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Reverse Engineering the Neuroblastoma Regulatory Network Uncovers MAX as One of the Master Regulators of Tumor Progression

Neuroblastoma is the most common extracranial tumor and a major cause of infant cancer mortality worldwide. Despite its importance, little is known about its molecular mechanisms. A striking feature of this tumor is its clinical heterogeneity. Possible outcomes range from aggressive invasion to othe...

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Autores principales: Albanus, Ricardo D’Oliveira, Juliani Siqueira Dalmolin, Rodrigo, Alves Castro, Mauro Antônio, Augusto de Bittencourt Pasquali, Matheus, de Miranda Ramos, Vitor, Pens Gelain, Daniel, Fonseca Moreira, José Cláudio
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3857773/
https://www.ncbi.nlm.nih.gov/pubmed/24349289
http://dx.doi.org/10.1371/journal.pone.0082457
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author Albanus, Ricardo D’Oliveira
Juliani Siqueira Dalmolin, Rodrigo
Alves Castro, Mauro Antônio
Augusto de Bittencourt Pasquali, Matheus
de Miranda Ramos, Vitor
Pens Gelain, Daniel
Fonseca Moreira, José Cláudio
author_facet Albanus, Ricardo D’Oliveira
Juliani Siqueira Dalmolin, Rodrigo
Alves Castro, Mauro Antônio
Augusto de Bittencourt Pasquali, Matheus
de Miranda Ramos, Vitor
Pens Gelain, Daniel
Fonseca Moreira, José Cláudio
author_sort Albanus, Ricardo D’Oliveira
collection PubMed
description Neuroblastoma is the most common extracranial tumor and a major cause of infant cancer mortality worldwide. Despite its importance, little is known about its molecular mechanisms. A striking feature of this tumor is its clinical heterogeneity. Possible outcomes range from aggressive invasion to other tissues, causing patient death, to spontaneous disease regression or differentiation into benign ganglioneuromas. Several efforts have been made in order to find tumor progression markers. In this work, we have reconstructed the neuroblastoma regulatory network using an information-theoretic approach in order to find genes involved in tumor progression and that could be used as outcome predictors or as therapeutic targets. We have queried the reconstructed neuroblastoma regulatory network using an aggressive neuroblastoma metastasis gene signature in order to find its master regulators (MRs). MRs expression profiles were then investigated in other neuroblastoma datasets so as to detect possible clinical significance. Our analysis pointed MAX as one of the MRs of neuroblastoma progression. We have found that higher MAX expression correlated with favorable patient outcomes. We have also found that MAX expression and protein levels were increased during neuroblastoma SH-SY5Y cells differentiation. We propose that MAX is involved in neuroblastoma progression, possibly increasing cell differentiation by means of regulating the availability of MYC:MAX heterodimers. This mechanism is consistent with the results found in our SH-SY5Y differentiation protocol, suggesting that MAX has a more central role in these cells differentiation than previously reported. Overexpression of MAX has been identified as anti-tumorigenic in other works, but, to our knowledge, this is the first time that the link between the expression of this gene and malignancy was verified under physiological conditions.
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spelling pubmed-38577732013-12-12 Reverse Engineering the Neuroblastoma Regulatory Network Uncovers MAX as One of the Master Regulators of Tumor Progression Albanus, Ricardo D’Oliveira Juliani Siqueira Dalmolin, Rodrigo Alves Castro, Mauro Antônio Augusto de Bittencourt Pasquali, Matheus de Miranda Ramos, Vitor Pens Gelain, Daniel Fonseca Moreira, José Cláudio PLoS One Research Article Neuroblastoma is the most common extracranial tumor and a major cause of infant cancer mortality worldwide. Despite its importance, little is known about its molecular mechanisms. A striking feature of this tumor is its clinical heterogeneity. Possible outcomes range from aggressive invasion to other tissues, causing patient death, to spontaneous disease regression or differentiation into benign ganglioneuromas. Several efforts have been made in order to find tumor progression markers. In this work, we have reconstructed the neuroblastoma regulatory network using an information-theoretic approach in order to find genes involved in tumor progression and that could be used as outcome predictors or as therapeutic targets. We have queried the reconstructed neuroblastoma regulatory network using an aggressive neuroblastoma metastasis gene signature in order to find its master regulators (MRs). MRs expression profiles were then investigated in other neuroblastoma datasets so as to detect possible clinical significance. Our analysis pointed MAX as one of the MRs of neuroblastoma progression. We have found that higher MAX expression correlated with favorable patient outcomes. We have also found that MAX expression and protein levels were increased during neuroblastoma SH-SY5Y cells differentiation. We propose that MAX is involved in neuroblastoma progression, possibly increasing cell differentiation by means of regulating the availability of MYC:MAX heterodimers. This mechanism is consistent with the results found in our SH-SY5Y differentiation protocol, suggesting that MAX has a more central role in these cells differentiation than previously reported. Overexpression of MAX has been identified as anti-tumorigenic in other works, but, to our knowledge, this is the first time that the link between the expression of this gene and malignancy was verified under physiological conditions. Public Library of Science 2013-12-05 /pmc/articles/PMC3857773/ /pubmed/24349289 http://dx.doi.org/10.1371/journal.pone.0082457 Text en © 2013 Albanus 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
Albanus, Ricardo D’Oliveira
Juliani Siqueira Dalmolin, Rodrigo
Alves Castro, Mauro Antônio
Augusto de Bittencourt Pasquali, Matheus
de Miranda Ramos, Vitor
Pens Gelain, Daniel
Fonseca Moreira, José Cláudio
Reverse Engineering the Neuroblastoma Regulatory Network Uncovers MAX as One of the Master Regulators of Tumor Progression
title Reverse Engineering the Neuroblastoma Regulatory Network Uncovers MAX as One of the Master Regulators of Tumor Progression
title_full Reverse Engineering the Neuroblastoma Regulatory Network Uncovers MAX as One of the Master Regulators of Tumor Progression
title_fullStr Reverse Engineering the Neuroblastoma Regulatory Network Uncovers MAX as One of the Master Regulators of Tumor Progression
title_full_unstemmed Reverse Engineering the Neuroblastoma Regulatory Network Uncovers MAX as One of the Master Regulators of Tumor Progression
title_short Reverse Engineering the Neuroblastoma Regulatory Network Uncovers MAX as One of the Master Regulators of Tumor Progression
title_sort reverse engineering the neuroblastoma regulatory network uncovers max as one of the master regulators of tumor progression
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3857773/
https://www.ncbi.nlm.nih.gov/pubmed/24349289
http://dx.doi.org/10.1371/journal.pone.0082457
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