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Development of a Prognostic Nomogram for Acute Myeloid Leukemia on IGHD Gene Family

PURPOSE: Acute myeloid leukaemia (AML) is a common haematological disease in adults. The overall survival (OS) remains unsatisfactory. It is critical to identify potential prognostic biomarkers and develop a nomogram that predicts overall survival in patients with AML. PATIENTS AND METHODS: We used...

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Autores principales: Qiu, Qunxiang, Zhang, Ping, Zhang, Nan, Shen, Yan, Lou, Shifeng, Deng, Jianchuan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Dove 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8364394/
https://www.ncbi.nlm.nih.gov/pubmed/34408473
http://dx.doi.org/10.2147/IJGM.S317528
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author Qiu, Qunxiang
Zhang, Ping
Zhang, Nan
Shen, Yan
Lou, Shifeng
Deng, Jianchuan
author_facet Qiu, Qunxiang
Zhang, Ping
Zhang, Nan
Shen, Yan
Lou, Shifeng
Deng, Jianchuan
author_sort Qiu, Qunxiang
collection PubMed
description PURPOSE: Acute myeloid leukaemia (AML) is a common haematological disease in adults. The overall survival (OS) remains unsatisfactory. It is critical to identify potential prognostic biomarkers and develop a nomogram that predicts overall survival in patients with AML. PATIENTS AND METHODS: We used gene expression dataset and clinical data from The Cancer Genome Atlas (TCGA) and Genotype-Tissue Expression (GTEx) to identify differential expression analysis, survival analysis, and prognostic value of IGHD gene family (IGHDs) in AML patients. A risk score model was built through Lasso analysis and multivariate Cox regression. We also developed a nomogram and evaluated its accuracy with Harrell’s Harmony Index (C-index) and calibration curve. Last, the Therapeutically Applicable Research to Generate Effective Treatments (TARGET) database was used for external validation. RESULTS: IGHD1-20 mRNA expression level was an independent prognostic factor for patients with AML by multivariate analysis. After Lasso analysis and multivariate Cox regression, we constructed a 3-gene model (IGHD1-1, IGHD1-20, IGHD3-16) associated with OS in AML. Risk score and age were validated as independent risk factors for prognosis and were used to build a nomogram. The C index and calibration curve results show that its ability to predict 1-year, 3-year and 5-year overall survival is accurate. CONCLUSION: The mRNA level of IGHDs was increased in AML patients. IGHD1-20 was an independent risk factor for OS in AML patients. The IGHDs risk model (IGHD1-1, IGHD1-20, IGHD3-16) relates to the OS of AML patients. The nomogram, including risk score and age, can conveniently and effectively predict the overall survival rate of patients.
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spelling pubmed-83643942021-08-17 Development of a Prognostic Nomogram for Acute Myeloid Leukemia on IGHD Gene Family Qiu, Qunxiang Zhang, Ping Zhang, Nan Shen, Yan Lou, Shifeng Deng, Jianchuan Int J Gen Med Original Research PURPOSE: Acute myeloid leukaemia (AML) is a common haematological disease in adults. The overall survival (OS) remains unsatisfactory. It is critical to identify potential prognostic biomarkers and develop a nomogram that predicts overall survival in patients with AML. PATIENTS AND METHODS: We used gene expression dataset and clinical data from The Cancer Genome Atlas (TCGA) and Genotype-Tissue Expression (GTEx) to identify differential expression analysis, survival analysis, and prognostic value of IGHD gene family (IGHDs) in AML patients. A risk score model was built through Lasso analysis and multivariate Cox regression. We also developed a nomogram and evaluated its accuracy with Harrell’s Harmony Index (C-index) and calibration curve. Last, the Therapeutically Applicable Research to Generate Effective Treatments (TARGET) database was used for external validation. RESULTS: IGHD1-20 mRNA expression level was an independent prognostic factor for patients with AML by multivariate analysis. After Lasso analysis and multivariate Cox regression, we constructed a 3-gene model (IGHD1-1, IGHD1-20, IGHD3-16) associated with OS in AML. Risk score and age were validated as independent risk factors for prognosis and were used to build a nomogram. The C index and calibration curve results show that its ability to predict 1-year, 3-year and 5-year overall survival is accurate. CONCLUSION: The mRNA level of IGHDs was increased in AML patients. IGHD1-20 was an independent risk factor for OS in AML patients. The IGHDs risk model (IGHD1-1, IGHD1-20, IGHD3-16) relates to the OS of AML patients. The nomogram, including risk score and age, can conveniently and effectively predict the overall survival rate of patients. Dove 2021-08-10 /pmc/articles/PMC8364394/ /pubmed/34408473 http://dx.doi.org/10.2147/IJGM.S317528 Text en © 2021 Qiu et al. https://creativecommons.org/licenses/by-nc/3.0/This work is published and licensed by Dove Medical Press Limited. The full terms of this license are available at https://www.dovepress.com/terms.php and incorporate the Creative Commons Attribution – Non Commercial (unported, v3.0) License (http://creativecommons.org/licenses/by-nc/3.0/ (https://creativecommons.org/licenses/by-nc/3.0/) ). By accessing the work you hereby accept the Terms. Non-commercial uses of the work are permitted without any further permission from Dove Medical Press Limited, provided the work is properly attributed. For permission for commercial use of this work, please see paragraphs 4.2 and 5 of our Terms (https://www.dovepress.com/terms.php).
spellingShingle Original Research
Qiu, Qunxiang
Zhang, Ping
Zhang, Nan
Shen, Yan
Lou, Shifeng
Deng, Jianchuan
Development of a Prognostic Nomogram for Acute Myeloid Leukemia on IGHD Gene Family
title Development of a Prognostic Nomogram for Acute Myeloid Leukemia on IGHD Gene Family
title_full Development of a Prognostic Nomogram for Acute Myeloid Leukemia on IGHD Gene Family
title_fullStr Development of a Prognostic Nomogram for Acute Myeloid Leukemia on IGHD Gene Family
title_full_unstemmed Development of a Prognostic Nomogram for Acute Myeloid Leukemia on IGHD Gene Family
title_short Development of a Prognostic Nomogram for Acute Myeloid Leukemia on IGHD Gene Family
title_sort development of a prognostic nomogram for acute myeloid leukemia on ighd gene family
topic Original Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8364394/
https://www.ncbi.nlm.nih.gov/pubmed/34408473
http://dx.doi.org/10.2147/IJGM.S317528
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