首页|期刊导航|西安交通大学学报(医学版)|非酒精性脂肪性肝病的转录组学特征及关键分子解析

非酒精性脂肪性肝病的转录组学特征及关键分子解析OA

Bioinformatics analysis of transcriptomic signatures and key molecules in non-alcoholic fatty liver disease

中文摘要英文摘要

目的 非酒精性脂肪性肝病(non-alcoholic fatty liver disease,NAFLD)是全球常见的慢性肝病,其中非酒精性脂肪性肝炎(non-alcoholic steatohepatitis,NASH)更有进展为肝纤维化、肝硬化和肝癌的高风险.本研究通过整合多队列转录组数据,探索单纯性脂肪肝(non-alcoholic fatty liver,NAFL)至NASH过程中的关键分子事件进展,为临床诊断提供早期标志物和治疗靶点.方法 下载并整合GEO数据库4个肝脏组织RNA-seq数据集(共293例),经质量控制与批次校正后,获得286例高质量样本[健康对照(HC)组n=46;NAFL组n=70;NASH组n=170)].利用edgeR、limma-voom和DESeq2 3种方法鉴定差异表达基因(DEGs),并通过GSEA、GO与KEGG富集分析揭示潜在分子通路,通过共识通路筛选及单样本GSEA(ssGSEA)验证关键通路活性.结果 NAFL与HC的DEGs集中于代谢稳态破坏和轻度炎症反应,但变化幅度较小;NASH组与HC组比较显示炎症、免疫应答、细胞周期和ECM重塑通路显著激活;NASH组与NAFL组的DEGs突出显示在细胞周期紊乱、炎症反应及ECM相关通路.ssGSEA验证了E2F靶点、G2/M checkpoint、TNF-α/NF-κB信号等通路在疾病组中呈渐进性激活趋势.结论 NAFL向NASH的进展伴随由代谢稳态破坏到炎症激活、细胞周期异常及基质重塑的逐步演化.本研究从转录组层面揭示了NAFLD进展的分子特征,为后续机制研究及潜在靶点筛选提供了数据支持.

Objective Non-alcoholic fatty liver disease(NAFLD)is a common chronic liver disorder worldwide,with non-alcoholic steatohepatitis(NASH)carrying a high risk of progression to fibrosis,cirrhosis,and hepatocellular carcinoma.This study aimed to identify key molecular events underlying the transition from non-alcoholic fatty liver(NAFL)to NASH by integrating multi-cohort transcriptomic data,thereby providing potential early biomarkers and therapeutic targets.Methods Four liver tissue RNA-seq datasets from the GEO database(total n=293)were collected and integratd.After quality control and batch correction,286 high-quality samples were retained(HC=46,NAFL=70,NASH=170).Differentially expressed genes(DEGs)were identified using three analytical pipelines(edgeR,limma-voom,and DESeq2).Functional enrichment was performed through GSEA,GO,and KEGG analyses,followed by consensus pathway screening and validation of pathway activity using single-sample GSEA(ssGSEA).Results NAFL showed mild disturbances in metabolic homeostasis and low-grade inflammation.In contrast,NASH displayed pronounced activation of pathways related to inflammation,immune response,cell cycle regulation,and extracellular matrix(ECM)remodeling.Comparison of NASH and NAFL highlighted pronounced cell cycle dysregulation,enhanced inflammation,and ECM-related changes.ssGSEA verified progressive activation of E2F targets,G2/M checkpoint,and TNF-α/NF-κB signaling along the disease spectrum.Conclusion The progression from NAFL to NASH involves a gradual shift from metabolic imbalance to inflammation,cell cycle dysregulation,and ECM remodeling.This study delineates the transcriptomic landscape of NAFLD progression and provides a valuable resource for mechanistic insights and identification of potential therapeutic targets.

高姝雅;姚雨璐;田垚;管培中;申佳琦;李生斌;成诚

西安交通大学国家卫生健康委法医学重点实验室,陕西 西安 710049||西安交通大学生物证据研究院/国家生物安全证据基地,陕西 西安 710049西安交通大学国家卫生健康委法医学重点实验室,陕西 西安 710049||西安交通大学生物证据研究院/国家生物安全证据基地,陕西 西安 710049西安交通大学未来技术学院,陕西 西安 710049||西安交通大学机械工程学院,陕西 西安 710049烟台业达医院,山东 烟台 264006成都中医药大学附属医院超声医学科,四川 成都 610075西安交通大学国家卫生健康委法医学重点实验室,陕西 西安 710049||西安交通大学生物证据研究院/国家生物安全证据基地,陕西 西安 710049西安交通大学国家卫生健康委法医学重点实验室,陕西 西安 710049||西安交通大学生物证据研究院/国家生物安全证据基地,陕西 西安 710049||香港城市大学计算机科学系,香港 999077

医药卫生

非酒精性脂肪性肝病(NAFLD)非酒精性脂肪性肝炎(NASH)转录组学差异表达基因(DEGs)

non-alcoholic fatty liver disease(NAFLD)non-alcoholic steatohepatitis(NASH)transcriptomicsdifferentially expressed gene(DEGs)

《西安交通大学学报(医学版)》 2026 (2)

257-268,12

西安交通大学横向项目(No.HXDSH20231721),国家级大学生创新训练项目(No.202510698046)Supported by Xi'an Jiaotong University Crosswise Project(No.HXDSH20231721)and the National College Students'Innovation and Entrepreneurship Training Program(No.202510698046)

10.7652/jdyxb202602009

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