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

IF 3.1 4区 生物学 Q2 BIOLOGY
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 ,&nbsp;Tianshuang Xia ,&nbsp;Bin Peng ,&nbsp;Liyong Lai ,&nbsp;Weiqing Fan ,&nbsp;Yiping Jiang ,&nbsp;Jianyong Han ,&nbsp;Ruiqing Zhu ,&nbsp;Tao Jiang ,&nbsp;Ti Yang ,&nbsp;Xiaoqiang Yue ,&nbsp;Denghai Zhang ,&nbsp;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 ,&nbsp;Tianshuang Xia ,&nbsp;Bin Peng ,&nbsp;Liyong Lai ,&nbsp;Weiqing Fan ,&nbsp;Yiping Jiang ,&nbsp;Jianyong Han ,&nbsp;Ruiqing Zhu ,&nbsp;Tao Jiang ,&nbsp;Ti Yang ,&nbsp;Xiaoqiang Yue ,&nbsp;Denghai Zhang ,&nbsp;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}
引用次数: 0

摘要

背景:骨质疏松症(OP)是溃疡性结肠炎(UC)患者常见的合并症。然而,UC诱导骨质流失的具体机制尚不清楚。方法分析GSE87466和GSE35958数据集的转录组数据,鉴定共同差异表达基因(co-DEGs),构建蛋白-蛋白相互作用网络,并进行功能富集分析。使用R包PROGENy、NetAct和sRACIPE来推断信号通路的活性,构建转录因子调控网络,识别疾病促进基因。建立葡聚糖硫酸钠(DSS)诱导UC小鼠模型,验证共degs之间富集的生物过程。结果共鉴定出66个上调的共deg,其中ICAM1、ITGA5、THY1、ITGB2、TGFB1、MMP2、COL6A2、FLNA、CD5和IL16被鉴定为枢纽基因。这些上调的共degs在细胞因子应答、白细胞跨内皮迁移、髓系白细胞介导的免疫调节和破骨细胞分化等过程中显著富集。七个信号通路,NF -κB, TNF -α,MAPK,表皮生长因子受体,TGF -β,缺氧,小道,都激活在加州大学和作品共有12号基因被确定为disease-suppressing诱发疾病和22日在加州大学,而诱发疾病7基因被发现是disease-suppressing和5,相机会在这些RELA, NFKB1,诱发疾病和安全系数被发现常见基因小鼠UC和相机会DSS政府不仅引发结肠炎,但也导致了重大的骨质流失,可能是由TNF-α -介导的骨吸收活性增强驱动的。结论sc相关性结肠炎症触发细胞因子释放,促进免疫细胞活化和转运进入骨髓微环境。关键炎症介质,特别是TNF-α,与核因子κ κ -Β配体受体激活因子(RANKL)协同作用,促进破骨细胞前体向成熟破骨细胞的分化。这种炎症环境加速骨吸收,最终导致骨质流失和结构退化。这些发现提示了UC和OP的三种潜在的双靶向治疗策略:抑制TNF-α,靶向白细胞迁移相关的中心基因(ICAM1, ITGA5, ITGB2和TGFB1),抑制常见的疾病促进基因(RELA, NFKB1和FOS)。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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).
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
Computational Biology and Chemistry
Computational Biology and Chemistry 生物-计算机:跨学科应用
CiteScore
6.10
自引率
3.20%
发文量
142
审稿时长
24 days
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.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信