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E-MTAB-12593 RNA-seq of coding RNA Homo sapiens, Homo sapiens

Radiogenomics reveals significant correlation between quantitative texture radiomic features of biparametric MRI and hypoxia related gene expression in men with localised prostate cancer

·发布 2023年1月29日
45
样本数
45
实验数
实验描述

The aim of this study was to perform the multiscale correlation between quantitative texture features phenotype of pre-biopsy biparametric MRI (bpMRI) and targeted sequence-based RNA expression for hypoxia-related genes. Images from pre-biopsy 3T bpMRI scans in clinically localised prostate cancer (PCa) patients of various risk categories (n=15) were used to extract textural features. The genomic landscape of hypoxia-related genes expression was obtained using post-radical prostatectomy tissue for targeted RNA expression profiling using the TempO-sequence method. The nonparametric Games Howell test was used to correlate the differential expression of the three important hypoxia-related genes with 28 radiomic texture features. Following this, cBioportal was accessed and a gene-oriented query was conducted to extract Oncoprint genomic output graph of the selected hypoxia-related genes from The Cancer Genome Atlas (TCGA). Correlation analysis using Pearson's coefficients calculated against each selected gene profile; survival analysis using Kaplan-Meier estimators were carried out. We found the quantitative bpMR imaging textural features, including histogram and grey level co-occurrence matrix (GLCM), correlated with hypoxia related genes (ANGPTL4, VEGFA, and P4HA1) seen on RNA sequencing using TempO-Seq method. Further radiogenomic analysis, including data accessed on cBioportal genomic database, confirmed that overexpressed hypoxia-related genes significantly correlated with a poor survival outcome, with a median survival of 81.11: 133.00 months in those with and without alterations of genes respectively. In summary, radiomic texture features of bpMRI in localised PCa correlate with the expression of hypoxia-related genes expression in prostate cancer. The expression data analysis showed that hypoxia-related genes are associated with poor survival.

样本属性
Organism
Homo sapiens
Sex
male
Organism part
prostate gland
Disease
prostate cancer
Individual
individual 13, individual 3, individual 1, individual 4, individual 7, individual 6, individual 10, individual 2, individual 14, individual 12, individual 15, individual 9, individual 8, individual 11, individual 5
Sampling site
neoplasm, normal tissue, microenvironment
实验信息
登记号
E-MTAB-12593
实验类型
RNA-seq of coding RNA
物种
Homo sapiens, Homo sapiens
发布日期
2023年1月29日
提交者
Chidozie Ogbonnaya
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