Identification of immunotherapy and chemotherapy-related molecular subtypes in colon cancer by integrated multi-omics data analysis

被引:5
作者
Zhu, Jie [1 ,2 ,3 ,4 ]
Kong, Weikaixin [3 ,4 ,5 ]
Huang, Liting [2 ]
Bi, Suzhen [2 ]
Jiao, Xuelong [5 ]
Zhu, Sujie [1 ,2 ]
机构
[1] Qingdao Univ, Key Lab Birth Regulat & Control Technol, Natl Hlth Commiss China, Hosp Affiliated,Shandong Prov Maternal & Child Hlt, Jinan, Shandong, Peoples R China
[2] Qingdao Univ, Affiliated Hosp, Inst Translat Med, Coll Med, Qingdao, Peoples R China
[3] Univ Helsinki, Inst Mol Med Finland FIMM, HiLIFE, Helsinki, Finland
[4] Peking Univ Hlth Sci Ctr, Sch Pharmaceut Sci, Dept Mol & Cellular Pharmacol, Beijing, Peoples R China
[5] Qingdao Univ, Affiliated Hosp, Coll Med, Gastrointestinal Surg Dept, Qingdao, Peoples R China
关键词
bioinformatics; colon cancer; machine learning; immune therapy; multiple omics; COLORECTAL-CANCER; TUMORS; INSTABILITY; GENERATION; PGC1-ALPHA; RESISTANCE; EXPRESSION;
D O I
10.3389/fimmu.2023.1142609
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
BackgroundColon cancer is a highly heterogeneous disease, and identifying molecular subtypes can provide insights into deregulated pathways within tumor subsets, which may lead to personalized treatment options. However, most prognostic models are based on single-pathway genes. MethodsIn this study, we aimed to identify three clinically relevant subtypes of colon cancer based on multiple signaling pathways-related genes. Integrative multi-omics analysis was used to explain the biological processes contributing to colon cancer aggressiveness, recurrence, and progression. Machine learning methods were employed to identify the subtypes and provide medication guidance for distinct subtypes using the L1000 platform. We developed a robust prognostic model (MKPC score) based on gene pairs and validated it in one internal test set and three external test sets. Risk-related genes were extracted and verified by qPCR. ResultsThree clinically relevant subtypes of colon cancer were identified based on multiple signaling pathways-related genes, which had significantly different survival state (Log-Rank test, p<0.05). Integrative multi-omics analysis revealed biological processes contributing to colon cancer aggressiveness, recurrence, and progression. The developed MKPC score, based on gene pairs, was robust in predicting prognosis state (Log-Rank test, p<0.05), and risk-related genes were successfully verified by qPCR (t test, p<0.05). An easy-to-use web tool was created for risk scoring and therapy stratification in colon cancer patients, and the practical nomogram can be extended to other cancer types. ConclusionIn conclusion, our study identified three clinically relevant subtypes of colon cancer and developed a robust prognostic model based on gene pairs. The developed web tool is a valuable resource for researchers and clinicians in risk scoring and therapy stratification in colon cancer patients, and the practical nomogram can be extended to other cancer types.
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页数:15
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