Laboratory of Tumor Cell Biology, Tianjin Medical University Cancer Institute and Hospital, Tianjin, China; Department of Genetics, School of Basic Medical Sciences, Tianjin Medical University, Tianjin, China.
School of Biomedical Engineering and Technology, Department of Bioinformatics, The Province and Ministry Co-Sponsored Collaborative Innovation Center for Medical Epigenetics, Tianjin Medical University, Tianjin, China.
Gastroenterology. 2022 Jan;162(1):238-252. doi: 10.1053/j.gastro.2021.08.052. Epub 2021 Sep 2.
BACKGROUND & AIMS: Copy number alterations (CNAs), elicited by genome instability, are a major source of intratumor heterogeneity. How CNAs evolve in hepatocellular carcinoma (HCC) remains unknown.
We performed single-cell DNA sequencing (scDNA-seq) on 1275 cells isolated from 10 patients with HCC, ploidy-resolved scDNA-seq on 356 cells from 1 additional patient, and single-cell RNA sequencing on 27,344 cells from 3 additional patients. Three statistical fitting models were compared to investigate the CNA accumulation pattern.
Cells in the tumor were categorized into the following 3 subpopulations: euploid, pseudoeuploid, and aneuploid. Our scDNA-seq analysis revealed that CNA accumulation followed a dual-phase copy number evolution model, that is, a punctuated phase followed by a gradual phase. Patients who exhibited prolonged gradual phase showed higher intratumor heterogeneity and worse disease-free survival. Integrating bulk RNA sequencing of 17 patients with HCC, published datasets of 1196 liver tumors, and immunohistochemical staining of 202 HCC tumors, we found that high expression of CAD, a gene involved in pyrimidine synthesis, was correlated with rapid tumorigenesis and reduced survival. The dual-phase copy number evolution model was validated by our single-cell RNA sequencing data and published scDNA-seq datasets of other cancer types. Furthermore, ploidy-resolved scDNA-seq revealed the common clonal origin of diploid- and polyploid-aneuploid cells, suggesting that polyploid tumor cells were generated by whole genome doubling of diploid tumor cells.
Our work revealed a novel dual-phase copy number evolution model, showed HCC with longer gradual phase was more severe, identified CAD as a promising biomarker for early recurrence of HCC, and supported the diploid origin of polyploid HCC.
基因组不稳定性引起的拷贝数改变(CNAs)是肿瘤内异质性的主要来源。肝癌(HCC)中 CNA 如何演变尚不清楚。
我们对 10 名 HCC 患者的 1275 个细胞进行了单细胞 DNA 测序(scDNA-seq),对 1 名额外患者的 356 个细胞进行了倍性分辨 scDNA-seq,对 3 名额外患者的 27344 个细胞进行了单细胞 RNA 测序。比较了 3 种统计拟合模型,以研究 CNA 积累模式。
肿瘤中的细胞分为以下 3 个亚群:整倍体、伪整倍体和非整倍体。我们的 scDNA-seq 分析表明,CNA 积累遵循双相拷贝数进化模型,即一个突发阶段和一个渐进阶段。表现出较长渐进阶段的患者具有更高的肿瘤内异质性和更差的无病生存。整合了 17 名 HCC 患者的 bulk RNA 测序、1196 个肝肿瘤的已发表数据集和 202 个 HCC 肿瘤的免疫组织化学染色,我们发现参与嘧啶合成的基因 CAD 的高表达与肿瘤快速发生和生存降低相关。双相拷贝数进化模型通过我们的单细胞 RNA 测序数据和其他癌症类型的已发表 scDNA-seq 数据集得到验证。此外,倍性分辨 scDNA-seq 揭示了二倍体-和多倍体-非整倍体细胞的共同克隆起源,表明多倍体肿瘤细胞是由二倍体肿瘤细胞的全基因组加倍产生的。
我们的工作揭示了一种新的双相拷贝数进化模型,表明 HCC 中逐渐阶段较长的情况更严重,确定 CAD 作为 HCC 早期复发的有前途的生物标志物,并支持多倍体 HCC 的二倍体起源。