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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...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Dove
2021
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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. |
format | Online Article Text |
id | pubmed-8364394 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Dove |
record_format | MEDLINE/PubMed |
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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