Literature DB >> 33363156

An Eight-CircRNA Assessment Model for Predicting Biochemical Recurrence in Prostate Cancer.

Shuo Wang1, Wei Su1, Chuanfan Zhong1, Taowei Yang1, Wenbin Chen1, Guo Chen2, Zezhen Liu3, Kaihui Wu1, Weibo Zhong1, Bingkun Li1, Xiangming Mao1, Jianming Lu1.   

Abstract

Prostate cancer (PCa) is a high morbidity malignancy in males, and biochemical recurrence (BCR) may appear after the surgery. Our study is designed to build up a risk score model using circular RNA sequencing data for PCa. The dataset is from the GEO database, using a cohort of 144 patients in Canada. We removed the low abundance circRNAs (FPKM < 1) and obtained 546 circRNAs for the next step. BCR-related circRNAs were selected by Logistic regression using the "survival" and "survminer" R package. Least absolute shrinkage and selector operation (LASSO) regression with 10-fold cross-validation and penalty was used to construct a risk score model by "glmnet" R software package. In total, eight circRNAs (including circ_30029, circ_117300, circ_176436, circ_112897, circ_112897, circ_178252, circ_115617, circ_14736, and circ_17720) were involved in our risk score model. Further, we employed differentially expressed mRNAs between high and low risk score groups. The following Gene Ontology (GO) analysis were visualized by Omicshare Online tools. As per the GO analysis results, tumor immune microenvironment related pathways are significantly enriched. "CIBERSORT" and "ESTIMATE" R package were used to detect tumor-infiltrating immune cells and compare the level of microenvironment scores between high and low risk score groups. What's more, we verified two of eight circRNA's (circ_14736 and circ_17720) circular characteristics and tested their biological function with qPCR and CCK8 in vitro. circ_14736 and circ_17720 were detected in exosomes of PCa patients' plasma. This is the first bioinformatics study to establish a prognosis model for prostate cancer using circRNA. These circRNAs were associated with CD8+ T cell activities and may serve as a circRNA-based liquid biopsy panel for disease prognosis.
Copyright © 2020 Wang, Su, Zhong, Yang, Chen, Chen, Liu, Wu, Zhong, Li, Mao and Lu.

Entities:  

Keywords:  LASSO; biochemical recurrence; circRNA; immune infiltration; prostate cancer

Year:  2020        PMID: 33363156      PMCID: PMC7758402          DOI: 10.3389/fcell.2020.599494

Source DB:  PubMed          Journal:  Front Cell Dev Biol        ISSN: 2296-634X


  61 in total

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  24 in total

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