Integrating Single-Cell RNA-Seq and Bulk RNA-Seq Data to Explore the Key Role of Fatty Acid Metabolism in Breast Cancer

被引:0
|
作者
Chen, Yongxing [1 ]
Wu, Wei [1 ]
Jin, Chenxin [1 ]
Cui, Jiaxue [1 ]
Diao, Yizhuo [1 ]
Wang, Ruiqi [1 ]
Xu, Rongxuan [1 ]
Yao, Zhihan [1 ]
Li, Xiaofeng [1 ]
机构
[1] Dalian Med Univ, Dept Epidemiol & Hlth Stat, Dalian 116044, Peoples R China
关键词
fatty acid metabolism; immunotherapy; breast cancer; tumor microenvironment; single-cell sequencing; TUMOR MICROENVIRONMENT; BLOCKADE; IMMUNOTHERAPY;
D O I
10.3390/ijms241713209
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Cancer immune escape is associated with the metabolic reprogramming of the various infiltrating cells in the tumor microenvironment (TME), and combining metabolic targets with immunotherapy shows great promise for improving clinical outcomes. Among all metabolic processes, lipid metabolism, especially fatty acid metabolism (FAM), plays a major role in cancer cell survival, migration, and proliferation. However, the mechanisms and functions of FAM in the tumor immune microenvironment remain poorly understood. We screened 309 fatty acid metabolism-related genes (FMGs) for differential expression, identifying 121 differentially expressed genes. Univariate Cox regression models in The Cancer Genome Atlas (TCGA) database were then utilized to identify the 15 FMGs associated with overall survival. We systematically evaluated the correlation between FMGs' modification patterns and the TME, prognosis, and immunotherapy. The FMGsScore was constructed to quantify the FMG modification patterns using principal component analysis. Three clusters based on FMGs were demonstrated in breast cancer, with three patterns of distinct immune cell infiltration and biological behavior. An FMGsScore signature was constructed to reveal that patients with a low FMGsScore had higher immune checkpoint expression, higher immune checkpoint inhibitor (ICI) scores, increased immune microenvironment infiltration, better survival advantage, and were more sensitive to immunotherapy than those with a high FMGsScore. Finally, the expression and function of the signature key gene NDUFAB1 were examined by in vitro experiments. This study significantly demonstrates the substantial impact of FMGs on the immune microenvironment of breast cancer, and that FMGsScores can be used to guide the prediction of immunotherapy efficacy in breast cancer patients. In vitro experiments, knockdown of the NDUFAB1 gene resulted in reduced proliferation and migration of MCF-7 and MDA-MB-231 cell lines.
引用
收藏
页数:27
相关论文
共 50 条
  • [1] Integrating single-cell RNA-Seq and bulk RNA-Seq data to explore the key role of fatty acid metabolism in hepatocellular carcinoma
    Dai, Hua
    Tao, Xin
    Shu, Yuansen
    Liu, Fanrong
    Cheng, Xiaoping
    Li, Xiushen
    Shu, Bairui
    Luo, Hongcheng
    Chen, Xuxiang
    Cheng, Zhaorui
    SCIENTIFIC REPORTS, 2025, 15 (01):
  • [2] Integrating single-cell RNA-seq and bulk RNA-seq to construct prognostic signatures to explore the role of glutamine metabolism in breast cancer
    Pei, Shengbin
    Zhang, Pengpeng
    Chen, Huilin
    Zhao, Shuhan
    Dai, Yuhan
    Yang, Lili
    Kang, Yakun
    Zheng, Mingjie
    Xia, Yiqin
    Xie, Hui
    FRONTIERS IN ENDOCRINOLOGY, 2023, 14
  • [3] Integrating single-cell RNA-seq and bulk RNA-seq to explore prognostic value and immune landscapes of methionine metabolism-related signature in breast cancer
    Gao, Yanxian
    Feng, Ziyu
    Zhao, Hailong
    Liu, Xinghai
    Zhu, Muyu
    Yu, Xiafei
    Liu, Xiaoan
    Wu, Xian
    Tao, Jing
    FRONTIERS IN GENETICS, 2025, 15
  • [4] By integrating single-cell RNA-seq and bulk RNA-seq in sphingolipid metabolism, CACYBP was identified as a potential therapeutic target in lung adenocarcinoma
    Zhang, Pengpeng
    Pei, Shengbin
    Gong, Zeitian
    Feng, Yanlong
    Zhang, Xiao
    Yang, Fang
    Wang, Wei
    FRONTIERS IN IMMUNOLOGY, 2023, 14
  • [5] Integrated analysis of single-cell RNA-seq and bulk RNA-seq reveals MMP mediated expression patterns by distinct tumor microenvironment immune profiles in cervical cancer
    Wang, He
    Li, Xinbo
    Zhou, Siyu
    Guo, Wendi
    Wang, Zhao
    Sun, Linlin
    Zhao, Zhongyi
    Han, Yanyan
    Zhang, Sanyuan
    Lv, Jieping
    Ping, Yi
    Wang, Zhe
    JOURNAL OF CANCER, 2024, 15 (16): : 5258 - 5276
  • [6] Single-cell RNA-Seq and bulk RNA-Seq reveal reliable diagnostic and prognostic biomarkers for CRC
    Xing Zhang
    Longkun Yang
    Ying Deng
    Zhicong Huang
    Hao Huang
    Yuying Wu
    Baochang He
    Fulan Hu
    Journal of Cancer Research and Clinical Oncology, 2023, 149 : 9805 - 9821
  • [7] Single-cell RNA-Seq and bulk RNA-Seq reveal reliable diagnostic and prognostic biomarkers for CRC
    Zhang, Xing
    Yang, Longkun
    Deng, Ying
    Huang, Zhicong
    Huang, Hao
    Wu, Yuying
    He, Baochang
    Hu, Fulan
    JOURNAL OF CANCER RESEARCH AND CLINICAL ONCOLOGY, 2023, 149 (12) : 9805 - 9821
  • [8] Construction of cancer- associated fibroblasts related risk signature based on single-cell RNA-seq and bulk RNA-seq data in bladder urothelial carcinoma
    Liu, Yunxun
    Jian, Jun
    Zhang, Ye
    Wang, Lei
    Liu, Xiuheng
    Chen, Zhiyuan
    FRONTIERS IN ONCOLOGY, 2023, 13
  • [9] Comprehensive analysis of single-cell RNA-seq and bulk RNA-seq revealed the heterogeneity and convergence of the immune microenvironment in renal cell carcinoma
    Shihui Lv
    Liping Tao
    Hongbing Liao
    Zhiming Huang
    Yongyong Lu
    Functional & Integrative Genomics, 2023, 23
  • [10] Comprehensive analysis of single-cell RNA-seq and bulk RNA-seq revealed the heterogeneity and convergence of the immune microenvironment in renal cell carcinoma
    Lv, Shihui
    Tao, Liping
    Liao, Hongbing
    Huang, Zhiming
    Lu, Yongyong
    FUNCTIONAL & INTEGRATIVE GENOMICS, 2023, 23 (02)