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多组学分析确定巨噬细胞是溃疡性结肠炎性别相关差异的关键因素。

Multi-omics analysis identified macrophages as key contributors to sex-related differences in ulcerative colitis.

作者信息

Fang Xiaojie, Yang Jiahao, Yang Liu, Lin Yiyou, Li Yanyan, Yin Xin, Dou Xiaobing, Miao Chenyun

机构信息

Department of Anorectal Surgery, Hangzhou TCM Hospital Affiliated to Zhejiang Chinese Medical University, Hangzhou, China.

Department of Pathology, Hangzhou TCM Hospital Affiliated to Zhejiang Chinese Medical University, Hangzhou, China.

出版信息

Front Immunol. 2025 Jun 24;16:1569271. doi: 10.3389/fimmu.2025.1569271. eCollection 2025.

Abstract

BACKGROUND

Ulcerative colitis (UC) has a complex etiology, and whether there are sex-related differences in its molecular mechanisms remains unclear. This study employed multi-omics analysis to explore sex-based differences in UC, aiming to provide support for personalized treatment.

METHODS

The GSE36807 and GSE206171 datasets from the GEO database were grouped by sex. Data were preprocessed using the R software, and DEGs identified using the limma package and key modules of WGCNA. LASSO regression was conducted to screen hub genes, ROC curves were used to evaluate diagnostic value, CIBERSORT was used to analyze immune cell proportions, and Spearman's correlation was performed to explore associations. The single-cell dataset GSE214695 was processed using Seurat to analyze immune cell proportion differences. Histological, immunohistochemical, and metabolomic analyses were performed on the colon tissues of DSS-induced colitis model mice.

RESULTS

Thirty-seven DEGs and 47 co-expression modules were identified. LASSO regression highlighted RPS4Y1 as the core gene, which was significantly upregulated in males. Females showed higher proportions of resting NK cells and M0 macrophages but a lower number of eosinophils. RPS4Y1 expression was positively correlated with resting memory CD4+ T cells and eosinophils and negatively with M0 macrophages and resting mast cells. Macrophage function exhibited sex-based disparities. Increased immune cell infiltration was observed in female colon tissues compared with that in male colon tissues. Metabolomic analysis identified 140 sex-dimorphic metabolites, with significant alterations in glutathione metabolism.

CONCLUSION

RPS4Y1 exhibits sex-specific expression in UC and plays a key role in immunomodulation. Mitochondrial energy metabolism contributes to sex-based macrophage differences, highlighting the importance of considering sex-specific mechanisms in UC diagnosis and individualized treatment.

摘要

背景

溃疡性结肠炎(UC)病因复杂,其分子机制是否存在性别差异尚不清楚。本研究采用多组学分析来探索UC中基于性别的差异,旨在为个性化治疗提供支持。

方法

将来自GEO数据库的GSE36807和GSE206171数据集按性别分组。使用R软件对数据进行预处理,使用limma软件包识别差异表达基因(DEGs)以及WGCNA的关键模块。进行LASSO回归以筛选枢纽基因,使用ROC曲线评估诊断价值,使用CIBERSORT分析免疫细胞比例,并进行Spearman相关性分析以探索关联。使用Seurat处理单细胞数据集GSE214695以分析免疫细胞比例差异。对葡聚糖硫酸钠(DSS)诱导的结肠炎模型小鼠的结肠组织进行组织学、免疫组织化学和代谢组学分析。

结果

鉴定出37个DEGs和47个共表达模块。LASSO回归突出显示RPS4Y1为核心基因,其在男性中显著上调。女性显示静息自然杀伤细胞和M0巨噬细胞比例较高,但嗜酸性粒细胞数量较少。RPS4Y1表达与静息记忆CD4 + T细胞和嗜酸性粒细胞呈正相关,与M0巨噬细胞和静息肥大细胞呈负相关。巨噬细胞功能表现出基于性别的差异。与男性结肠组织相比,女性结肠组织中观察到免疫细胞浸润增加。代谢组学分析鉴定出140种性别二态性代谢物,谷胱甘肽代谢有显著改变。

结论

RPS4Y1在UC中表现出性别特异性表达,并在免疫调节中起关键作用。线粒体能量代谢导致基于性别的巨噬细胞差异,突出了在UC诊断和个体化治疗中考虑性别特异性机制的重要性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1c33/12238219/8075f4fdeb65/fimmu-16-1569271-g001.jpg

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