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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Main Authors: Natalya Apanovich, Pavel Apanovich, Danzan Mansorunov, Anna Kuzevanova, Vsevolod Matveev, Alexander Karpukhin
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-05-01
Series:Frontiers in Oncology
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fonc.2021.615787/full
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spelling 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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