The Choice of Candidates in Survival Markers Based on Coordinated Gene Expression in Renal Cancer
We aimed to identify and investigate genes that are essential for the development of clear cell renal cell carcinoma (ccRCC) and sought to shed light on the mechanisms of its progression and create prognostic markers for the disease. We used real-time PCR to study the expression of 20 genes that wer...
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doaj-14418319931b45c093787d471725f5fc2021-05-11T07:03:32ZengFrontiers Media S.A.Frontiers in Oncology2234-943X2021-05-011110.3389/fonc.2021.615787615787The Choice of Candidates in Survival Markers Based on Coordinated Gene Expression in Renal CancerNatalya Apanovich0Pavel Apanovich1Danzan Mansorunov2Anna Kuzevanova3Vsevolod Matveev4Alexander Karpukhin5Laboratory of Molecular Genetics of Complex Inherited Diseases, Research Centre for Medical Genetics, Moscow, RussiaLaboratory of Molecular Genetics of Complex Inherited Diseases, Research Centre for Medical Genetics, Moscow, RussiaLaboratory of Molecular Genetics of Complex Inherited Diseases, Research Centre for Medical Genetics, Moscow, RussiaLaboratory of Molecular Genetics of Complex Inherited Diseases, Research Centre for Medical Genetics, Moscow, RussiaDepartment of Oncourology, Federal State Budgetary Institution “N.N. Blokhin National Medical Research Center of Oncology” of the Ministry of Health of the Russian Federation, Moscow, RussiaLaboratory of Molecular Genetics of Complex Inherited Diseases, Research Centre for Medical Genetics, Moscow, RussiaWe aimed to identify and investigate genes that are essential for the development of clear cell renal cell carcinoma (ccRCC) and sought to shed light on the mechanisms of its progression and create prognostic markers for the disease. We used real-time PCR to study the expression of 20 genes that were preliminarily selected based on their differential expression in ccRCC, in 68 paired tumor/normal samples. Upon ccRCC progression, seven genes that showed an initial increase in expression showed decreased expression. The genes whose expression levels did not significantly change during progression were associated mainly with metabolic and inflammatory processes. The first group included CA9, NDUFA4L2, EGLN3, BHLHE41, VWF, IGFBP3, and ANGPTL4, whose expression levels were coordinately decreased during tumor progression. This expression coordination and gene function is related to the needs of tumor development at different stages. Specifically, the high correlation coefficient of EGLN3 and NDUFA4L2 expression may indicate the importance of the coordinated regulation of glycolysis and mitochondrial metabolism. A panel of CA9, EGLN3, BHLHE41, and VWF enabled the prediction of survival for more than 3.5 years in patients with ccRCC, with a probability close to 90%. Therefore, a coordinated change in the expression of a gene group during ccRCC progression was detected, and a new panel of markers for individual survival prognosis was identified.https://www.frontiersin.org/articles/10.3389/fonc.2021.615787/fullrenal cancergene expressioncorrelationmarkerssurvival |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Natalya Apanovich Pavel Apanovich Danzan Mansorunov Anna Kuzevanova Vsevolod Matveev Alexander Karpukhin |
spellingShingle |
Natalya Apanovich Pavel Apanovich Danzan Mansorunov Anna Kuzevanova Vsevolod Matveev Alexander Karpukhin The Choice of Candidates in Survival Markers Based on Coordinated Gene Expression in Renal Cancer Frontiers in Oncology renal cancer gene expression correlation markers survival |
author_facet |
Natalya Apanovich Pavel Apanovich Danzan Mansorunov Anna Kuzevanova Vsevolod Matveev Alexander Karpukhin |
author_sort |
Natalya Apanovich |
title |
The Choice of Candidates in Survival Markers Based on Coordinated Gene Expression in Renal Cancer |
title_short |
The Choice of Candidates in Survival Markers Based on Coordinated Gene Expression in Renal Cancer |
title_full |
The Choice of Candidates in Survival Markers Based on Coordinated Gene Expression in Renal Cancer |
title_fullStr |
The Choice of Candidates in Survival Markers Based on Coordinated Gene Expression in Renal Cancer |
title_full_unstemmed |
The Choice of Candidates in Survival Markers Based on Coordinated Gene Expression in Renal Cancer |
title_sort |
choice of candidates in survival markers based on coordinated gene expression in renal cancer |
publisher |
Frontiers Media S.A. |
series |
Frontiers in Oncology |
issn |
2234-943X |
publishDate |
2021-05-01 |
description |
We aimed to identify and investigate genes that are essential for the development of clear cell renal cell carcinoma (ccRCC) and sought to shed light on the mechanisms of its progression and create prognostic markers for the disease. We used real-time PCR to study the expression of 20 genes that were preliminarily selected based on their differential expression in ccRCC, in 68 paired tumor/normal samples. Upon ccRCC progression, seven genes that showed an initial increase in expression showed decreased expression. The genes whose expression levels did not significantly change during progression were associated mainly with metabolic and inflammatory processes. The first group included CA9, NDUFA4L2, EGLN3, BHLHE41, VWF, IGFBP3, and ANGPTL4, whose expression levels were coordinately decreased during tumor progression. This expression coordination and gene function is related to the needs of tumor development at different stages. Specifically, the high correlation coefficient of EGLN3 and NDUFA4L2 expression may indicate the importance of the coordinated regulation of glycolysis and mitochondrial metabolism. A panel of CA9, EGLN3, BHLHE41, and VWF enabled the prediction of survival for more than 3.5 years in patients with ccRCC, with a probability close to 90%. Therefore, a coordinated change in the expression of a gene group during ccRCC progression was detected, and a new panel of markers for individual survival prognosis was identified. |
topic |
renal cancer gene expression correlation markers survival |
url |
https://www.frontiersin.org/articles/10.3389/fonc.2021.615787/full |
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