Cargando…
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...
Autores principales: | , , , , , , , , , |
---|---|
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 |
_version_ | 1783637994573398016 |
---|---|
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. |
format | Online Article Text |
id | pubmed-7814118 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT coelhosilvajuanl molecularbasedscoreinspiredonmetabolicsignatureimprovesprognosticstratificationformyelodysplasticsyndrome AT silveiradouglasra molecularbasedscoreinspiredonmetabolicsignatureimprovesprognosticstratificationformyelodysplasticsyndrome AT pereiramartinsdiegoa molecularbasedscoreinspiredonmetabolicsignatureimprovesprognosticstratificationformyelodysplasticsyndrome AT rojascesarao molecularbasedscoreinspiredonmetabolicsignatureimprovesprognosticstratificationformyelodysplasticsyndrome AT lucenaaraujoantonior molecularbasedscoreinspiredonmetabolicsignatureimprovesprognosticstratificationformyelodysplasticsyndrome AT regoeduardom molecularbasedscoreinspiredonmetabolicsignatureimprovesprognosticstratificationformyelodysplasticsyndrome AT machadonetojoaoa molecularbasedscoreinspiredonmetabolicsignatureimprovesprognosticstratificationformyelodysplasticsyndrome AT benditisrael molecularbasedscoreinspiredonmetabolicsignatureimprovesprognosticstratificationformyelodysplasticsyndrome AT rochavanderson molecularbasedscoreinspiredonmetabolicsignatureimprovesprognosticstratificationformyelodysplasticsyndrome AT trainafabiola molecularbasedscoreinspiredonmetabolicsignatureimprovesprognosticstratificationformyelodysplasticsyndrome |