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Integrative Genomic Signatures Of Hepatocellular Carcinoma Derived from Nonalcoholic Fatty Liver Disease

Nonalcoholic fatty liver disease (NAFLD) is a risk factor for Hepatocellular carcinoma (HCC), but he transition from NAFLD to HCC is poorly understood. Feature selection algorithms in human and genetically modified mice NAFLD and HCC microarray data were applied to generate signatures of NAFLD progr...

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Autores principales: Frades, Itziar, Andreasson, Erik, Mato, Jose Maria, Alexandersson, Erik, Matthiesen, Rune, Martínez-Chantar, Mª Luz
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4439034/
https://www.ncbi.nlm.nih.gov/pubmed/25993042
http://dx.doi.org/10.1371/journal.pone.0124544
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author Frades, Itziar
Andreasson, Erik
Mato, Jose Maria
Alexandersson, Erik
Matthiesen, Rune
Martínez-Chantar, Mª Luz
author_facet Frades, Itziar
Andreasson, Erik
Mato, Jose Maria
Alexandersson, Erik
Matthiesen, Rune
Martínez-Chantar, Mª Luz
author_sort Frades, Itziar
collection PubMed
description Nonalcoholic fatty liver disease (NAFLD) is a risk factor for Hepatocellular carcinoma (HCC), but he transition from NAFLD to HCC is poorly understood. Feature selection algorithms in human and genetically modified mice NAFLD and HCC microarray data were applied to generate signatures of NAFLD progression and HCC differential survival. These signatures were used to study the pathogenesis of NAFLD derived HCC and explore which subtypes of cancers that can be investigated using mouse models. Our findings show that: (I) HNF4 is a common potential transcription factor mediating the transcription of NAFLD progression genes (II) mice HCC derived from NAFLD co-cluster with a less aggressive human HCC subtype of differential prognosis and mixed etiology (III) the HCC survival signature is able to correctly classify 95% of the samples and gives Fgf20 and Tgfb1i1 as the most robust genes for prediction (IV) the expression values of genes composing the signature in an independent human HCC dataset revealed different HCC subtypes showing differences in survival time by a Logrank test. In summary, we present marker signatures for NAFLD derived HCC molecular pathogenesis both at the gene and pathway level.
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spelling pubmed-44390342015-05-29 Integrative Genomic Signatures Of Hepatocellular Carcinoma Derived from Nonalcoholic Fatty Liver Disease Frades, Itziar Andreasson, Erik Mato, Jose Maria Alexandersson, Erik Matthiesen, Rune Martínez-Chantar, Mª Luz PLoS One Research Article Nonalcoholic fatty liver disease (NAFLD) is a risk factor for Hepatocellular carcinoma (HCC), but he transition from NAFLD to HCC is poorly understood. Feature selection algorithms in human and genetically modified mice NAFLD and HCC microarray data were applied to generate signatures of NAFLD progression and HCC differential survival. These signatures were used to study the pathogenesis of NAFLD derived HCC and explore which subtypes of cancers that can be investigated using mouse models. Our findings show that: (I) HNF4 is a common potential transcription factor mediating the transcription of NAFLD progression genes (II) mice HCC derived from NAFLD co-cluster with a less aggressive human HCC subtype of differential prognosis and mixed etiology (III) the HCC survival signature is able to correctly classify 95% of the samples and gives Fgf20 and Tgfb1i1 as the most robust genes for prediction (IV) the expression values of genes composing the signature in an independent human HCC dataset revealed different HCC subtypes showing differences in survival time by a Logrank test. In summary, we present marker signatures for NAFLD derived HCC molecular pathogenesis both at the gene and pathway level. Public Library of Science 2015-05-20 /pmc/articles/PMC4439034/ /pubmed/25993042 http://dx.doi.org/10.1371/journal.pone.0124544 Text en © 2015 Frades et al http://creativecommons.org/licenses/by/4.0/ 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 properly credited.
spellingShingle Research Article
Frades, Itziar
Andreasson, Erik
Mato, Jose Maria
Alexandersson, Erik
Matthiesen, Rune
Martínez-Chantar, Mª Luz
Integrative Genomic Signatures Of Hepatocellular Carcinoma Derived from Nonalcoholic Fatty Liver Disease
title Integrative Genomic Signatures Of Hepatocellular Carcinoma Derived from Nonalcoholic Fatty Liver Disease
title_full Integrative Genomic Signatures Of Hepatocellular Carcinoma Derived from Nonalcoholic Fatty Liver Disease
title_fullStr Integrative Genomic Signatures Of Hepatocellular Carcinoma Derived from Nonalcoholic Fatty Liver Disease
title_full_unstemmed Integrative Genomic Signatures Of Hepatocellular Carcinoma Derived from Nonalcoholic Fatty Liver Disease
title_short Integrative Genomic Signatures Of Hepatocellular Carcinoma Derived from Nonalcoholic Fatty Liver Disease
title_sort integrative genomic signatures of hepatocellular carcinoma derived from nonalcoholic fatty liver disease
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4439034/
https://www.ncbi.nlm.nih.gov/pubmed/25993042
http://dx.doi.org/10.1371/journal.pone.0124544
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