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Gene network analysis reveals a novel 22-gene signature of carbon metabolism in hepatocellular carcinoma

Although much progress has been made in understanding cancer cellular metabolism adaptation, the co-regulations between genes of metabolism and cancer pathways and their interactions remain poorly characterized. Here, we applied gene co-expression network analysis to 1509 metabolic gene expression d...

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Autores principales: Zhang, Jinqiang, Baddoo, Melody, Han, Chang, Strong, Michael J., Cvitanovic, Jennifer, Moroz, Krzysztof, Dash, Srikanta, Flemington, Erik K., Wu, Tong
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Impact Journals LLC 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5226503/
https://www.ncbi.nlm.nih.gov/pubmed/27363021
http://dx.doi.org/10.18632/oncotarget.10249
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author Zhang, Jinqiang
Baddoo, Melody
Han, Chang
Strong, Michael J.
Cvitanovic, Jennifer
Moroz, Krzysztof
Dash, Srikanta
Flemington, Erik K.
Wu, Tong
author_facet Zhang, Jinqiang
Baddoo, Melody
Han, Chang
Strong, Michael J.
Cvitanovic, Jennifer
Moroz, Krzysztof
Dash, Srikanta
Flemington, Erik K.
Wu, Tong
author_sort Zhang, Jinqiang
collection PubMed
description Although much progress has been made in understanding cancer cellular metabolism adaptation, the co-regulations between genes of metabolism and cancer pathways and their interactions remain poorly characterized. Here, we applied gene co-expression network analysis to 1509 metabolic gene expression data generated from 120 HCC and 180 non-tumor human liver tissues by microarray. Our analyses reveal that metabolism genes can be classified into different co-expression modules based on their associations with HCC related traits. The co-regulation mechanism of the carbon metabolism genes in normal liver tissues was interrupted during the processes of carcinogenesis. In parallel, we performed RNAseq analysis of HCC and non-tumor human liver tissues, and identified a unique 22-carbon-metabolism-gene-signature of increased expression. This gene signature was further verified in multiple microarray data sets, and its prognostic value was also proven by HCC patients' survival data from TCGA. Additionally, the tumorigenic function of two representative genes, CS and ACSS1, were validated experimentally by cell growth and spheroid formation assays. The current study provides evidence for the reprogramming of the co-regulation network between carbon metabolism and cancer pathway genes in HCC. In addition, this study also reveals a unique 22-carbon-metabolism-gene-expression-signature in HCC. Strategies targeting these genes may represent new therapeutic approaches for HCC treatment.
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spelling pubmed-52265032017-01-18 Gene network analysis reveals a novel 22-gene signature of carbon metabolism in hepatocellular carcinoma Zhang, Jinqiang Baddoo, Melody Han, Chang Strong, Michael J. Cvitanovic, Jennifer Moroz, Krzysztof Dash, Srikanta Flemington, Erik K. Wu, Tong Oncotarget Research Paper Although much progress has been made in understanding cancer cellular metabolism adaptation, the co-regulations between genes of metabolism and cancer pathways and their interactions remain poorly characterized. Here, we applied gene co-expression network analysis to 1509 metabolic gene expression data generated from 120 HCC and 180 non-tumor human liver tissues by microarray. Our analyses reveal that metabolism genes can be classified into different co-expression modules based on their associations with HCC related traits. The co-regulation mechanism of the carbon metabolism genes in normal liver tissues was interrupted during the processes of carcinogenesis. In parallel, we performed RNAseq analysis of HCC and non-tumor human liver tissues, and identified a unique 22-carbon-metabolism-gene-signature of increased expression. This gene signature was further verified in multiple microarray data sets, and its prognostic value was also proven by HCC patients' survival data from TCGA. Additionally, the tumorigenic function of two representative genes, CS and ACSS1, were validated experimentally by cell growth and spheroid formation assays. The current study provides evidence for the reprogramming of the co-regulation network between carbon metabolism and cancer pathway genes in HCC. In addition, this study also reveals a unique 22-carbon-metabolism-gene-expression-signature in HCC. Strategies targeting these genes may represent new therapeutic approaches for HCC treatment. Impact Journals LLC 2016-06-23 /pmc/articles/PMC5226503/ /pubmed/27363021 http://dx.doi.org/10.18632/oncotarget.10249 Text en Copyright: © 2016 Zhang et al. http://creativecommons.org/licenses/by/2.5/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Paper
Zhang, Jinqiang
Baddoo, Melody
Han, Chang
Strong, Michael J.
Cvitanovic, Jennifer
Moroz, Krzysztof
Dash, Srikanta
Flemington, Erik K.
Wu, Tong
Gene network analysis reveals a novel 22-gene signature of carbon metabolism in hepatocellular carcinoma
title Gene network analysis reveals a novel 22-gene signature of carbon metabolism in hepatocellular carcinoma
title_full Gene network analysis reveals a novel 22-gene signature of carbon metabolism in hepatocellular carcinoma
title_fullStr Gene network analysis reveals a novel 22-gene signature of carbon metabolism in hepatocellular carcinoma
title_full_unstemmed Gene network analysis reveals a novel 22-gene signature of carbon metabolism in hepatocellular carcinoma
title_short Gene network analysis reveals a novel 22-gene signature of carbon metabolism in hepatocellular carcinoma
title_sort gene network analysis reveals a novel 22-gene signature of carbon metabolism in hepatocellular carcinoma
topic Research Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5226503/
https://www.ncbi.nlm.nih.gov/pubmed/27363021
http://dx.doi.org/10.18632/oncotarget.10249
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