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Construction and validation of a fatty acid metabolism risk signature for predicting prognosis in acute myeloid leukemia

BACKGROUND: Fatty acid metabolism has been reported to play important roles in the development of acute myeloid leukemia (AML), but there are no prognostic signatures composed of fatty acid metabolism-related genes. As the current prognostic evaluation system has limitations due to the heterogeneity...

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Autores principales: Chen, Miao, Tao, Yuan, Yue, Pengjie, Guo, Feng, Yan, Xiaojing
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9784255/
https://www.ncbi.nlm.nih.gov/pubmed/36550404
http://dx.doi.org/10.1186/s12863-022-01099-x
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author Chen, Miao
Tao, Yuan
Yue, Pengjie
Guo, Feng
Yan, Xiaojing
author_facet Chen, Miao
Tao, Yuan
Yue, Pengjie
Guo, Feng
Yan, Xiaojing
author_sort Chen, Miao
collection PubMed
description BACKGROUND: Fatty acid metabolism has been reported to play important roles in the development of acute myeloid leukemia (AML), but there are no prognostic signatures composed of fatty acid metabolism-related genes. As the current prognostic evaluation system has limitations due to the heterogeneity of AML patients, it is necessary to develop a new signature based on fatty acid metabolism to better guide prognosis prediction and treatment selection. METHODS: We analyzed the RNA sequencing and clinical data of The Cancer Genome Atlas (TCGA) and Vizome cohorts. The analyses were performed with GraphPad 7, the R language and SPSS. RESULTS: We selected nine significant genes in the fatty acid metabolism gene set through univariate Cox analysis and the log-rank test. Then, a fatty acid metabolism signature was established based on these genes. We found that the signature was as an independent unfavourable prognostic factor and increased the precision of prediction when combined with classic factors in a nomogram. Gene Ontology (GO) and gene set enrichment analysis (GSEA) showed that the risk signature was closely associated with mitochondrial metabolism and that the high-risk group had an enhanced immune response. CONCLUSION: The fatty acid metabolism signature is a new independent factor for predicting the clinical outcomes of AML patients. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12863-022-01099-x.
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spelling pubmed-97842552022-12-24 Construction and validation of a fatty acid metabolism risk signature for predicting prognosis in acute myeloid leukemia Chen, Miao Tao, Yuan Yue, Pengjie Guo, Feng Yan, Xiaojing BMC Genom Data Research BACKGROUND: Fatty acid metabolism has been reported to play important roles in the development of acute myeloid leukemia (AML), but there are no prognostic signatures composed of fatty acid metabolism-related genes. As the current prognostic evaluation system has limitations due to the heterogeneity of AML patients, it is necessary to develop a new signature based on fatty acid metabolism to better guide prognosis prediction and treatment selection. METHODS: We analyzed the RNA sequencing and clinical data of The Cancer Genome Atlas (TCGA) and Vizome cohorts. The analyses were performed with GraphPad 7, the R language and SPSS. RESULTS: We selected nine significant genes in the fatty acid metabolism gene set through univariate Cox analysis and the log-rank test. Then, a fatty acid metabolism signature was established based on these genes. We found that the signature was as an independent unfavourable prognostic factor and increased the precision of prediction when combined with classic factors in a nomogram. Gene Ontology (GO) and gene set enrichment analysis (GSEA) showed that the risk signature was closely associated with mitochondrial metabolism and that the high-risk group had an enhanced immune response. CONCLUSION: The fatty acid metabolism signature is a new independent factor for predicting the clinical outcomes of AML patients. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12863-022-01099-x. BioMed Central 2022-12-22 /pmc/articles/PMC9784255/ /pubmed/36550404 http://dx.doi.org/10.1186/s12863-022-01099-x Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Research
Chen, Miao
Tao, Yuan
Yue, Pengjie
Guo, Feng
Yan, Xiaojing
Construction and validation of a fatty acid metabolism risk signature for predicting prognosis in acute myeloid leukemia
title Construction and validation of a fatty acid metabolism risk signature for predicting prognosis in acute myeloid leukemia
title_full Construction and validation of a fatty acid metabolism risk signature for predicting prognosis in acute myeloid leukemia
title_fullStr Construction and validation of a fatty acid metabolism risk signature for predicting prognosis in acute myeloid leukemia
title_full_unstemmed Construction and validation of a fatty acid metabolism risk signature for predicting prognosis in acute myeloid leukemia
title_short Construction and validation of a fatty acid metabolism risk signature for predicting prognosis in acute myeloid leukemia
title_sort construction and validation of a fatty acid metabolism risk signature for predicting prognosis in acute myeloid leukemia
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9784255/
https://www.ncbi.nlm.nih.gov/pubmed/36550404
http://dx.doi.org/10.1186/s12863-022-01099-x
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