CRISPR-cas9 Screening Identified Lethal Genes Enriched in Cell Cycle Pathway and of Prognosis Significance in Breast Cancer

被引:11
|
作者
Sun, Xi [1 ]
Wang, Zheng [1 ]
Chen, Xiaosong [1 ]
Shen, Kunwei [1 ]
机构
[1] Shanghai Jiao Tong Univ, Ruijin Hosp, Sch Med, Comprehens Breast Hlth Ctr,Dept Gen Surg, Shanghai, Peoples R China
基金
中国国家自然科学基金;
关键词
CRISPR-cas9; screening; breast cancer; cell cycle; signature; cell viability; DNA-REPLICATION; CHECKPOINTS; CDKS;
D O I
10.3389/fcell.2021.646774
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
Background Lethal genes have not been systematically analyzed in breast cancer which may have significant prognostic value. The current study aims to investigate vital genes related to cell viability by analyzing the CRISPR-cas9 screening data, which may provide novel therapeutic target for patients. Methods Genes differentially expressed between tumor and normal tissue from the Cancer Genome Atlas (TCGA) and genes related to cell viability by CRISPR-cas9 screening from Depmap (Cancer Dependency Map) were overlapped. Kyoto Encyclopedia of Genes and Genomes (KEGG) and Gene Ontology (GO) analysis was conducted to identify which pathways of overlapped genes were enriched. GSE21653 set was randomized into training and internal validation dataset at a ratio of 3:1, and external validation was performed in GSE20685 set. The least absolute shrinkage and selection operator (LASSO) regression was used to construct a signature to predict recurrence-free survival (RFS) of breast cancer patients. Univariate and multivariate Cox regression were used to evaluate the prognostic value of this signature. Differentially expressed genes (DEGs) between high-risk and low-risk patients were then analyzed to identify the main pathways regulated by this signature. Weighted correlation network analysis (WGCNA) was conducted to recognize modules correlated with high risk. Enrichment analysis was then used to identify pathways regulated by genes shared in the overlapped genes, DEGs, and WGCNA. Results A total of 86 oncogenes were upregulated in TCGA database and overlapped with lethal genes in Depmap database, which were enriched in cell cycle pathway. A total of 51 genes were included in the gene signature based on LASSO regression, and the median risk score of 2.36 was used as cut-off to separate low-risk patients from high-risk patients. High-risk patients showed worse RFS compared with low-risk patients in internal training, internal validation, and external validation dataset. Time-dependent receiver operating characteristic curves of 3 and 5 years indicated that risk score was superior to tumor stage, age, and PAM50 in both entire and external validation datasets. Cell cycle was the main different pathway between the high-risk and low-risk groups. Meanwhile, cell cycle was also the main pathway enriched in the 25 genes which were shared among 86 genes, DEGs, and WGCNA. Conclusion Cell cycle pathway, identified by CRISPR-cas9 screening, was a key pathway regulating cell viability, which has significant prognostic values and can serve as a new target for breast cancer patient treatment.
引用
收藏
页数:11
相关论文
共 50 条
  • [41] Novel molecular classification and prognosis of papillary renal cell carcinoma based on a large-scale CRISPR-Cas9 screening and machine learning
    Liu, Chang
    Yuan, Zhan-Yuan
    Zhang, Xiao-Xun
    Chang, Jia-Jun
    Yang, Yang
    Sun, Sheng-Jia
    Du, Yinan
    Zhan, He-Qin
    HELIYON, 2024, 10 (01)
  • [42] Targeted editing of CCL5 with CRISPR-Cas9 nanoparticles enhances breast cancer immunotherapy
    Yan, Wei
    Wang, Shuo
    Zhu, Lihui
    Yu, Xinlin
    Li, Jianglong
    APOPTOSIS, 2025, : 912 - 935
  • [43] CRISPR-Cas9 screens reveal common essential miRNAs in human cancer cell lines
    Merk, Daniel J.
    Paul, Linda
    Tsiami, Foteini
    Hohenthanner, Helen
    Kouchesfahani, Ghazal Mohseni
    Haeusser, Lara A.
    Walter, Bianca
    Brown, Adam
    Persky, Nicole S.
    Root, David E.
    Tabatabai, Ghazaleh
    GENOME MEDICINE, 2024, 16 (01):
  • [44] Partial gene suppression improves identification of cancer vulnerabilities when CRISPR-Cas9 knockout is pan-lethal
    Krill-Burger, J. Michael
    Dempster, Joshua M.
    Borah, Ashir A.
    Paolella, Brenton R.
    Root, David E.
    Golub, Todd R.
    Boehm, Jesse S.
    Hahn, William C.
    McFarland, James M.
    Vazquez, Francisca
    Tsherniak, Aviad
    GENOME BIOLOGY, 2023, 24 (01)
  • [45] Synthetic lethal CRISPR-Cas9 screen imply an oncogenic role for FBXW7 mutations in colon cancer
    Moore, Jonathan D.
    Hudson, Chantelle
    Russell, Paul
    Tiwana, Gaganpreet
    Walter, David
    Wiggins, Ceri M.
    Yarker, Joanne
    MOLECULAR CANCER THERAPEUTICS, 2017, 16 (10)
  • [46] Partial gene suppression improves identification of cancer vulnerabilities when CRISPR-Cas9 knockout is pan-lethal
    J. Michael Krill-Burger
    Joshua M. Dempster
    Ashir A. Borah
    Brenton R. Paolella
    David E. Root
    Todd R. Golub
    Jesse S. Boehm
    William C. Hahn
    James M. McFarland
    Francisca Vazquez
    Aviad Tsherniak
    Genome Biology, 24
  • [47] Use of CRISPR-cas9 gene targeting for genome-scale CRISPR screening in a glioma stem-cell line
    Noorani, Imran
    Bradley, Allan
    LANCET, 2016, 387 : 78 - 78
  • [48] In situ CRISPR-Cas9 base editing for the development of genetically engineered mouse models of breast cancer
    Annunziato, Stefano
    Lutz, Catrin
    Henneman, Linda
    Bhin, Jinhyuk
    Wong, Kim
    Siteur, Bjorn
    van Gerwen, Bas
    de Korte-Grimmerink, Renske
    Zafra, Maria Paz
    Schatoff, Emma M.
    Drenth, Anne Paulien
    van der Burg, Eline
    Eijkman, Timo
    Mukherjee, Siddhartha
    Boroviak, Katharina
    Wessels, Lodewyk F. A.
    van de Ven, Marieke
    Huijbers, Ivo J.
    Adams, David J.
    Dow, Lukas E.
    Jonkers, Jos
    EMBO JOURNAL, 2020, 39 (05):
  • [49] Screening and Analysis of Potential Genes for DNA Damage Repair and Apoptotic Signal in iPSCs Based on CRISPR-Cas9 System
    Zhang, Lu
    Cui, Haiyan
    Zhu, Mingyu
    Zhao, Kuo
    IRANIAN JOURNAL OF SCIENCE AND TECHNOLOGY TRANSACTION A-SCIENCE, 2022, 46 (01): : 41 - 48
  • [50] Screening Genes Promoting Exit from Naive Pluripotency Based on Genome-Scale CRISPR-Cas9 Knockout
    Yang, Bin
    Kuang, Junqi
    Wu, Chuman
    Zhou, Wenyi
    Zhu, Shuoji
    Jiang, Haodong
    Zhai, Ziwei
    Wu, Yue
    Peng, Junwei
    Liu, Nanbo
    Hu, Haiyan
    Ide, Nasser Moussa
    Chen, Ruiping
    Zhao, Mingyi
    Zhu, Ping
    STEM CELLS INTERNATIONAL, 2020, 2020