Luan Mingyuan, Zhao Min, Wang Haiying, Xu Rongjian, Cai Jinzhen
Qingdao University Medical College, Qingdao, Shandong, China.
Center of Laboratory Medicine, Qilu Hospital of Shandong University (Qingdao), Qingdao, Shandong, China.
Front Genet. 2022 Sep 16;13:984033. doi: 10.3389/fgene.2022.984033. eCollection 2022.
5-methylcytosine has a profound impact on the development and progression of hepatocellular carcinoma. The aim of this study was to investigate the usefulness of 5-methylcytosine in determining the prognosis, tumor microenvironment, and applicability of precision medicine in hepatocellular carcinoma. We collected data of seven hepatocellular carcinoma cohorts (The Genome Atlas, International Genome Consortium, GSE14520, GSE6764, GSE9843, GSE63898, GSE76427). An unsupervised clustering method was used to identify novel subtypes of hepatocellular carcinoma based on the expression 5-methylcytosine gene signatures. The 5-methylcytosine score was determined using the least absolute shrinkage and selection operator method based on the differential expression of genes in the identified subtypes. Subsequently, we investigated the association between 5-methylcytosine-based clusters (according to the 5-methylcytosine score) and clinical outcomes, immunophenotypes, classical molecular subtypes, and therapeutic opportunities in hepatocellular carcinoma. Finally, we examined the sensitivity of patients with high 5-methylcytosine score to drugs. We identified two hepatocellular carcinoma-specific, 5-methylcytosine-based subtypes (clusters 1 and 2). Cluster 1 exhibited significantly higher 5-methylcytosine scores versus cluster 2. The 5-methylcytosine-based subtypes accurately predicted classical molecular subtypes, immunophenotypes, prognosis, and therapeutic opportunities for patients with hepatocellular carcinoma. Cluster 1 (high 5-methylcytosine score) was characterized by lower anticancer immunity and worse prognosis versus cluster 2 (low 5-methylcytosine score). Moreover, cluster 1 (high 5-methylcytosine score) exhibited low sensitivity to cancer immunotherapy, but high sensitivity to radiotherapy and targeted therapy with lenvatinib. The novel 5-methylcytosine-based subtypes (according to the 5-methylcytosine score) may reflect the prognosis, tumor microenvironment, and applicability of precision medicine in patients with hepatocellular carcinoma.
5-甲基胞嘧啶对肝细胞癌的发生发展具有深远影响。本研究旨在探讨5-甲基胞嘧啶在判断肝细胞癌预后、肿瘤微环境及精准医学适用性方面的作用。我们收集了七个肝细胞癌队列的数据(癌症基因组图谱、国际基因组联盟、GSE14520、GSE6764、GSE9843、GSE63898、GSE76427)。采用无监督聚类方法,基于5-甲基胞嘧啶基因特征的表达来识别肝细胞癌的新亚型。基于所识别亚型中基因的差异表达,使用最小绝对收缩和选择算子方法确定5-甲基胞嘧啶评分。随后,我们研究了基于5-甲基胞嘧啶的聚类(根据5-甲基胞嘧啶评分)与肝细胞癌临床结局、免疫表型、经典分子亚型及治疗机会之间的关联。最后,我们检测了5-甲基胞嘧啶评分高的患者对药物的敏感性。我们识别出两种基于5-甲基胞嘧啶的肝细胞癌特异性亚型(聚类1和聚类2)。聚类1的5-甲基胞嘧啶评分显著高于聚类2。基于5-甲基胞嘧啶的亚型准确预测了肝细胞癌患者的经典分子亚型、免疫表型、预后及治疗机会。与聚类2(5-甲基胞嘧啶评分低)相比,聚类1(5-甲基胞嘧啶评分高)的特点是抗癌免疫较低且预后较差。此外,聚类1(5-甲基胞嘧啶评分高)对癌症免疫治疗敏感性低,但对放疗和乐伐替尼靶向治疗敏感性高。基于5-甲基胞嘧啶的新亚型(根据5-甲基胞嘧啶评分)可能反映了肝细胞癌患者的预后、肿瘤微环境及精准医学的适用性。