Peking-Tsinghua Center for Life Sciences, Academy for Advanced Interdisciplinary Studies, Peking University, Beijing, 100871, China.
BIOPIC, Beijing Advanced Innovation Center for Genomics, School of Life Sciences, Peking University, Beijing, 100871, China.
J Genet Genomics. 2020 Jul 20;47(7):373-388. doi: 10.1016/j.jgg.2020.06.006. Epub 2020 Jul 27.
Single-cell RNA sequencing (scRNA-seq) has enabled high-resolution characterization of molecular signatures of tumor-infiltrating lymphocytes. However, analyses at the transcript isoform level are rarely reported. As alternative splicing is critical to T-cell differentiation and activation, here, we proposed a computational method named IDEA (Isoform Detection, Enrichment, and functional Annotation) to comprehensively detect and annotate differentially used isoforms across cell subtypes. We applied IDEA on a scRNA-seq data set of 12,346 T cells from non-small-cell lung cancer (NSCLC). We found that most genes tend to dominantly express one isoform in single T cells, enabling typing T cells based on the isotypes, given a gene. Isotype analysis suggested that tumor-infiltrating T cells significantly preferred specific isotypes for 245 genes in CD8 T cells and 456 genes in CD4 T cells. Functional annotation suggests that the preferred isoforms involved in coding/noncoding switches, transcription start site changes, gains/losses of domains, and subcellular translocation. Clonal analysis revealed that isoform switching occurred during T-cell activation/differentiation. Our analysis provides precise characterization of the molecular events in tumor-infiltrating T cells and sheds new light on the regulatory mechanisms of tumor-infiltrating T cells.
单细胞 RNA 测序 (scRNA-seq) 使对肿瘤浸润淋巴细胞的分子特征进行高分辨率描述成为可能。然而,很少有关于转录本异构体水平的分析报告。由于选择性剪接对 T 细胞分化和激活至关重要,在这里,我们提出了一种名为 IDEA(异构体检测、富集和功能注释)的计算方法,以全面检测和注释细胞亚型之间差异使用的异构体。我们将 IDEA 应用于来自非小细胞肺癌 (NSCLC) 的 12346 个 T 细胞的 scRNA-seq 数据集。我们发现,大多数基因在单个 T 细胞中往往优先表达一种异构体,从而能够根据给定基因的异构体对 T 细胞进行分型。异构体分析表明,肿瘤浸润 T 细胞在 CD8 T 细胞中显著偏爱 245 个基因和 CD4 T 细胞中 456 个基因的特定异构体。功能注释表明,首选异构体涉及编码/非编码开关、转录起始位点变化、结构域的增益/缺失和亚细胞易位。克隆分析显示,在 T 细胞激活/分化过程中发生了异构体转换。我们的分析提供了对肿瘤浸润 T 细胞中分子事件的精确描述,并为肿瘤浸润 T 细胞的调控机制提供了新的见解。