Classification of colorectal carcinoma subtypes based on ferroptosis-associated molecular markers

被引:6
|
作者
Yue, Qingfang [1 ,2 ]
Zhang, Yuan [1 ]
Wang, Fei [3 ]
Cao, Fei [1 ]
Duan, Xianglong [2 ,4 ,5 ]
Bai, Jun [1 ]
机构
[1] Northwestern Polytech Univ, Affiliated Hosp, Shaanxi Prov Peoples Hosp, Dept Med Oncol, Xian, Shaanxi, Peoples R China
[2] Northwestern Polytech Univ, Inst Med Res, Xian, Shaanxi, Peoples R China
[3] Northwestern Polytech Univ, Affiliated Hosp, Shaanxi Prov Peoples Hosp, Dept Gynecol, Xian, Shaanxi, Peoples R China
[4] Northwestern Polytech Univ, Affiliated Hosp, Shaanxi Prov Peoples Hosp, Dept Gen Surg 2, Xian, Shaanxi, Peoples R China
[5] Xizang Mingzu Univ, Med Coll, Xianyang, Shaanxi, Peoples R China
基金
中国国家自然科学基金;
关键词
Colorectal carcinoma; Ferroptosis-related genes; Classification; Prognosis; Immune infiltration; MICROSATELLITE INSTABILITY; GENE-EXPRESSION; CELL-DEATH; CANCER; HETEROGENEITY; SURVIVAL; STEMNESS; FORM;
D O I
10.1186/s12957-022-02575-5
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background Ferroptosis is associated with the development of many cancers; the molecular features of colorectal carcinoma (CRC) based on ferroptosis-related genes (FRGs) remain unknown. Herein, we aimed to identify ferroptosis-associated molecular subtypes of CRC based on the expression profiles of FRGs. Methods To explore ferroptosis-associated subtypes of CRC, the gene expression data and clinical information of 682 patients were extracted from The Cancer Genome Atlas and Gene Expression Omnibus databases. We performed consensus clustering to identify robust clusters of patients. Then the distribution of the subtypes in terms of prognosis significance, transcriptome features, immune microenvironment, drug sensitivity, gene mutations, and copy number alternations (CNAs) were evaluated respectively. In addition, we analyzed the correlation of these ferroptosis-associated molecular subtypes with the distribution of conventional clinical indicators in CRC. Results Four subtypes of CRC (C1, C2, C3, and C4) were identified in which the prognosis, immune cell infiltration, immune score, stromal score, and tumor purity were significantly different between the four subtypes. The C3 subtype had a higher infiltration of B cells, M2 macrophages, resting mast cells, monocytes, natural killer cells, plasma cells, and CD8 T cells. The C3 subtype had the highest immune and stromal scores and the lowest tumor purity. In contrast, the C4 subtype demonstrated the lowest immune and stromal scores and the highest tumor purity. Programmed cell death ligand 1 (PD-L1), an immune checkpoint protein, was differentially expressed in the four subtypes (P < 2e-16) and was significantly correlated with the expression of several FRGs in all subtypes. Significant differences in stem cell indices (P < 0.01) and drug sensitivity (P < 0.01) were observed in the four subtypes. Additionally, gene mutations analysis showed that FRGs such as TP53 had a high frequency of mutation in the four subtypes (49%, 62%, 61%, and 71%, respectively), and the CNAs showed significant difference among all subtypes (P < 0.001). Conclusion In summary, the ferroptosis-associated subtypes could serve as an independent biomarker for estimating oncological outcomes in patients with CRC. Our results demonstrated that the high level of heterogeneity in the expression of FRGs might be useful for the stratification of patients with CRC and the implementation of individualized therapeutic strategies.
引用
收藏
页数:16
相关论文
共 50 条
  • [21] Ferroptosis-associated lncRNA prognostic signature predicts prognosis and immune response in laryngeal squamous carcinoma
    Dong, Yuan
    Zhao, Kai
    Qiu, Qibing
    Zheng, Shikang
    Zhang, Xiaoran
    Liu, Jinjing
    Xu, Haiming
    Pan, Xiazhi
    Liu, Mingbo
    CELLULAR AND MOLECULAR BIOLOGY, 2023, 69 (12) : 223 - 231
  • [22] Immune and Stromal Classification of Colorectal Cancer Is Associated with Molecular Subtypes and Relevant for Precision Immunotherapy
    Becht, Etienne
    de Reynies, Aurelien
    Giraldo, Nicolas A.
    Pilati, Camilla
    Buttard, Benedicte
    Lacroix, Laetitia
    Selves, Janick
    Sautes-Fridman, Catherine
    Laurent-Puig, Pierre
    Fridman, Wolf Herman
    CLINICAL CANCER RESEARCH, 2016, 22 (16) : 4057 - 4066
  • [23] Comprehensive Analysis of Prognosis and Immune Landscapes Based on Lipid-Metabolism- and Ferroptosis-Associated Signature in Uterine Corpus Endometrial Carcinoma
    Yang, Pusheng
    Lu, Jiawei
    Zhang, Panpan
    Zhang, Shu
    DIAGNOSTICS, 2023, 13 (05)
  • [24] A ferroptosis-associated gene signature for the prediction of prognosis and therapeutic response in luminal-type breast carcinoma
    Peng, Yang
    Yu, Haochen
    Zhang, Yingzi
    Qu, Fanli
    Tang, Zhenrong
    Qu, Chi
    Tian, Jiao
    Zong, Beige
    Wang, Yu
    Ren, Haoyu
    Liu, Shengchun
    SCIENTIFIC REPORTS, 2021, 11 (01)
  • [25] Ferroptosis-Associated Molecular Features to Aid Patient Clinical Prognosis and Therapy Across Human Cancers
    Cui, Kaisa
    Gong, Liang
    Wang, Kang
    Wang, Yuanben
    Huang, Liuying
    Liu, Bingxin
    Li, Qilin
    Zhang, Qiang
    Fei, Bojian
    Huang, Zhaohui
    FRONTIERS IN IMMUNOLOGY, 2022, 13
  • [26] A panel of DNA methylation markers for the classification of consensus molecular subtypes 2 and 3 in patients with colorectal cancer
    van den Berg, Inge
    Smid, Marcel
    van den Braak, Robert R. J. Coebergh
    van de Wiel, Mark A.
    van Deurzen, Carolien H. M.
    de Weerd, Vanja
    Martens, John W. M.
    IJzermans, Jan N. M.
    Wilting, Saskia M.
    MOLECULAR ONCOLOGY, 2021, 15 (12) : 3348 - 3362
  • [27] Novel characterization discoveries of ferroptosis-associated molecules in COAD microenvironment based TCGA data
    Baldi, Salem
    He, Yun
    Ivanov, Igor
    Sun, Yaping
    Feng, Wei
    Refat, Moath
    Mohammed, Shadi A. D.
    Adlat, Salah
    Tian, Zixuan
    Wang, Yi
    Gao, Yaping
    Tian, Hui
    FRONTIERS IN MOLECULAR BIOSCIENCES, 2022, 9
  • [28] Identification of ferroptosis-associated biomarkers in Stanford type A aortic dissection based on machine learning
    Pan, Hao
    Lu, Wei
    Liu, Zhifei
    Wang, Yu
    AMERICAN JOURNAL OF TRANSLATIONAL RESEARCH, 2023, 15 (05): : 3092 - +
  • [29] Classification based on the combination of molecular and pathologic predictors is superior to molecular classification on prognosis in colorectal carcinoma
    Xu, Fangying
    Wang, Fenjuan
    Di, Meijuan
    Huang, Qiong
    Wang, Min
    Hu, Hu
    Jin, Yisen
    Dong, Jiankang
    Lai, MaoDe
    CLINICAL CANCER RESEARCH, 2007, 13 (17) : 5082 - 5088
  • [30] A ferroptosis-associated gene signature for the prediction of prognosis and therapeutic response in luminal-type breast carcinoma
    Yang Peng
    Haochen Yu
    Yingzi Zhang
    Fanli Qu
    Zhenrong Tang
    Chi Qu
    Jiao Tian
    Beige Zong
    Yu Wang
    Haoyu Ren
    Shengchun Liu
    Scientific Reports, 11