Literature DB >> 33838279

Development of a four-gene prognostic model for clear cell renal cell carcinoma based on transcriptome analysis.

Yuenan Liu1, Ziwei Huang2, Gong Cheng1, Yi Shou1, Jiaju Xu1, Di Liu1, Hongmei Yang3, Huageng Liang1, Xiaoping Zhang4.   

Abstract

This study aimed to develop a prognostic model for clear cell renal cell carcinoma (ccRCC) based on transcriptome analysis. We screened Gene Expression Omnibus (GEO) database and the Cancer Genome Atlas (TCGA) database for gene expression data and clinical characteristics of ccRCC. After differentially expression analysis, we identified 533 key genes of the development of ccRCC. Next, a weighted gene co-expression network analysis (WGCNA) was executed to investigate the association between differentially expressed genes and clinical characteristics. Then, based on protein-protein interaction (PPI) network, least absolute shrinkage and selection operator (LASSO) regression and Cox regression, a four-gene (COL4A5, ABCB1, NR3C2 and PLG) prognostic model has been constructed in TCGA training cohort. Finally, we examined the predictive power of this model with survival analysis and receiver operating characteristic (ROC) curve both in training cohort and in validation cohorts. And we found this model was significantly correlated with infiltrating immune cells. The four-gene prognosis model could be a potential prediction tool with high accuracy and reliability for ccRCC patients.
Copyright © 2021 Elsevier Inc. All rights reserved.

Entities:  

Keywords:  Clear cell renal cell carcinoma; Immune cell infiltration; Overall survival; Prognostic model; Transcriptome analysis

Mesh:

Substances:

Year:  2021        PMID: 33838279     DOI: 10.1016/j.ygeno.2021.04.005

Source DB:  PubMed          Journal:  Genomics        ISSN: 0888-7543            Impact factor:   5.736


  3 in total

1.  Identification of Survival Risk and Immune-Related Characteristics of Kidney Renal Clear Cell Carcinoma.

Authors:  Xiaobin Wu; Yonghui Liang; Xian Chen; Xiangyang Long; Wujun Xu; Li Liu; Binhui Wang; Xiong Zou
Journal:  J Immunol Res       Date:  2022-07-04       Impact factor: 4.493

2.  Angiogenesis-Related Molecular Subtypes and a Novel Prognostic Signature in Clear Cell Renal Cell Carcinoma Patients.

Authors:  Hao Li; Lu Chen; Zhi-Bin Ke; Shao-Hao Chen; Xue-Yi Xue; Qing-Shui Zheng; Yong Wei; Kai Zeng; Ning Xu
Journal:  Int J Gen Med       Date:  2021-10-02

3.  A newly defined basement membrane-related gene signature for the prognosis of clear-cell renal cell carcinoma.

Authors:  Tao Zhou; Weikang Chen; Zhigang Wu; Jian Cai; Chaofeng Zhou
Journal:  Front Genet       Date:  2022-09-15       Impact factor: 4.772

  3 in total

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