianshuang Xia , Bin Peng , Liyong Lai , Weiqing Fan , Yiping Jiang , Jianyong Han , Ruiqing Zhu , Tao Jiang , Ti Yang , Xiaoqiang Yue , Denghai Zhang , Hailiang Xin
{"title":"生物信息学分析结合实验揭示溃疡性结肠炎和骨质疏松症的共同枢纽基因、途径和转录因子调控网络","authors":"Kun Li , Tianshuang Xia , Bin Peng , Liyong Lai , Weiqing Fan , Yiping Jiang , Jianyong Han , Ruiqing Zhu , Tao Jiang , Ti Yang , Xiaoqiang Yue , Denghai Zhang , Hailiang Xin","doi":"10.1016/j.compbiolchem.2025.108598","DOIUrl":null,"url":null,"abstract":"<div><h3>Background</h3><div>Osteoporosis (OP) is a common comorbidity in ulcerative colitis (UC) patients. However, the specific mechanism by which UC induces bone loss remains unclear.</div></div><div><h3>Methods</h3><div>Transcriptome data from the GSE87466 and GSE35958 datasets were analyzed to identify common differentially expressed genes (co-DEGs), construct protein-protein interaction network, and perform functional enrichment analysis. The R packages PROGENy, NetAct, and sRACIPE were used to infer the activity of the signaling pathways, construct transcription factor regulatory networks, and identify disease-promoting genes. A dextran sulfate sodium (DSS)-induced UC mouse model was established to validate the biological processes enriched among co-DEGs.</div></div><div><h3>Results</h3><div>A total of 66 upregulated co-DEGs were identified, with ICAM1, ITGA5, THY1, ITGB2, TGFB1, MMP2, COL6A2, FLNA, CD5, and IL16 identified as hub genes. These upregulated co-DEGs were significantly enriched in processes, such as response to cytokine, leukocyte transendothelial migration, regulation of myeloid leukocyte mediated immunity, and osteoclast differentiation. Seven signaling pathways, NF-κB, TNF-α, MAPK, EGFR, TGF-β, hypoxia, and TRAIL, were consistently activated in both UC and OP. A total of 12 genes were identified as disease-suppressing and 22 as disease-promoting in UC, while 7 genes were found to be disease-suppressing and 5 disease-promoting in OP. Among these, RELA, NFKB1, and FOS were found to be common disease-promoting genes in both UC and OP. DSS administration in mice not only induced colitis, but also resulted in significant bone loss, likely driven by TNF-α–mediated enhancement of bone resorptive activity.</div></div><div><h3>Conclusions</h3><div>UC-related colonic inflammation triggers cytokine release and promotes immune cell activation and trafficking into the bone marrow microenvironment. Key inflammatory mediators, particularly TNF-α, act synergistically with receptor activator of nuclear factor kappa-Β ligand (RANKL) to enhance the differentiation of osteoclast precursors into mature osteoclasts. This inflammatory milieu accelerates bone resorption and ultimately leads to bone loss and structural degradation. These findings suggest three potential dual-targeted therapeutic strategies for UC and OP: inhibiting TNF-α, targeting leukocyte migration-related hub genes (ICAM1, ITGA5, ITGB2, and TGFB1), and inhibiting common disease-promoting genes (RELA, NFKB1, and FOS).</div></div>","PeriodicalId":10616,"journal":{"name":"Computational Biology and Chemistry","volume":"119 ","pages":"Article 108598"},"PeriodicalIF":3.1000,"publicationDate":"2025-07-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Bioinformatics analysis combined with experiments to unveil common hub genes, pathways, and transcription factor regulatory networks in ulcerative colitis and osteoporosis\",\"authors\":\"Kun Li , Tianshuang Xia , Bin Peng , Liyong Lai , Weiqing Fan , Yiping Jiang , Jianyong Han , Ruiqing Zhu , Tao Jiang , Ti Yang , Xiaoqiang Yue , Denghai Zhang , Hailiang Xin\",\"doi\":\"10.1016/j.compbiolchem.2025.108598\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><h3>Background</h3><div>Osteoporosis (OP) is a common comorbidity in ulcerative colitis (UC) patients. However, the specific mechanism by which UC induces bone loss remains unclear.</div></div><div><h3>Methods</h3><div>Transcriptome data from the GSE87466 and GSE35958 datasets were analyzed to identify common differentially expressed genes (co-DEGs), construct protein-protein interaction network, and perform functional enrichment analysis. The R packages PROGENy, NetAct, and sRACIPE were used to infer the activity of the signaling pathways, construct transcription factor regulatory networks, and identify disease-promoting genes. A dextran sulfate sodium (DSS)-induced UC mouse model was established to validate the biological processes enriched among co-DEGs.</div></div><div><h3>Results</h3><div>A total of 66 upregulated co-DEGs were identified, with ICAM1, ITGA5, THY1, ITGB2, TGFB1, MMP2, COL6A2, FLNA, CD5, and IL16 identified as hub genes. These upregulated co-DEGs were significantly enriched in processes, such as response to cytokine, leukocyte transendothelial migration, regulation of myeloid leukocyte mediated immunity, and osteoclast differentiation. Seven signaling pathways, NF-κB, TNF-α, MAPK, EGFR, TGF-β, hypoxia, and TRAIL, were consistently activated in both UC and OP. A total of 12 genes were identified as disease-suppressing and 22 as disease-promoting in UC, while 7 genes were found to be disease-suppressing and 5 disease-promoting in OP. Among these, RELA, NFKB1, and FOS were found to be common disease-promoting genes in both UC and OP. DSS administration in mice not only induced colitis, but also resulted in significant bone loss, likely driven by TNF-α–mediated enhancement of bone resorptive activity.</div></div><div><h3>Conclusions</h3><div>UC-related colonic inflammation triggers cytokine release and promotes immune cell activation and trafficking into the bone marrow microenvironment. Key inflammatory mediators, particularly TNF-α, act synergistically with receptor activator of nuclear factor kappa-Β ligand (RANKL) to enhance the differentiation of osteoclast precursors into mature osteoclasts. This inflammatory milieu accelerates bone resorption and ultimately leads to bone loss and structural degradation. These findings suggest three potential dual-targeted therapeutic strategies for UC and OP: inhibiting TNF-α, targeting leukocyte migration-related hub genes (ICAM1, ITGA5, ITGB2, and TGFB1), and inhibiting common disease-promoting genes (RELA, NFKB1, and FOS).</div></div>\",\"PeriodicalId\":10616,\"journal\":{\"name\":\"Computational Biology and Chemistry\",\"volume\":\"119 \",\"pages\":\"Article 108598\"},\"PeriodicalIF\":3.1000,\"publicationDate\":\"2025-07-18\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Computational Biology and Chemistry\",\"FirstCategoryId\":\"99\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S1476927125002592\",\"RegionNum\":4,\"RegionCategory\":\"生物学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"BIOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Computational Biology and Chemistry","FirstCategoryId":"99","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1476927125002592","RegionNum":4,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"BIOLOGY","Score":null,"Total":0}
Bioinformatics analysis combined with experiments to unveil common hub genes, pathways, and transcription factor regulatory networks in ulcerative colitis and osteoporosis
Background
Osteoporosis (OP) is a common comorbidity in ulcerative colitis (UC) patients. However, the specific mechanism by which UC induces bone loss remains unclear.
Methods
Transcriptome data from the GSE87466 and GSE35958 datasets were analyzed to identify common differentially expressed genes (co-DEGs), construct protein-protein interaction network, and perform functional enrichment analysis. The R packages PROGENy, NetAct, and sRACIPE were used to infer the activity of the signaling pathways, construct transcription factor regulatory networks, and identify disease-promoting genes. A dextran sulfate sodium (DSS)-induced UC mouse model was established to validate the biological processes enriched among co-DEGs.
Results
A total of 66 upregulated co-DEGs were identified, with ICAM1, ITGA5, THY1, ITGB2, TGFB1, MMP2, COL6A2, FLNA, CD5, and IL16 identified as hub genes. These upregulated co-DEGs were significantly enriched in processes, such as response to cytokine, leukocyte transendothelial migration, regulation of myeloid leukocyte mediated immunity, and osteoclast differentiation. Seven signaling pathways, NF-κB, TNF-α, MAPK, EGFR, TGF-β, hypoxia, and TRAIL, were consistently activated in both UC and OP. A total of 12 genes were identified as disease-suppressing and 22 as disease-promoting in UC, while 7 genes were found to be disease-suppressing and 5 disease-promoting in OP. Among these, RELA, NFKB1, and FOS were found to be common disease-promoting genes in both UC and OP. DSS administration in mice not only induced colitis, but also resulted in significant bone loss, likely driven by TNF-α–mediated enhancement of bone resorptive activity.
Conclusions
UC-related colonic inflammation triggers cytokine release and promotes immune cell activation and trafficking into the bone marrow microenvironment. Key inflammatory mediators, particularly TNF-α, act synergistically with receptor activator of nuclear factor kappa-Β ligand (RANKL) to enhance the differentiation of osteoclast precursors into mature osteoclasts. This inflammatory milieu accelerates bone resorption and ultimately leads to bone loss and structural degradation. These findings suggest three potential dual-targeted therapeutic strategies for UC and OP: inhibiting TNF-α, targeting leukocyte migration-related hub genes (ICAM1, ITGA5, ITGB2, and TGFB1), and inhibiting common disease-promoting genes (RELA, NFKB1, and FOS).
期刊介绍:
Computational Biology and Chemistry publishes original research papers and review articles in all areas of computational life sciences. High quality research contributions with a major computational component in the areas of nucleic acid and protein sequence research, molecular evolution, molecular genetics (functional genomics and proteomics), theory and practice of either biology-specific or chemical-biology-specific modeling, and structural biology of nucleic acids and proteins are particularly welcome. Exceptionally high quality research work in bioinformatics, systems biology, ecology, computational pharmacology, metabolism, biomedical engineering, epidemiology, and statistical genetics will also be considered.
Given their inherent uncertainty, protein modeling and molecular docking studies should be thoroughly validated. In the absence of experimental results for validation, the use of molecular dynamics simulations along with detailed free energy calculations, for example, should be used as complementary techniques to support the major conclusions. Submissions of premature modeling exercises without additional biological insights will not be considered.
Review articles will generally be commissioned by the editors and should not be submitted to the journal without explicit invitation. However prospective authors are welcome to send a brief (one to three pages) synopsis, which will be evaluated by the editors.