An isoform-resolution transcriptomic atlas of colorectal cancer from long-read single-cell sequencing.

IF 11.1 Q1 CELL BIOLOGY Cell genomics Pub Date : 2024-08-23 DOI:10.1016/j.xgen.2024.100641
Zhongxiao Li, Bin Zhang, Jia Jia Chan, Hossein Tabatabaeian, Qing Yun Tong, Xiao Hong Chew, Xiaonan Fan, Patrick Driguez, Charlene Chan, Faith Cheong, Shi Wang, Bei En Siew, Ian Jse-Wei Tan, Kai-Yin Lee, Bettina Lieske, Wai-Kit Cheong, Dennis Kappei, Ker-Kan Tan, Xin Gao, Yvonne Tay
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Abstract

Colorectal cancer (CRC) ranks as the second leading cause of cancer deaths globally. In recent years, short-read single-cell RNA sequencing (scRNA-seq) has been instrumental in deciphering tumor heterogeneities. However, these studies only enable gene-level quantification but neglect alterations in transcript structures arising from alternative end processing or splicing. In this study, we integrated short- and long-read scRNA-seq of CRC samples to build an isoform-resolution CRC transcriptomic atlas. We identified 394 dysregulated transcript structures in tumor epithelial cells, including 299 resulting from various combinations of splicing events. Second, we characterized genes and isoforms associated with epithelial lineages and subpopulations exhibiting distinct prognoses. Among 31,935 isoforms with novel junctions, 330 were supported by The Cancer Genome Atlas RNA-seq and mass spectrometry data. Finally, we built an algorithm that integrated novel peptides derived from open reading frames of recurrent tumor-specific transcripts with mass spectrometry data and identified recurring neoepitopes that may aid the development of cancer vaccines.

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利用长线程单细胞测序技术绘制结直肠癌同工酶分辨转录组图谱。
结直肠癌(CRC)是全球癌症死亡的第二大原因。近年来,短线程单细胞 RNA 测序(scRNA-seq)在破译肿瘤异质性方面发挥了重要作用。然而,这些研究只能进行基因水平的定量分析,却忽视了由替代末端处理或剪接引起的转录本结构的改变。在这项研究中,我们整合了 CRC 样本的短线程和长线程 scRNA-seq,建立了一个等式分辨率的 CRC 转录组图谱。我们在肿瘤上皮细胞中发现了 394 种失调的转录本结构,其中 299 种是剪接事件的各种组合造成的。其次,我们确定了与表现出不同预后的上皮细胞系和亚群相关的基因和同工酶。在 31,935 个具有新型连接的同工酶中,有 330 个得到了癌症基因组图谱 RNA-seq 和质谱数据的支持。最后,我们建立了一种算法,将来自复发性肿瘤特异性转录本开放阅读框的新型肽与质谱数据整合在一起,并确定了可帮助开发癌症疫苗的复发性新表位。
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