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A New Predictive Model for the Prognosis of MDA5(+) DM-ILD
PURPOSE: The purpose of this study is to analyze clinical information and combine significant parameters to generate a predictive model and achieve a better prognosis prediction of dermatomyositis-associated interstitial lung disease with positive melanoma differentiation-associated gene 5 antibody...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9240232/ https://www.ncbi.nlm.nih.gov/pubmed/35783655 http://dx.doi.org/10.3389/fmed.2022.908365 |
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author | Niu, Qian Zhao, Li-qin Ma, Wan-li Xiong, Liang Wang, Xiao-rong He, Xin-liang Yu, Fan |
author_facet | Niu, Qian Zhao, Li-qin Ma, Wan-li Xiong, Liang Wang, Xiao-rong He, Xin-liang Yu, Fan |
author_sort | Niu, Qian |
collection | PubMed |
description | PURPOSE: The purpose of this study is to analyze clinical information and combine significant parameters to generate a predictive model and achieve a better prognosis prediction of dermatomyositis-associated interstitial lung disease with positive melanoma differentiation-associated gene 5 antibody (MDA5(+) DM-ILD) and stratify patients according to prognostic risk factors appropriately. METHODS: We retrospectively reviewed 63 patients MDA5(+) DM-ILD who were treated in our hospital from January 2018 to January 2021. Our study incorporated most clinical characteristics in clinical practice to explore the associations and predictive functions of clinical characteristics and prognosis. Student's t-test, Mann-Whitney U-test, chi-squared test, Pearson correlation analysis, Cox regression analysis, R, receiver operating characteristic curves (ROC curves), and Kaplan-Meier survival curves were performed to identify independent predictors for the prognosis of MDA5(+)DM-ILD. RESULTS: In all the 63 patients with MDA5(+)DM-ILD, 44 improved but 19 did not. Poor prognosis was found more frequently in patients who were older, clinically amyopathic variant of dermatomyositis (CADM), and/or with short duration, short interval of DM and ILD, long length of stay, fever, dyspnea, non-arthralgia, pulmonary infection, pleural effusion (PE), high total computed tomography scores (TCTs), ground-glass opacity (GGO), consolidation score, reticular score and fibrosis score, decreased forced vital capacity (FVC), forced expiratory volume in 1s (FEV1), albumin, A/G, glomerular filtration rate (GFR) and tumor necrosis factor α (TNFα), high titer of anti-MDA5, proteinuria, high levels of monocyte, lactate dehydrogenase (LDH), ferritin (FER), neuron specific enolase (NSE) and glucocorticoid, antibiotic, antiviral, and non-invasive positive pressure ventilation (NPPV). The multivariate Cox regression analysis demonstrated that duration, fever, PE, TCTs and aspartate transaminase (AST) were independent predictors of poor prognosis in patients with MDA5(+)DM-ILD. The nomogram model quantified the risk of 400-day death as: duration ≤ 4 months (5 points), fever (88 points), PE (21 points), TCTs ≥10 points (22 points), and AST ≥200 U/L (100 points) with high predictive accuracy and convenience. The ROC curves possessed good discriminative ability for combination of fever, PE, TCTs, and AST, as reflected by the area under curve (AUC) being.954, 95% CI 0.902–1.000, and sensitivity and specificity being 84.2 and 94.6%, respectively. CONCLUSION: We demonstrated that duration, fever, PE, TCTs, and AST could be integrated together to be independent predictors of poor prognosis in MDA5(+) DM-ILD with highly predictive accuracy. |
format | Online Article Text |
id | pubmed-9240232 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-92402322022-06-30 A New Predictive Model for the Prognosis of MDA5(+) DM-ILD Niu, Qian Zhao, Li-qin Ma, Wan-li Xiong, Liang Wang, Xiao-rong He, Xin-liang Yu, Fan Front Med (Lausanne) Medicine PURPOSE: The purpose of this study is to analyze clinical information and combine significant parameters to generate a predictive model and achieve a better prognosis prediction of dermatomyositis-associated interstitial lung disease with positive melanoma differentiation-associated gene 5 antibody (MDA5(+) DM-ILD) and stratify patients according to prognostic risk factors appropriately. METHODS: We retrospectively reviewed 63 patients MDA5(+) DM-ILD who were treated in our hospital from January 2018 to January 2021. Our study incorporated most clinical characteristics in clinical practice to explore the associations and predictive functions of clinical characteristics and prognosis. Student's t-test, Mann-Whitney U-test, chi-squared test, Pearson correlation analysis, Cox regression analysis, R, receiver operating characteristic curves (ROC curves), and Kaplan-Meier survival curves were performed to identify independent predictors for the prognosis of MDA5(+)DM-ILD. RESULTS: In all the 63 patients with MDA5(+)DM-ILD, 44 improved but 19 did not. Poor prognosis was found more frequently in patients who were older, clinically amyopathic variant of dermatomyositis (CADM), and/or with short duration, short interval of DM and ILD, long length of stay, fever, dyspnea, non-arthralgia, pulmonary infection, pleural effusion (PE), high total computed tomography scores (TCTs), ground-glass opacity (GGO), consolidation score, reticular score and fibrosis score, decreased forced vital capacity (FVC), forced expiratory volume in 1s (FEV1), albumin, A/G, glomerular filtration rate (GFR) and tumor necrosis factor α (TNFα), high titer of anti-MDA5, proteinuria, high levels of monocyte, lactate dehydrogenase (LDH), ferritin (FER), neuron specific enolase (NSE) and glucocorticoid, antibiotic, antiviral, and non-invasive positive pressure ventilation (NPPV). The multivariate Cox regression analysis demonstrated that duration, fever, PE, TCTs and aspartate transaminase (AST) were independent predictors of poor prognosis in patients with MDA5(+)DM-ILD. The nomogram model quantified the risk of 400-day death as: duration ≤ 4 months (5 points), fever (88 points), PE (21 points), TCTs ≥10 points (22 points), and AST ≥200 U/L (100 points) with high predictive accuracy and convenience. The ROC curves possessed good discriminative ability for combination of fever, PE, TCTs, and AST, as reflected by the area under curve (AUC) being.954, 95% CI 0.902–1.000, and sensitivity and specificity being 84.2 and 94.6%, respectively. CONCLUSION: We demonstrated that duration, fever, PE, TCTs, and AST could be integrated together to be independent predictors of poor prognosis in MDA5(+) DM-ILD with highly predictive accuracy. Frontiers Media S.A. 2022-06-15 /pmc/articles/PMC9240232/ /pubmed/35783655 http://dx.doi.org/10.3389/fmed.2022.908365 Text en Copyright © 2022 Niu, Zhao, Ma, Xiong, Wang, He and Yu. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Medicine Niu, Qian Zhao, Li-qin Ma, Wan-li Xiong, Liang Wang, Xiao-rong He, Xin-liang Yu, Fan A New Predictive Model for the Prognosis of MDA5(+) DM-ILD |
title | A New Predictive Model for the Prognosis of MDA5(+) DM-ILD |
title_full | A New Predictive Model for the Prognosis of MDA5(+) DM-ILD |
title_fullStr | A New Predictive Model for the Prognosis of MDA5(+) DM-ILD |
title_full_unstemmed | A New Predictive Model for the Prognosis of MDA5(+) DM-ILD |
title_short | A New Predictive Model for the Prognosis of MDA5(+) DM-ILD |
title_sort | new predictive model for the prognosis of mda5(+) dm-ild |
topic | Medicine |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9240232/ https://www.ncbi.nlm.nih.gov/pubmed/35783655 http://dx.doi.org/10.3389/fmed.2022.908365 |
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