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Integrated transcriptomics reveals master regulators of lung adenocarcinoma and novel repositioning of drug candidates

BACKGROUND: Lung adenocarcinoma is the major cause of cancer‐related deaths in the world. Given this, the importance of research on its pathophysiology and therapy remains a key health issue. To assist in this endeavor, recent oncology studies are adopting Systems Biology approaches and bioinformati...

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Autores principales: De Bastiani, Marco Antônio, Klamt, Fábio
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6825976/
https://www.ncbi.nlm.nih.gov/pubmed/31503425
http://dx.doi.org/10.1002/cam4.2493
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author De Bastiani, Marco Antônio
Klamt, Fábio
author_facet De Bastiani, Marco Antônio
Klamt, Fábio
author_sort De Bastiani, Marco Antônio
collection PubMed
description BACKGROUND: Lung adenocarcinoma is the major cause of cancer‐related deaths in the world. Given this, the importance of research on its pathophysiology and therapy remains a key health issue. To assist in this endeavor, recent oncology studies are adopting Systems Biology approaches and bioinformatics to analyze and understand omics data, bringing new insights about this disease and its treatment. METHODS: We used reverse engineering of transcriptomic data to reconstruct nontumorous lung reference networks, focusing on transcription factors (TFs) and their inferred target genes, referred as regulatory units or regulons. Afterwards, we used 13 case‐control studies to identify TFs acting as master regulators of the disease and their regulatory units. Furthermore, the inferred activation patterns of regulons were used to evaluate patient survival and search drug candidates for repositioning. RESULTS: The regulatory units under the influence of ATOH8, DACH1, EPAS1, ETV5, FOXA2, FOXM1, HOXA4, SMAD6, and UHRF1 transcription factors were consistently associated with the pathological phenotype, suggesting that they may be master regulators of lung adenocarcinoma. We also observed that the inferred activity of FOXA2, FOXM1, and UHRF1 was significantly associated with risk of death in patients. Finally, we obtained deptropine, promazine, valproic acid, azacyclonol, methotrexate, and ChemBridge ID compound 5109870 as potential candidates to revert the molecular profile leading to decreased survival. CONCLUSION: Using an integrated transcriptomics approach, we identified master regulator candidates involved with the development and prognostic of lung adenocarcinoma, as well as potential drugs for repurposing.
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spelling pubmed-68259762019-11-07 Integrated transcriptomics reveals master regulators of lung adenocarcinoma and novel repositioning of drug candidates De Bastiani, Marco Antônio Klamt, Fábio Cancer Med Cancer Biology BACKGROUND: Lung adenocarcinoma is the major cause of cancer‐related deaths in the world. Given this, the importance of research on its pathophysiology and therapy remains a key health issue. To assist in this endeavor, recent oncology studies are adopting Systems Biology approaches and bioinformatics to analyze and understand omics data, bringing new insights about this disease and its treatment. METHODS: We used reverse engineering of transcriptomic data to reconstruct nontumorous lung reference networks, focusing on transcription factors (TFs) and their inferred target genes, referred as regulatory units or regulons. Afterwards, we used 13 case‐control studies to identify TFs acting as master regulators of the disease and their regulatory units. Furthermore, the inferred activation patterns of regulons were used to evaluate patient survival and search drug candidates for repositioning. RESULTS: The regulatory units under the influence of ATOH8, DACH1, EPAS1, ETV5, FOXA2, FOXM1, HOXA4, SMAD6, and UHRF1 transcription factors were consistently associated with the pathological phenotype, suggesting that they may be master regulators of lung adenocarcinoma. We also observed that the inferred activity of FOXA2, FOXM1, and UHRF1 was significantly associated with risk of death in patients. Finally, we obtained deptropine, promazine, valproic acid, azacyclonol, methotrexate, and ChemBridge ID compound 5109870 as potential candidates to revert the molecular profile leading to decreased survival. CONCLUSION: Using an integrated transcriptomics approach, we identified master regulator candidates involved with the development and prognostic of lung adenocarcinoma, as well as potential drugs for repurposing. John Wiley and Sons Inc. 2019-09-10 /pmc/articles/PMC6825976/ /pubmed/31503425 http://dx.doi.org/10.1002/cam4.2493 Text en © 2019 The Authors. Cancer Medicine published by John Wiley & Sons Ltd. This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Cancer Biology
De Bastiani, Marco Antônio
Klamt, Fábio
Integrated transcriptomics reveals master regulators of lung adenocarcinoma and novel repositioning of drug candidates
title Integrated transcriptomics reveals master regulators of lung adenocarcinoma and novel repositioning of drug candidates
title_full Integrated transcriptomics reveals master regulators of lung adenocarcinoma and novel repositioning of drug candidates
title_fullStr Integrated transcriptomics reveals master regulators of lung adenocarcinoma and novel repositioning of drug candidates
title_full_unstemmed Integrated transcriptomics reveals master regulators of lung adenocarcinoma and novel repositioning of drug candidates
title_short Integrated transcriptomics reveals master regulators of lung adenocarcinoma and novel repositioning of drug candidates
title_sort integrated transcriptomics reveals master regulators of lung adenocarcinoma and novel repositioning of drug candidates
topic Cancer Biology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6825976/
https://www.ncbi.nlm.nih.gov/pubmed/31503425
http://dx.doi.org/10.1002/cam4.2493
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