Construction and validation of prognostic prediction established on N6-methyladenosine related genes in cervical squamous cell carcinoma

被引:7
作者
Chen, Danxia [1 ,2 ]
Guo, Wenhao [3 ,4 ]
Yu, Hailan [1 ,2 ]
Yang, Jianhua [1 ,2 ]
机构
[1] Zhejiang Univ, Sir Run Run Shaw Hosp, Dept Obstet & Gynecol, Sch Med, Hangzhou, Peoples R China
[2] Key Lab Reprod Dysfunct Management Zhejiang Prov, Hangzhou, Peoples R China
[3] Zhejiang Univ, Sir Run Run Shaw Hosp, Dept Urol, Sch Med, Hangzhou, Peoples R China
[4] Zhejiang Univ, Shaoxing Branch, Dept Urol, Sir Run Run Shaw Hosp,Sch Med, Shaoxing, Peoples R China
关键词
Cervical squamous cell carcinoma; m6A RNA methylation; prognostic prediction; immune cell infiltration; RNA MODIFICATIONS; EXPRESSION; CANCER; METHYLATION; REGULATORS;
D O I
10.21037/tcr-22-881
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background: Cervical cancer (CESC) is the second most common cancer death in middle-aged women. The N6-methyladenosine (m6A) plays an essential role in the epitranscriptomics of cancer and affects immune cell infiltration. Our study used The Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO) data to construct and validate prognostic prediction established on m6A-related genes in CESC. Methods: We gained gene expression and clinical characteristics from TCGA and GEO. After differentially expression analysis of the m6A-related genes, we identified eight genes of CESC development. Next, we executed consensus clustering to analyze CESC types established on the differential expression of the m6A-related genes and found different subtypes significantly correlate with survival prognosis, immune microenvironment, and PD-L1 expression. Then, based on Least Absolute Shrinkage and Selection Operator (LASSO) Cox regression analysis, a five-gene (IGF2BP1, IGF2BP2, HNRNPA2B1, YTHDF1, RBM15) predictive model was built in the TCGA training cohort. Finally, we checked the predictive model with survival analysis and receiver operating characteristic (ROC) curve both in the training cohort (TCGA) and in the validation cohort (GSE44001). We found the expression and variation of the five genes significantly correlate with immune cell infiltration. Results: The CESC could be divided into subtypes according to eight expression m6A-related genes. Different subtypes are related to various immune cells, immune scores, and the expression of the PD-L1. We develop a risk prediction model: risk score = (0.023558929) * Exp IGF2BP1 + (0.021148829) * Exp IGF2BP2 + (0.045035491) * Exp HNRNPA2B1 + (-0.106566550) * Exp YTHDF1 + (-0.001037932) * Exp RBM15. Moreover, different m6A-related genes significantly correlated with immune cells. Conclusions: The m6A-related genes risk prediction model plays an essential role in predicting CESC patients. The m6A-related genes affected the immune cell infiltration in CESC. These results suggest that the expression of m6A-related genes may influence the immune therapy of CESC and be the potential therapeutic target.
引用
收藏
页码:3064 / +
页数:17
相关论文
共 50 条
[41]   Identification of a New Prognostic Risk Signature of Clear Cell Renal Cell Carcinoma Based on N6-Methyladenosine RNA Methylation Regulators [J].
Zhang, Yan ;
Yao, Yao ;
Qi, Xiaochen ;
Li, Jianyi ;
Liu, Meihong ;
Che, Xiangyu ;
Xu, Yingkun ;
Wu, Guangzhen .
JOURNAL OF IMMUNOLOGY RESEARCH, 2021, 2021
[42]   Prognostic signature analysis and survival prediction of esophageal cancer based on N6-methyladenosine associated lncRNAs [J].
He, Ting ;
Gao, Zhipeng ;
Lin, Ling ;
Zhang, Xu ;
Zou, Quan .
BRIEFINGS IN FUNCTIONAL GENOMICS, 2024, 23 (03) :239-248
[43]   Prognostic Significance of Alternative Splicing Genes in Cervical Squamous Cell Carcinoma and Endocervical Adenocarcinoma [J].
Wang, Xiaoyu ;
Tang, Weichun ;
Lu, Yilin ;
You, Jun ;
Han, Yun ;
Zheng, Yanli .
INTERNATIONAL JOURNAL OF GENERAL MEDICINE, 2021, 14 :7933-7949
[44]   N6-Methyladenosine Regulators and Related LncRNAs Are Potential to be Prognostic Markers for Uveal Melanoma and Indicators of Tumor Microenvironment Remodeling [J].
Li, Shanshan ;
Huang, Shan ;
Wang, Tao ;
Liu, Zhicheng .
FRONTIERS IN ONCOLOGY, 2021, 11
[45]   Prognostic value of immune-related genes in laryngeal squamous cell carcinoma [J].
Liu, Weixing ;
Zhang, Chunyi ;
Gong, Xin ;
Liao, Wenjing ;
Xu, Jun ;
Zhang, Xiaowen .
TRANSLATIONAL CANCER RESEARCH, 2020, 9 (10) :6287-+
[46]   The immune landscape and prognostic analysis of CXCL8 immune-related genes in cervical squamous cell carcinoma [J].
Zhang, Xiaoqian ;
Yang, Jian ;
Feng, Qianqian ;
Gu, Liping ;
Qin, Gongzhao ;
Cheng, Chen ;
Hou, Shunyu ;
Shi, Zhouhong .
ENVIRONMENTAL TOXICOLOGY, 2024,
[47]   Prognostic Signatures Based on Ferroptosis- and Immune-Related Genes for Cervical Squamous Cell Carcinoma and Endocervical Adenocarcinoma [J].
Xing, Chaoqun ;
Yin, Huiming ;
Yao, Zhi-Yong ;
Xing, Xiao-Liang .
FRONTIERS IN ONCOLOGY, 2022, 11
[48]   A novel prognostic index based on autophagy-related genes-the Achilles' heel of cervical squamous cell carcinoma [J].
Zhu, Li ;
Guo, Yaqiong ;
Yan, Huijuan ;
Wen, Yuan .
EUROPEAN JOURNAL OF GYNAECOLOGICAL ONCOLOGY, 2024, 45 (02) :24-35
[49]   Development and validation of a novel N6-methyladenosine (m6A)-related multi- long non-coding RNA (lncRNA) prognostic signature in pancreatic adenocarcinoma [J].
Yuan, Qihang ;
Ren, Jie ;
Li, Lunxu ;
Li, Shuang ;
Xiang, Kailai ;
Shang, Dong .
BIOENGINEERED, 2021, 12 (01) :2432-2448
[50]   Construction and validation of a prognostic model of pyroptosis related genes in hepatocellular carcinoma [J].
Li, Guanqun ;
Zhang, Dongxin ;
Liang, Chaowei ;
Liang, Chaojie ;
Wu, Jixiang .
FRONTIERS IN ONCOLOGY, 2022, 12