实用肝脏病杂志 ›› 2026, Vol. 29 ›› Issue (4): 517-520.doi: 10.3969/j.issn.1672-5069.2026.04.010

• 代谢相关性脂肪性肝病 • 上一篇    下一篇

整合批量测序和单细胞测序分析识别代谢功能障碍相关脂肪性肝炎关键通路和基因作用研究*

袁敏, 罗凌, 秦浩   

  1. 230022 湖南省吉首市 吉首大学第一附属医院/湘西土家族苗族自治州人民医院感染病科(袁敏);安徽省合肥市第三人民医院感染性疾病科(罗凌,秦浩)
  • 收稿日期:2026-02-06 出版日期:2026-07-10 发布日期:2026-07-20
  • 作者简介:袁敏,男,37岁,医学硕士,主治医师。主要从事病毒性肝炎和代谢相关性脂肪性肝病研防治究。E-mail:grkyuanmin@126.com
  • 基金资助:
    *安徽省合肥市第三人民医院院长科研基金资助项目(编号:SYKY202405)

Integrated analysis of bulk and single-cell RNA sequencing identifies key pathways and genes in metabolic-associated steatohepatitis

Yuan Min, Luo Ling, Qin Hao   

  1. Department of Infectious Diseases, People's Hospital, Xiangxi Tujia and Miao Autonomous Prefecture/First Affiliated Hospital, Jishou University, Jishou 416000, Xiangxi Tujia and Miao Autonomous Prefecture, Hunan Province, China
  • Received:2026-02-06 Online:2026-07-10 Published:2026-07-20

摘要: 目的 探讨代谢功能障碍相关脂肪性肝炎(MASH)相关功能富集通路和关键基因水平。方法 自基因表达数据库(GEO)下载MASH和正常人肝脏转录组数据及MASH单细胞数据,采用单细胞亚群鉴定和批量样本表型相关性分析(Scissor)方法鉴定与MASH表型最相关的细胞亚群和基因。对相关基因进行富集分析,并应用GEO数据集进一步验证重要基因水平。虚拟敲除重要基因实验,评估其可能引起的生物学功能变化。结果 巨噬细胞和淋巴细胞与MASH呈强相关性,部分肝脏细胞和星状细胞与MASH呈正相关;对相关差异基因富集分析显示,在MASH中以炎症和应激反应通路的持续激活为特征,其中细胞发生代谢重编程,表现为氨基酸分解和有机酸合成通路激活,进一步导致脂质代谢和转运通路异常。这些级联反应共同加剧了肝细胞的功能障碍和脂质异常蓄积;对显著性差异基因在外部数据集验证分析发现HMGCS1是参与MASH的关键基因;虚拟敲除HMGCS1实验显示,HMGCS1敲除扰动的基因主要富集于脂质和胆固醇转运相关通路。结论 通过整合单细胞与批量转录组数据,本研究分析了与MASH相关的关键细胞亚群、致病分子机制及其关键基因,为治疗干预提供了潜在的靶点。

关键词: 代谢相关脂肪性肝炎, 单细胞测序, 转录组测序, 基因富集分析

Abstract: Objective This study aimed to identify key genes associated with metabolic-associated steatohepatitis (MASH) and to investigate their functional pathways. Methods Liver tissues transcriptomic data and single-cell RNA sequencing (scRNA-seq) data from MASH and normal individuals were downloaded from the Gene Expression Omnibus (GEO) database. The Scissor algorithm was employed to identify cell subpopulations and genes most strongly correlated with the MASH phenotype. Functional enrichment analysis was performed on the associated genes, and key gene levels were further validated by using independent GEO datasets. Silicovirtual knockout experiments were conducted on pivotal genes to assess their potential downstream biological functional impacts. Results A strong correlation was demonstrated in macrophages and lymphocytes frum those with MASH, while certain hepatocytes and stellate cells also showed a positive associations; enrichment analysis of the differentially expressed genes revealed a characteristic cascade in MASH, e.g., the sustained activation of inflammation and stress-response pathways was accompanied by cellular metabolic reprogramming, evidenced by the activation of amino acid catabolism and organic acid synthesis pathways; this process subsequently led to abnormalities in lipid metabolism and transport pathways, collectively exacerbating hepatocellular dysfunction and abnormal lipid accumulation; validation analysis of significantly differentially expressed genes in external datasets identified HMGCS1 as a key gene involved in pathogenesis of MASH; virtual knockout of HMGCS1 demonstrated that the perturbed genes were significantly enriched in pathways related to lipid and cholesterol transport. Conclusion By integrating single-cell and bulk transcriptomic data, this study delineates key cellular subpopulations, pathogenic molecular mechanisms and critical genes associated with MASH occurrence, which might provide a potential targets for therapeutic intervention.

Key words: Metabolic-associated steatohepatitis, Single-cell RNA sequencing, Transcriptome sequencing, Gene enrichment analysis