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A Novel Defined Pyroptosis-Related Gene Signature for the Prognosis of Acute Myeloid Leukemia
Pyroptosis is an inflammatory form of programmed necrotic cell death, but its potential prognostic value in acute myeloid leukemia (AML) remains unclear. On the basis of available AML data from TCGA and TARGET databases, a 10-gene signature model was constructed to effectively predict AML prognosis...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9778227/ https://www.ncbi.nlm.nih.gov/pubmed/36553549 http://dx.doi.org/10.3390/genes13122281 |
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author | Huang, Kecheng Xie, Linka Wang, Fan |
author_facet | Huang, Kecheng Xie, Linka Wang, Fan |
author_sort | Huang, Kecheng |
collection | PubMed |
description | Pyroptosis is an inflammatory form of programmed necrotic cell death, but its potential prognostic value in acute myeloid leukemia (AML) remains unclear. On the basis of available AML data from TCGA and TARGET databases, a 10-gene signature model was constructed to effectively predict AML prognosis by performing LASSO Cox regression analysis, which showed that patients with a low-risk score had a significantly better prognosis than that of the high-risk group, and receiver operator characteristic (ROC) analysis achieved superior performance in the prognostic model. The model was further well-verified in an external GEO cohort. Multivariable Cox regression analysis showed that, in addition to age, the risk score was an independent poor survival factor for AML patients, and a nomogram model was constructed with high accuracy. Moreover, the high-risk group generally had higher cytolytic activity and increased levels of infiltrating immune cells, including tumor-infiltrating lymphocytes (TILs) and regulatory T cells (Tregs), which could be related to the expression of immune checkpoint genes. Additionally, low-risk AML patients may have a better response from traditional chemotherapeutic drugs. In conclusion, a pyroptosis-related gene signature can independently predict the prognosis of AML patients with sufficient predictive power, and pyroptosis plays an important role in the immune microenvironment of AML, which may be used to develop a new effective therapeutic method for AML in the future. |
format | Online Article Text |
id | pubmed-9778227 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-97782272022-12-23 A Novel Defined Pyroptosis-Related Gene Signature for the Prognosis of Acute Myeloid Leukemia Huang, Kecheng Xie, Linka Wang, Fan Genes (Basel) Article Pyroptosis is an inflammatory form of programmed necrotic cell death, but its potential prognostic value in acute myeloid leukemia (AML) remains unclear. On the basis of available AML data from TCGA and TARGET databases, a 10-gene signature model was constructed to effectively predict AML prognosis by performing LASSO Cox regression analysis, which showed that patients with a low-risk score had a significantly better prognosis than that of the high-risk group, and receiver operator characteristic (ROC) analysis achieved superior performance in the prognostic model. The model was further well-verified in an external GEO cohort. Multivariable Cox regression analysis showed that, in addition to age, the risk score was an independent poor survival factor for AML patients, and a nomogram model was constructed with high accuracy. Moreover, the high-risk group generally had higher cytolytic activity and increased levels of infiltrating immune cells, including tumor-infiltrating lymphocytes (TILs) and regulatory T cells (Tregs), which could be related to the expression of immune checkpoint genes. Additionally, low-risk AML patients may have a better response from traditional chemotherapeutic drugs. In conclusion, a pyroptosis-related gene signature can independently predict the prognosis of AML patients with sufficient predictive power, and pyroptosis plays an important role in the immune microenvironment of AML, which may be used to develop a new effective therapeutic method for AML in the future. MDPI 2022-12-03 /pmc/articles/PMC9778227/ /pubmed/36553549 http://dx.doi.org/10.3390/genes13122281 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Huang, Kecheng Xie, Linka Wang, Fan A Novel Defined Pyroptosis-Related Gene Signature for the Prognosis of Acute Myeloid Leukemia |
title | A Novel Defined Pyroptosis-Related Gene Signature for the Prognosis of Acute Myeloid Leukemia |
title_full | A Novel Defined Pyroptosis-Related Gene Signature for the Prognosis of Acute Myeloid Leukemia |
title_fullStr | A Novel Defined Pyroptosis-Related Gene Signature for the Prognosis of Acute Myeloid Leukemia |
title_full_unstemmed | A Novel Defined Pyroptosis-Related Gene Signature for the Prognosis of Acute Myeloid Leukemia |
title_short | A Novel Defined Pyroptosis-Related Gene Signature for the Prognosis of Acute Myeloid Leukemia |
title_sort | novel defined pyroptosis-related gene signature for the prognosis of acute myeloid leukemia |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9778227/ https://www.ncbi.nlm.nih.gov/pubmed/36553549 http://dx.doi.org/10.3390/genes13122281 |
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