Department of Systems BiologyThe University of Texas MD Anderson Cancer CenterHoustonTexasUSA.
Department of SurgeryDivision of Hepatobiliary and Pancreatic SurgeryYonsei University College of MedicineYonseiKorea.
Hepatology. 2022 Dec;76(6):1634-1648. doi: 10.1002/hep.32490. Epub 2022 Jun 29.
Although many studies revealed transcriptomic subtypes of HCC, concordance of the subtypes are not fully examined. We aim to examine a consensus of transcriptomic subtypes and correlate them with clinical outcomes.
By integrating 16 previously established genomic signatures for HCC subtypes, we identified five clinically and molecularly distinct consensus subtypes. STM (STeM) is characterized by high stem cell features, vascular invasion, and poor prognosis. CIN (Chromosomal INstability) has moderate stem cell features, but high genomic instability and low immune activity. IMH (IMmune High) is characterized by high immune activity. BCM (Beta-Catenin with high Male predominance) is characterized by prominent β-catenin activation, low miRNA expression, hypomethylation, and high sensitivity to sorafenib. DLP (Differentiated and Low Proliferation) is differentiated with high hepatocyte nuclear factor 4A activity. We also developed and validated a robust predictor of consensus subtype with 100 genes and demonstrated that five subtypes were well conserved in patient-derived xenograft models and cell lines. By analyzing serum proteomic data from the same patients, we further identified potential serum biomarkers that can stratify patients into subtypes.
Five HCC subtypes are correlated with genomic phenotypes and clinical outcomes and highly conserved in preclinical models, providing a framework for selecting the most appropriate models for preclinical studies.
尽管许多研究揭示了 HCC 的转录组亚型,但这些亚型的一致性尚未得到充分检验。我们旨在检验转录组亚型的共识,并将其与临床结果相关联。
通过整合 16 个先前建立的 HCC 亚型的基因组特征,我们确定了五个具有临床和分子特征的共识亚型。STM(STeM)的特征是具有高干细胞特征、血管侵犯和预后不良。CIN(染色体不稳定性)具有中等的干细胞特征,但具有较高的基因组不稳定性和较低的免疫活性。IMH(免疫高)的特征是具有高免疫活性。BCM(β-连环蛋白高,男性为主)的特征是β-连环蛋白的显著激活、miRNA 表达降低、低甲基化和对索拉非尼的高敏感性。DLP(分化和低增殖)具有高肝细胞核因子 4A 活性的分化特征。我们还开发并验证了一个由 100 个基因组成的共识亚型的强大预测因子,并证明在患者来源的异种移植模型和细胞系中,这五个亚型具有很好的一致性。通过分析来自同一患者的血清蛋白质组学数据,我们进一步鉴定了潜在的血清生物标志物,可将患者分层为不同的亚型。
五种 HCC 亚型与基因组表型和临床结果相关,在临床前模型中高度保守,为选择最适合临床前研究的模型提供了框架。