Identification and multi-omics analysis of essential coding and long non-coding genes in colorectal cancer

IF 2.2 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY Biochemistry and Biophysics Reports Pub Date : 2025-03-01 Epub Date: 2025-02-13 DOI:10.1016/j.bbrep.2025.101938
Yanguo Li , Zixing Meng , Chengjiang Fan , Hao Rong , Yang Xi , Qi Liao
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Abstract

Essential genes are indispensable for the survival of cancer cell. CRISPR/Cas9-based pooled genetic screens have distinguished the essential genes and their functions in distinct cellular processes. Nevertheless, the landscape of essential genes at the single cell levels and the effect on the tumor microenvironment (TME) remains limited. Here, we identified 396 essential protein-coding genes (ESPs) by integration of 8 genome-wide CRISPR loss-of-function screen datasets of colorectal cancer (CRC) cell lines and single-cell RNA sequencing (scRNA-seq) data of CRC tissues. Then, 29 essential long non-coding genes (ESLs) were predicted using Hypergeometric Test (HT) and Personalized PageRank (PPR) algorithms based on ESPs and co-expressed network constructed from scRNA-seq. CRISPR/Cas9 knockout experiment verified the effect of several ESPs and ESLs on the survival of CRC cell line. Furthermore, multi-omics features of ESPs and ESLs were illustrated by examining their expression patterns and transcription factor (TF) regulatory network at the single cell level, as well as DNA mutation and DNA methylation events at bulk level. Finally, through integrating multiple intracellular regulatory networks with cell-cell communication network (CCN), we elucidated that CD47 and MIF are regulated by multiple CRC essential genes, and the anti-cancer drugs sunitinib can interfere the expression of them potentially. Our findings provide a comprehensive asset of CRC ESPs and ESLs, sheding light on the mining of potential therapy targets for CRC.
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结直肠癌必需编码和长链非编码基因的鉴定及多组学分析
肿瘤细胞的生存离不开必需基因。基于CRISPR/ cas9的混合基因筛选已经区分了不同细胞过程中的必要基因及其功能。然而,在单细胞水平上必需基因的景观和对肿瘤微环境(TME)的影响仍然有限。本研究通过整合结直肠癌(CRC)细胞系的8个全基因组CRISPR功能缺失筛选数据集和结直肠癌组织的单细胞RNA测序(scRNA-seq)数据,鉴定出396个必需蛋白编码基因(ESPs)。然后,利用基于ESPs和scRNA-seq构建的共表达网络的Hypergeometric Test (HT)和personalpagerank (PPR)算法对29个必需长链非编码基因(ESLs)进行预测。CRISPR/Cas9敲除实验验证了几种ESPs和ESLs对CRC细胞系存活的影响。此外,通过检测ESPs和ESLs在单细胞水平的表达模式和转录因子(TF)调控网络,以及在整体水平上的DNA突变和DNA甲基化事件,揭示了它们的多组学特征。最后,通过整合多个细胞内调控网络和细胞-细胞通讯网络(CCN),我们阐明了CD47和MIF受多个CRC必需基因的调控,而抗癌药物舒尼替尼可能会潜在地干扰它们的表达。我们的研究结果提供了CRC ESPs和ESLs的综合资产,揭示了CRC潜在治疗靶点的挖掘。
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来源期刊
Biochemistry and Biophysics Reports
Biochemistry and Biophysics Reports Biochemistry, Genetics and Molecular Biology-Biophysics
CiteScore
4.60
自引率
0.00%
发文量
191
审稿时长
59 days
期刊介绍: Open access, online only, peer-reviewed international journal in the Life Sciences, established in 2014 Biochemistry and Biophysics Reports (BB Reports) publishes original research in all aspects of Biochemistry, Biophysics and related areas like Molecular and Cell Biology. BB Reports welcomes solid though more preliminary, descriptive and small scale results if they have the potential to stimulate and/or contribute to future research, leading to new insights or hypothesis. Primary criteria for acceptance is that the work is original, scientifically and technically sound and provides valuable knowledge to life sciences research. We strongly believe all results deserve to be published and documented for the advancement of science. BB Reports specifically appreciates receiving reports on: Negative results, Replication studies, Reanalysis of previous datasets.
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