Elucidating the role of angiogenesis-related genes in colorectal cancer: a multi-omics analysis

被引:0
作者
Wei, Hao-tang [1 ]
Xie, Li-ye [2 ]
Liu, Yong-gang [1 ]
Deng, Ya [1 ]
Chen, Feng [1 ]
Lv, Feng [2 ]
Tang, Li-ping [3 ]
Hu, Bang-li [2 ]
机构
[1] Guangxi Med Univ, Affiliated Hosp 3, Dept Gastrointestinal Surg, Nanning, Peoples R China
[2] Guangxi Med Univ, Canc Hosp, Dept Res, Nanning, Peoples R China
[3] Lib Guangxi Med Univ, Dept Informat, Nanning, Peoples R China
来源
FRONTIERS IN ONCOLOGY | 2024年 / 14卷
基金
中国国家自然科学基金;
关键词
colorectal cancer; angiogenesis; machine learning algorithms; multi-omics analysis; signature; GROWTH;
D O I
10.3389/fonc.2024.1413273
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background Angiogenesis plays a pivotal role in colorectal cancer (CRC), yet its underlying mechanisms demand further exploration. This study aimed to elucidate the significance of angiogenesis-related genes (ARGs) in CRC through comprehensive multi-omics analysis.Methods CRC patients were categorized according to ARGs expression to form angiogenesis-related clusters (ARCs). We investigated the correlation between ARCs and patient survival, clinical features, consensus molecular subtypes (CMS), cancer stem cell (CSC) index, tumor microenvironment (TME), gene mutations, and response to immunotherapy. Utilizing three machine learning algorithms (LASSO, Xgboost, and Decision Tree), we screen key ARGs associated with ARCs, further validated in independent cohorts. A prognostic signature based on key ARGs was developed and analyzed at the scRNA-seq level. Validation of gene expression in external cohorts, clinical tissues, and blood samples was conducted via RT-PCR assay.Results Two distinct ARC subtypes were identified and were significantly associated with patient survival, clinical features, CMS, CSC index, and TME, but not with gene mutations. Four genes (S100A4, COL3A1, TIMP1, and APP) were identified as key ARCs, capable of distinguishing ARC subtypes. The prognostic signature based on these genes effectively stratified patients into high- or low-risk categories. scRNA-seq analysis showed that these genes were predominantly expressed in immune cells rather than in cancer cells. Validation in two external cohorts and through clinical samples confirmed significant expression differences between CRC and controls.Conclusion This study identified two ARG subtypes in CRC and highlighted four key genes associated with these subtypes, offering new insights into personalized CRC treatment strategies.
引用
收藏
页数:13
相关论文
共 51 条
  • [1] Prognostic role of serum vascular endothelial growth factor, basic fibroblast growth factor and nitric oxide in patients with colorectal carcinoma
    Akbulut, H
    Altuntas, F
    Akbulut, KG
    Ozturk, G
    Cindoruk, M
    Unal, E
    Icli, F
    [J]. CYTOKINE, 2002, 20 (04) : 184 - 190
  • [2] "Vessels in the Storm": Searching for Prognostic and Predictive Angiogenic Factors in Colorectal Cancer
    Angelucci, Adriano
    Delle Monache, Simona
    Cortellini, Alessio
    Di Padova, Monica
    Ficorella, Corrado
    [J]. INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2018, 19 (01)
  • [3] Tumor-Infiltrating Lymphocytes in Colorectal Cancer: The Fundamental Indication and Application on Immunotherapy
    Bai, Ziyi
    Zhou, Yao
    Ye, Zifan
    Xiong, Jialong
    Lan, Hongying
    Wang, Feng
    [J]. FRONTIERS IN IMMUNOLOGY, 2022, 12
  • [4] Amyloid Triggers Extensive Cerebral Angiogenesis Causing Blood Brain Barrier Permeability and Hypervascularity in Alzheimer's Disease
    Biron, Kaan E.
    Dickstein, Dara L.
    Gopaul, Rayshad
    Jefferies, Wilfred A.
    [J]. PLOS ONE, 2011, 6 (08):
  • [5] Angiogenesis in cancer and other diseases
    Carmeliet, P
    Jain, RK
    [J]. NATURE, 2000, 407 (6801) : 249 - 257
  • [6] Molecular mechanisms and clinical applications of angiogenesis
    Carmeliet, Peter
    Jain, Rakesh K.
    [J]. NATURE, 2011, 473 (7347) : 298 - 307
  • [7] Expression and Processing of Amyloid Precursor Protein in Vascular Endothelium
    d'Uscio, Livius V.
    He, Tongrong
    Katusic, Zvonimir S.
    [J]. PHYSIOLOGY, 2017, 32 (01) : 20 - 32
  • [8] CXCL16 promotes tumor metastasis by regulating angiogenesis in the tumor micro-environment of BRAF V600E mutant colorectal cancer
    Deng, Weihao
    Liu, Xiaoxia
    Huang, Shuhui
    Wu, Zhijie
    Alessandro, Fichera
    Lin, Qingfeng
    Cai, Zonglu
    Zhang, Zitong
    Huang, Yan
    Wang, Hui
    Yuan, Zixu
    [J]. TRANSLATIONAL ONCOLOGY, 2024, 41
  • [9] Associations between matrix metalloproteinase, tissue inhibitor of metalloproteinase and collagen expression levels in the adjacent rectal tissue of colorectal carcinoma patients
    Dibdiakova, Katarina
    Svec, Adam
    Majercikova, Zuzana
    Adamik, Marek
    Grendar, Marian
    Vana, Juraj
    Ferko, Alexander
    Hatok, Jozef
    [J]. MOLECULAR AND CLINICAL ONCOLOGY, 2022, 16 (02)
  • [10] TIMP-1 is a novel ligand of Amyloid Precursor Protein and triggers a proinflammatory phenotype in human monocytes
    Eckfeld, Celina
    Schoeps, Benjamin
    Haeussler, Daniel
    Fraedrich, Julian
    Bayerl, Felix
    Boettcher, Jan Philipp
    Knolle, Percy
    Heisz, Simone
    Prokopchuk, Olga
    Hauner, Hans
    Munkhbaatar, Enkhtsetseg
    Demir, Ihsan Ekin
    Hermann, Chris D.
    Krueger, Achim
    [J]. JOURNAL OF CELL BIOLOGY, 2023, 222 (02)