» Articles » PMID: 36514044

LncRNA Weighted Gene Co-expression Network Analysis Reveals Novel Biomarkers Related to Prostate Cancer Metastasis

Overview
Publisher Biomed Central
Specialty Genetics
Date 2022 Dec 13
PMID 36514044
Authors
Affiliations
Soon will be listed here.
Abstract

Background: Most prostate cancer patients die from metastasis and lack accurate efficacious biomarkers to monitor the disease behavior, optimize treatment and assess prognosis. Herein, we aimed to identify meaningful lncRNA biomarkers associated with prostate cancer metastatic progression.

Methods: By repurposing microarray probes, 11,624 lncRNAs in prostate cancer were obtained from Gene Expression Omnibus  database (GSE46691, N = 545; GSE29079, N = 235; GSE94767, N = 130). Weighted gene co-expression network analysis was applied to determine the co-expression lncRNA network pertinent to metastasis. Hub lncRNAs were screened. RNA-seq and clinical data from the Cancer Genome Atlas prostate cancer (TCGA-PRAD) cohort (N = 531) were analyzed. Transwell assay and bioinformatic analysis were performed for mechanism research.

Results: The high expression levels of nine hub lncRNAs (FTX, AC005261.1, NORAD, LINC01578, AC004542.2, ZFAS1, EBLN3P, THUMPD3-AS1, GAS5) were significantly associated with Gleason score and increased probability of metastatic progression. Among these lncRNAs, ZFAS1 had the consistent trends of expression in all of the analysis from different cohorts, and the Kaplan-Meier survival analyses showed higher expression of ZFAS1 was associated with shorter relapse free survival. In-vitro studies confirmed that downregulation of ZFAS1 decreased prostate cancer cell migration.

Conclusion: We offered some new insights into discovering lncRNA markers correlated with metastatic progression of prostate cancer using the WGCNA. Some may serve as potential prognostic biomarkers and therapeutic targets for advanced metastatic prostate cancer.

Citing Articles

Integrative Analysis of Whole-Genome and Transcriptomic Data Reveals Novel Variants in Differentially Expressed Long Noncoding RNAs Associated with Asthenozoospermia.

Kyrgiafini M, Katsigianni M, Giannoulis T, Sarafidou T, Chatziparasidou A, Mamuris Z Noncoding RNA. 2025; 11(1.

PMID: 39846682 PMC: 11755663. DOI: 10.3390/ncrna11010004.


Machine learning-based integration develops a mitophagy-related lncRNA signature for predicting the progression of prostate cancer: a bioinformatic analysis.

Dai C, Zeng X, Zhang X, Liu Z, Cheng S Discov Oncol. 2024; 15(1):316.

PMID: 39073679 PMC: 11286916. DOI: 10.1007/s12672-024-01189-5.


A black phosphorus nanosheet-based RNA delivery system for prostate cancer therapy by increasing the expression level of tumor suppressor gene PTEN via CeRNA mechanism.

Su S, Liu L, Fu Q, Ma M, Yang N, Pan T J Nanobiotechnology. 2024; 22(1):391.

PMID: 38965509 PMC: 11223337. DOI: 10.1186/s12951-024-02659-2.


Prediction of lncRNA and disease associations based on residual graph convolutional networks with attention mechanism.

Wang S, Qiao J, Feng S Sci Rep. 2024; 14(1):5185.

PMID: 38431702 PMC: 11319593. DOI: 10.1038/s41598-024-55957-y.


Multi-omics approach for identifying CNV-associated lncRNA signatures with prognostic value in prostate cancer.

Tyagi N, Roy S, Vengadesan K, Gupta D Noncoding RNA Res. 2023; 9(1):66-75.

PMID: 38075203 PMC: 10700122. DOI: 10.1016/j.ncrna.2023.10.001.

References
1.
Zhao L, Wu X, Li T, Luo J, Dong D . ctcRbase: the gene expression database of circulating tumor cells and microemboli. Database (Oxford). 2020; 2020. PMC: 7158883. DOI: 10.1093/database/baaa020. View

2.
Li H, Wang X, Wen C, Huo Z, Wang W, Zhan Q . Long noncoding RNA NORAD, a novel competing endogenous RNA, enhances the hypoxia-induced epithelial-mesenchymal transition to promote metastasis in pancreatic cancer. Mol Cancer. 2017; 16(1):169. PMC: 5679488. DOI: 10.1186/s12943-017-0738-0. View

3.
Poliseno L, Salmena L, Zhang J, Carver B, Haveman W, Pandolfi P . A coding-independent function of gene and pseudogene mRNAs regulates tumour biology. Nature. 2010; 465(7301):1033-8. PMC: 3206313. DOI: 10.1038/nature09144. View

4.
Mittal V . Epithelial Mesenchymal Transition in Tumor Metastasis. Annu Rev Pathol. 2018; 13:395-412. DOI: 10.1146/annurev-pathol-020117-043854. View

5.
Giulietti M, Righetti A, Principato G, Piva F . LncRNA co-expression network analysis reveals novel biomarkers for pancreatic cancer. Carcinogenesis. 2018; 39(8):1016-1025. DOI: 10.1093/carcin/bgy069. View