Fan Hui, Wang Rong, Wen Bin, Xiong Jing
Department of Pharmacology, School of Pharmacy, China Pharmaceutical University, Nanjing, China.
State Key Laboratory of Natural Medicines, School of Traditional Chinese Pharmacy, China Pharmaceutical University, Nanjing, China.
Front Immunol. 2024 Dec 4;15:1502263. doi: 10.3389/fimmu.2024.1502263. eCollection 2024.
Non-alcoholic steatohepatitis (NASH) is the most prevalent chronic liver condition globally, with potential progression to cirrhosis, and even hepatocellular carcinoma (HCC). The increasing prevalence of NASH underscores the urgent need for advanced diagnostic and therapeutic strategies. Despite its widespread impact, effective treatments to prevent the progression of NASH remain elusive, highlighting the critical importance of innovative molecular techniques in both the diagnosis and management of this disease.
Six microarray datasets available in GEO were used to perform Robust Rank Aggregation (RRA) to identify differentially expressed genes (DEGs).We identified 62 robust upregulated genes and 24 robust downregulated genes. These genes were undergone Gene Ontology enrichment analysis and further examination for expression correlation with NAS score. Molecular subtypes were generated using "ConsensusClusterPlus" on identified genes, which were further assessed for tumor stage relevance, expression differences in adjacent and tumor tissues, and impact on survival in TCGA liver cancer patients. Single-cell analysis was then used to explore the genes across different cell types and subgroups as well as cell-type interactions. The clinical utility of predicted core genes was highlighted through decision curve analysis, with emphasis on HCC prognosis. The GDSC database was used to evaluate the relationship between the predicted core genes and drug sensitivity, while the TIDE database was used to evaluate their relationship with immunotherapy.
Four core genes, , , , and , were identified as key to influencing HCC prognosis and therapy responsiveness, especially immune treatment efficacy in NASH-associated HCC.
The core genes may act as critical biomarkers driving the progression of NASH to HCC. They are potential novel targets for the diagnosis and treatment of NASH progression, offering innovative perspectives for its clinical management.
非酒精性脂肪性肝炎(NASH)是全球最常见的慢性肝脏疾病,有进展为肝硬化甚至肝细胞癌(HCC)的潜在风险。NASH患病率的不断上升凸显了对先进诊断和治疗策略的迫切需求。尽管其影响广泛,但预防NASH进展的有效治疗方法仍然难以捉摸,这突出了创新分子技术在该疾病诊断和管理中的至关重要性。
使用基因表达综合数据库(GEO)中可用的六个微阵列数据集进行稳健秩聚合(RRA)以鉴定差异表达基因(DEG)。我们鉴定出62个稳健上调基因和24个稳健下调基因。对这些基因进行基因本体富集分析,并进一步检查其与NAS评分的表达相关性。使用“ConsensusClusterPlus”对鉴定出的基因生成分子亚型,进一步评估其与肿瘤分期的相关性、在相邻组织和肿瘤组织中的表达差异以及对TCGA肝癌患者生存的影响。然后使用单细胞分析来探索不同细胞类型和亚组中的基因以及细胞类型间的相互作用。通过决策曲线分析突出预测核心基因的临床实用性,重点是HCC预后。利用GDSC数据库评估预测核心基因与药物敏感性之间的关系,同时利用TIDE数据库评估它们与免疫治疗的关系。
四个核心基因,即 、 、 和 ,被确定为影响HCC预后和治疗反应性的关键因素,特别是在NASH相关HCC中的免疫治疗效果。
核心基因可能是驱动NASH进展为HCC的关键生物标志物。它们是NASH进展诊断和治疗的潜在新靶点,为其临床管理提供了创新视角。