Unveiling mitophagy-mediated molecular heterogeneity and development of a risk signature model for colorectal cancer by integrated scRNA-seq and bulk RNA-seq analysis

被引:3
|
作者
Gao, Han [1 ,2 ,3 ]
Zou, Qi [1 ,2 ,3 ]
Ma, Linyun [4 ]
Cai, Keyu [1 ,2 ,3 ]
Sun, Yi [2 ,5 ]
Lu, Li [1 ,2 ,3 ]
Ren, Donglin [1 ,2 ,3 ]
Hu, Bang [1 ,2 ,3 ,6 ]
机构
[1] Sun Yat Sen Univ, Affiliated Hosp 6, Dept Gen Surg Coloproctol, Guangzhou, Guangdong, Peoples R China
[2] Sun Yat Sen Univ, Affiliated Hosp 6, Guangdong Prov Key Lab Colorectal & Pelv Floor Dis, Guangzhou, Guangdong, Peoples R China
[3] Sun Yat Sen Univ, Affiliated Hosp 6, Biomed Innovat Ctr, Guangzhou, Guangdong, Peoples R China
[4] Sun Yat Sen Univ, Sun Yat Sen Mem Hosp, Dept Anesthesiol, Guangzhou, Guangdong, Peoples R China
[5] Kingmed Pathol Ctr, Dept Pathol, Guangzhou, Guangdong, Peoples R China
[6] Sun Yat Sen Univ, Affiliated Hosp 6, Dept Coloproctol, 26 Yuancun Erheng Rd, Guangzhou 510655, Guangdong, Peoples R China
来源
GASTROENTEROLOGY REPORT | 2023年 / 11卷
关键词
colorectal cancer; scRNA-seq; mitophagy; risk signature; anticancer therapy; NATURAL-KILLER-CELLS; HIGH EXPRESSION; T-CELLS; PROGNOSIS; DIFFERENTIATION; FRACTALKINE; ACTIVATION; CX3CL1; CHINA; GENE;
D O I
10.1093/gastro/goad066
中图分类号
R57 [消化系及腹部疾病];
学科分类号
摘要
Background Accumulating researchers have recognized mitophagy as a key player in tumors, but few studies have investigated its role in the tumor microenvironment (TME). Advances in the technology of single-cell RNA sequencing (scRNA-seq) have allowed unveiling the concealed features of the TME at cellular resolution. This study aimed to elucidate the role of mitophagy within the TME of colorectal cancer (CRC) and to establish a mitophagy-mediated risk model.Methods We assessed mitophagy-related pathway activities at both single-cell and tissue levels. Subsequently, an unsupervised clustering algorithm was employed to identify mitophagy-mediated subtypes. Furthermore, we developed a mitophagy-mediated risk signature (MMRS) using least absolute shrinkage and selection operator (LASSO) Cox analysis and constructed a MMRS model incorporating the risk score and clinical variables. Subsequently, we used quantitative reverse transcription polymerase chain reaction analysis to verify the expression of the screened genes.Results We retrieved and annotated a total of 14,719 cells from eight samples in the scRNA-seq GSE132465 data set. The activities of mitophagy-related pathways were uniformly upregulated in cancer cells. Integrating with bulk RNA-seq data, we identified two mitophagy-mediated clusters (C1 and C2) with distinct characteristics and prognoses. C2 was identified as a mitophagy-high cluster. Then, we developed a five-gene MMRS via LASSO Cox analysis in The Cancer Genome Atlas (TCGA) cohort. We utilized the GSE39582 cohort to validate the efficacy of our model. The expression of CX3CL1 and INHBB was upregulated in CRC tissues.Conclusions The present study identified two mitophagy-mediated CRC subtypes with distinct features. Our MMRS may provide potential therapeutic strategies for CRC. The findings of our work offer novel insights into the involvement of mitophagy in CRC.
引用
收藏
页数:12
相关论文
共 50 条
  • [41] Integrated analysis of single-cell RNA-seq and bulk RNA-seq unravels the heterogeneity of cancer-associated fibroblasts in TNBC
    Wu, Xiaoqing
    Lu, Wenping
    Zhang, Weixuan
    Zhang, Dongni
    Mei, Heting
    Zhang, Mengfan
    Cui, Yongjia
    Zhuo, Zhili
    AGING-US, 2023, 15 (21): : 12674 - 12697
  • [42] Integrated analysis of single-cell RNA-seq and bulk RNA-seq unveils heterogeneity and establishes a novel signature for prognosis and tumor immune microenvironment in ovarian cancer
    Zitao Wang
    Jie Zhang
    Fangfang Dai
    Bingshu Li
    Yanxiang Cheng
    Journal of Ovarian Research, 16
  • [43] Integration of scRNA-seq and bulk RNA-seq to reveal the association and potential molecular mechanisms of metabolic reprogramming regulated by lactylation and chemotherapy resistance in ovarian cancer
    Ren, Fang
    Pang, Xiaoao
    Jin, Feng
    Luan, Nannan
    Guo, Houhua
    Zhu, Liancheng
    FRONTIERS IN IMMUNOLOGY, 2025, 16
  • [44] IGFBP7+subpopulation and IGFBP7 risk score in astrocytoma: insights from scRNA-Seq and bulk RNA-Seq
    Zhao, Liang
    Shao, Wenwen
    Xiahou, Zhikai
    Ren, Li
    Liu, Chaobo
    Song, Yanbing
    Xu, Hao
    Wang, Zhihan
    Xing, Jin
    FRONTIERS IN IMMUNOLOGY, 2024, 15
  • [45] Integrated analysis of scRNA-seq and bulk RNA-seq reveals that GPRC5A is an important prognostic gene in pancreatic cancer and is associated with B-cell Infiltration in pancreatic cancer
    Dong, Chunlu
    Ma, Haidong
    Mi, Ningning
    Fu, Wenkang
    Yi, Jianfeng
    Gao, Long
    Wang, Haiping
    Ren, Yanxian
    Lin, Yanyan
    Han, Fangfang
    Chen, Zhou
    Zhou, Wence
    FRONTIERS IN ONCOLOGY, 2024, 14
  • [46] The impact of the Hedgehog signal pathway on the tumor immune microenvironment of gastric adenocarcinoma by integrated analysis of scRNA-seq and RNA-seq datasets
    Zhong, Jie
    Sun, Yan
    Wu, Sijia
    Zhang, Tianying
    Yang, Jie
    He, Yuhua
    Liu, Kai
    FUNCTIONAL & INTEGRATIVE GENOMICS, 2023, 23 (03)
  • [47] The impact of the Hedgehog signal pathway on the tumor immune microenvironment of gastric adenocarcinoma by integrated analysis of scRNA-seq and RNA-seq datasets
    Jie Zhong
    Yan Sun
    Sijia Wu
    Tianying Zhang
    Jie Yang
    Yuhua He
    Kai Liu
    Functional & Integrative Genomics, 2023, 23
  • [48] Analysis of the key ligand receptor CADM1_CADM1 in the regulation of thyroid cancer based on scRNA-seq and bulk RNA-seq data
    He, Hui
    Cong, Shan
    Wang, Yu
    Ji, Qinghai
    Liu, Weiyan
    Qu, Ning
    FRONTIERS IN ENDOCRINOLOGY, 2022, 13
  • [49] Characterization of the Prognosis and Tumor Microenvironment of Cellular Senescence-related Genes through scRNA-seq and Bulk RNA-seq Analysis in GC
    Guo, Guoxiang
    Zhou, Zhifeng
    Chen, Shuping
    Cheng, Jiaqing
    Wang, Yang
    Lan, Tianshu
    Ye, Yunbin
    RECENT PATENTS ON ANTI-CANCER DRUG DISCOVERY, 2024, 19 (04) : 530 - 542
  • [50] Constructing immune and prognostic features associated with ADCP in hepatocellular carcinoma and pan-cancer based on scRNA-seq and bulk RNA-seq
    Zhang, Zhengwei
    Li, Yuying
    Quan, Zhen
    Li, Yapeng
    Zhu, Liying
    Sun, Shibo
    Chen, Xiaoning
    FRONTIERS IN IMMUNOLOGY, 2024, 15