Single-Cell RNA-Seq Reveals the Promoting Role of Ferroptosis Tendency During Lung Adenocarcinoma EMT Progression

被引:26
|
作者
Yao, Jiaxi [1 ,2 ]
Zhang, Yuchong [1 ]
Li, Mengling [3 ,4 ]
Sun, Zuyu [2 ]
Liu, Tao [2 ]
Zhao, Mingfang [1 ]
Li, Zhi [1 ]
机构
[1] China Med Univ, Dept Med Oncol, Hosp 1, Shenyang, Peoples R China
[2] China Med Univ, Dept Urol, Hosp 1, Shenyang, Peoples R China
[3] China Med Univ, Dept Clin Epidemiol, Hosp 1, Shenyang, Peoples R China
[4] China Med Univ, Ctr Evidence Based Med, Hosp 1, Shenyang, Peoples R China
基金
中国国家自然科学基金;
关键词
lung adenocarcinoma; single-cell sequencing; ferroptosis; epithelial-mesenchymal transition; causal inference; TO-MESENCHYMAL TRANSITION; CANCER-CELLS; EXPRESSION; METASTASIS; PROLIFERATION; INFERENCE; HEAD;
D O I
10.3389/fcell.2021.822315
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
Epithelial-mesenchymal transition (EMT) and ferroptosis are two important processes in biology. In tumor cells, they are intimately linked. We used single-cell RNA sequencing to investigate the regulatory connection between EMT and ferroptosis tendency in LUAD epithelial cells. We used Seurat to construct the expression matrix using the GEO dataset GSE131907 and extract epithelial cells. We found a positive correlation between the trends of EMT and ferroptosis tendency. Then we used SCENIC to analyze differentially activated transcription factors and constructed a molecular regulatory directed network by causal inference. Some ferroptosis markers (GPX4, SCP2, CAV1) were found to have strong regulatory effects on EMT. Cell communication networks were constructed by iTALK and implied that Ferro_High_EMT_High cells have a higher expression of SDC1, SDC4, and activation of LGALS9-HARVCR2 pathways. By deconvolution of bulk sequencing, the results of CIBERSORTx showed that the co-occurrence of ferroptosis tendency and EMT may lead to tumor metastasis and non-response to immunotherapy. Our findings showed there is a strong correlation between ferroptosis tendency and EMT. Ferroptosis may have a promotive effect on EMT. High propensities of ferroptosis and EMT may lead to poor prognosis and non-response to immunotherapy.
引用
收藏
页数:13
相关论文
共 50 条
  • [21] Single-cell RNA-seq reveals the transcriptional landscape in ischemic stroke
    Zheng, Kai
    Lin, Lingmin
    Jiang, Wei
    Chen, Lin
    Zhang, Xiyue
    Zhang, Qian
    Ren, Yi
    Hao, Junwei
    JOURNAL OF CEREBRAL BLOOD FLOW AND METABOLISM, 2022, 42 (01): : 56 - 73
  • [22] Single-Cell RNA-Seq Analysis Reveals Macrophage Involved in the Progression of Human Intervertebral Disc Degeneration
    Ling, Zemin
    Liu, Yong
    Wang, Zhe
    Zhang, Ziji
    Chen, Bolin
    Yang, Jiaming
    Zeng, Baozhu
    Gao, Yu
    Jiang, Chang
    Huang, Yulin
    Zou, Xuenong
    Wang, Xiuhui
    Wei, Fuxin
    FRONTIERS IN CELL AND DEVELOPMENTAL BIOLOGY, 2022, 9
  • [23] Single-cell RNA-Seq analysis reveals dynamic trajectories during mouse liver development
    Su, Xianbin
    Shi, Yi
    Zou, Xin
    Lu, Zhao-Ning
    Xie, Gangcai
    Yang, Jean Y. H.
    Wu, Chong-Chao
    Cui, Xiao-Fang
    He, Kun-Yan
    Luo, Qing
    Qu, Yu-Lan
    Wang, Na
    Wang, Lan
    Han, Ze-Guang
    BMC GENOMICS, 2017, 18
  • [24] Single-cell RNA-Seq analysis reveals dynamic trajectories during mouse liver development
    Xianbin Su
    Yi Shi
    Xin Zou
    Zhao-Ning Lu
    Gangcai Xie
    Jean Y. H. Yang
    Chong-Chao Wu
    Xiao-Fang Cui
    Kun-Yan He
    Qing Luo
    Yu-Lan Qu
    Na Wang
    Lan Wang
    Ze-Guang Han
    BMC Genomics, 18
  • [25] Correlation Imputation for Single-Cell RNA-seq
    Gan, Luqin
    Vinci, Giuseppe
    Allen, Genevera I.
    JOURNAL OF COMPUTATIONAL BIOLOGY, 2022, 29 (05) : 465 - 482
  • [26] PRECISION AND ACCURACY IN SINGLE-CELL RNA-SEQ
    Dai, Rujia
    Zhang, Ming
    Chu, Tianyao
    Kopp, Richard
    Zhang, Chunling
    Liu, Kefu
    Wang, Yue
    Wang, Xusheng
    Chen, Chao
    Liu, Chunyu
    EUROPEAN NEUROPSYCHOPHARMACOLOGY, 2024, 87 : 21 - 21
  • [27] Single-cell RNA-seq—now with protein
    Vesna Todorovic
    Nature Methods, 2017, 14 : 1028 - 1029
  • [28] Single-cell RNA-seq reveals intratumoral heterogeneity in osteosarcoma patients: A review
    Thomas, Dylan D.
    Lacinski, Ryan A.
    Lindsey, Brock A.
    JOURNAL OF BONE ONCOLOGY, 2023, 39
  • [29] Single-cell RNA-seq reveals hidden transcriptional variation in malaria parasites
    Reid, Adam J.
    Talman, Arthur M.
    Bennett, Hayley M.
    Gomes, Ana R.
    Sanders, Mandy J.
    Illingwoth, Christopher J. R.
    Billker, Oliver
    Berriman, Matthew
    Lawniczak, Mara K. N.
    ELIFE, 2018, 7
  • [30] Single-cell RNA-seq reveals dynamic paracrine control of cellular variation
    Alex K. Shalek
    Rahul Satija
    Joe Shuga
    John J. Trombetta
    Dave Gennert
    Diana Lu
    Peilin Chen
    Rona S. Gertner
    Jellert T. Gaublomme
    Nir Yosef
    Schraga Schwartz
    Brian Fowler
    Suzanne Weaver
    Jing Wang
    Xiaohui Wang
    Ruihua Ding
    Raktima Raychowdhury
    Nir Friedman
    Nir Hacohen
    Hongkun Park
    Andrew P. May
    Aviv Regev
    Nature, 2014, 510 : 363 - 369