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Molecular-Based Score inspired on metabolic signature improves prognostic stratification for myelodysplastic syndrome

Deregulated cellular energetics is formally incorporated as an emerging hallmark of cancer, however little is known about its processes in myelodysplastic syndromes (MDS). Using transcriptomic data of CD34+ cells from 159 MDS patients and 17 healthy donors, we selected 37 genes involved in cellular...

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Autores principales: Coelho-Silva, Juan L., Silveira, Douglas R. A., Pereira-Martins, Diego A., Rojas, Cesar A. O., Lucena-Araujo, Antonio R., Rego, Eduardo M., Machado-Neto, João A., Bendit, Israel, Rocha, Vanderson, Traina, Fabiola
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7814118/
https://www.ncbi.nlm.nih.gov/pubmed/33462268
http://dx.doi.org/10.1038/s41598-020-80918-6
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author Coelho-Silva, Juan L.
Silveira, Douglas R. A.
Pereira-Martins, Diego A.
Rojas, Cesar A. O.
Lucena-Araujo, Antonio R.
Rego, Eduardo M.
Machado-Neto, João A.
Bendit, Israel
Rocha, Vanderson
Traina, Fabiola
author_facet Coelho-Silva, Juan L.
Silveira, Douglas R. A.
Pereira-Martins, Diego A.
Rojas, Cesar A. O.
Lucena-Araujo, Antonio R.
Rego, Eduardo M.
Machado-Neto, João A.
Bendit, Israel
Rocha, Vanderson
Traina, Fabiola
author_sort Coelho-Silva, Juan L.
collection PubMed
description Deregulated cellular energetics is formally incorporated as an emerging hallmark of cancer, however little is known about its processes in myelodysplastic syndromes (MDS). Using transcriptomic data of CD34+ cells from 159 MDS patients and 17 healthy donors, we selected 37 genes involved in cellular energetics and interrogated about its clinical and prognostic functions. Based on the low expression of ACLY, ANPEP, and PANK1, as well as high expression of PKM and SLC25A5, we constructed our Molecular-Based Score (MBS), that efficiently discriminated patients at three risks groups: favourable risk (n = 28; 3-year overall survival (OS): 100%); intermediate (n = 60; 76% [62–93%]) and adverse (n = 71; 35% [17–61%]). Adverse MBS risk was independently associated with inferior OS (HR = 10.1 [95% CI 1.26–81]; P = 0.029) in multivariable analysis using age, gender and the revised international prognostic score system as confounders. Transcriptional signature revealed that Favourable- and intermediate-risk patients presented enriched molecular programs related to mature myeloid progenitors, cell cycle progression, and oxidative phosphorylation, indicating that this cells differs in their origin, metabolic state, and cell cycle regulation, in comparison to the adverse-risk. Our study provides the first evidence that cellular energetics is transcriptionally deregulated in MDS CD34+ cells and establishes a new useful prognostic score based on the expression of five genes.
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spelling pubmed-78141182021-01-21 Molecular-Based Score inspired on metabolic signature improves prognostic stratification for myelodysplastic syndrome Coelho-Silva, Juan L. Silveira, Douglas R. A. Pereira-Martins, Diego A. Rojas, Cesar A. O. Lucena-Araujo, Antonio R. Rego, Eduardo M. Machado-Neto, João A. Bendit, Israel Rocha, Vanderson Traina, Fabiola Sci Rep Article Deregulated cellular energetics is formally incorporated as an emerging hallmark of cancer, however little is known about its processes in myelodysplastic syndromes (MDS). Using transcriptomic data of CD34+ cells from 159 MDS patients and 17 healthy donors, we selected 37 genes involved in cellular energetics and interrogated about its clinical and prognostic functions. Based on the low expression of ACLY, ANPEP, and PANK1, as well as high expression of PKM and SLC25A5, we constructed our Molecular-Based Score (MBS), that efficiently discriminated patients at three risks groups: favourable risk (n = 28; 3-year overall survival (OS): 100%); intermediate (n = 60; 76% [62–93%]) and adverse (n = 71; 35% [17–61%]). Adverse MBS risk was independently associated with inferior OS (HR = 10.1 [95% CI 1.26–81]; P = 0.029) in multivariable analysis using age, gender and the revised international prognostic score system as confounders. Transcriptional signature revealed that Favourable- and intermediate-risk patients presented enriched molecular programs related to mature myeloid progenitors, cell cycle progression, and oxidative phosphorylation, indicating that this cells differs in their origin, metabolic state, and cell cycle regulation, in comparison to the adverse-risk. Our study provides the first evidence that cellular energetics is transcriptionally deregulated in MDS CD34+ cells and establishes a new useful prognostic score based on the expression of five genes. Nature Publishing Group UK 2021-01-18 /pmc/articles/PMC7814118/ /pubmed/33462268 http://dx.doi.org/10.1038/s41598-020-80918-6 Text en © The Author(s) 2021 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Coelho-Silva, Juan L.
Silveira, Douglas R. A.
Pereira-Martins, Diego A.
Rojas, Cesar A. O.
Lucena-Araujo, Antonio R.
Rego, Eduardo M.
Machado-Neto, João A.
Bendit, Israel
Rocha, Vanderson
Traina, Fabiola
Molecular-Based Score inspired on metabolic signature improves prognostic stratification for myelodysplastic syndrome
title Molecular-Based Score inspired on metabolic signature improves prognostic stratification for myelodysplastic syndrome
title_full Molecular-Based Score inspired on metabolic signature improves prognostic stratification for myelodysplastic syndrome
title_fullStr Molecular-Based Score inspired on metabolic signature improves prognostic stratification for myelodysplastic syndrome
title_full_unstemmed Molecular-Based Score inspired on metabolic signature improves prognostic stratification for myelodysplastic syndrome
title_short Molecular-Based Score inspired on metabolic signature improves prognostic stratification for myelodysplastic syndrome
title_sort molecular-based score inspired on metabolic signature improves prognostic stratification for myelodysplastic syndrome
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7814118/
https://www.ncbi.nlm.nih.gov/pubmed/33462268
http://dx.doi.org/10.1038/s41598-020-80918-6
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