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Construction and validation of a nomogram of risk factors for new-onset atrial fibrillation in advanced lung cancer patients after non-surgical therapy

OBJECTIVE: Risk factors of new-onset atrial fibrillation (NOAF) in advanced lung cancer patients are not well defined. We aim to construct and validate a nomogram model between NOAF and advanced lung cancer. METHODS: We retrospectively enrolled 19484 patients with Stage III-IV lung cancer undergoing...

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Autores principales: Chen, Jindong, Cao, Shuhui, Jin, Yu, Rong, Wenwen, Wang, Hao, Xi, Siqi, Gan, Tian, He, Ben, Zhong, Hua, Zhao, Liang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10374250/
https://www.ncbi.nlm.nih.gov/pubmed/37519821
http://dx.doi.org/10.3389/fonc.2023.1125592
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author Chen, Jindong
Cao, Shuhui
Jin, Yu
Rong, Wenwen
Wang, Hao
Xi, Siqi
Gan, Tian
He, Ben
Zhong, Hua
Zhao, Liang
author_facet Chen, Jindong
Cao, Shuhui
Jin, Yu
Rong, Wenwen
Wang, Hao
Xi, Siqi
Gan, Tian
He, Ben
Zhong, Hua
Zhao, Liang
author_sort Chen, Jindong
collection PubMed
description OBJECTIVE: Risk factors of new-onset atrial fibrillation (NOAF) in advanced lung cancer patients are not well defined. We aim to construct and validate a nomogram model between NOAF and advanced lung cancer. METHODS: We retrospectively enrolled 19484 patients with Stage III-IV lung cancer undergoing first-line antitumor therapy in Shanghai Chest Hospital between January 2016 and December 2020 (15837 in training set, and 3647 in testing set). Patients with pre-existing AF, valvular heart disease, cardiomyopathy were excluded. Logistic regression analysis and propensity score matching (PSM) were performed to identify predictors of NOAF, and nomogram model was constructed and validated. RESULTS: A total of 1089 patients were included in this study (807 in the training set, and 282 in the testing set). Multivariate logistic regression analysis showed that age, c-reactive protein, centric pulmonary carcinoma, and pericardial effusion were independent risk factors, the last two of which were important independent risk factors as confirmed by PSM analysis. Nomogram included independent risk factors of age, c-reactive protein, centric pulmonary carcinoma, and pericardial effusion. The AUC was 0.716 (95% CI 0.661–0.770) and further evaluation of this model showed that the C-index was 0.716, while the bias-corrected C-index after internal validation was 0.748 in the training set. The calibration curves presented good concordance between the predicted and actual outcomes. CONCLUSION: Centric pulmonary carcinoma and pericardial effusion were important independent risk factors for NOAF besides common ones in advanced lung cancer patients. Furthermore, the new nomogram model contributed to the prediction of NOAF.
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spelling pubmed-103742502023-07-28 Construction and validation of a nomogram of risk factors for new-onset atrial fibrillation in advanced lung cancer patients after non-surgical therapy Chen, Jindong Cao, Shuhui Jin, Yu Rong, Wenwen Wang, Hao Xi, Siqi Gan, Tian He, Ben Zhong, Hua Zhao, Liang Front Oncol Oncology OBJECTIVE: Risk factors of new-onset atrial fibrillation (NOAF) in advanced lung cancer patients are not well defined. We aim to construct and validate a nomogram model between NOAF and advanced lung cancer. METHODS: We retrospectively enrolled 19484 patients with Stage III-IV lung cancer undergoing first-line antitumor therapy in Shanghai Chest Hospital between January 2016 and December 2020 (15837 in training set, and 3647 in testing set). Patients with pre-existing AF, valvular heart disease, cardiomyopathy were excluded. Logistic regression analysis and propensity score matching (PSM) were performed to identify predictors of NOAF, and nomogram model was constructed and validated. RESULTS: A total of 1089 patients were included in this study (807 in the training set, and 282 in the testing set). Multivariate logistic regression analysis showed that age, c-reactive protein, centric pulmonary carcinoma, and pericardial effusion were independent risk factors, the last two of which were important independent risk factors as confirmed by PSM analysis. Nomogram included independent risk factors of age, c-reactive protein, centric pulmonary carcinoma, and pericardial effusion. The AUC was 0.716 (95% CI 0.661–0.770) and further evaluation of this model showed that the C-index was 0.716, while the bias-corrected C-index after internal validation was 0.748 in the training set. The calibration curves presented good concordance between the predicted and actual outcomes. CONCLUSION: Centric pulmonary carcinoma and pericardial effusion were important independent risk factors for NOAF besides common ones in advanced lung cancer patients. Furthermore, the new nomogram model contributed to the prediction of NOAF. Frontiers Media S.A. 2023-07-13 /pmc/articles/PMC10374250/ /pubmed/37519821 http://dx.doi.org/10.3389/fonc.2023.1125592 Text en Copyright © 2023 Chen, Cao, Jin, Rong, Wang, Xi, Gan, He, Zhong and Zhao 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 Oncology
Chen, Jindong
Cao, Shuhui
Jin, Yu
Rong, Wenwen
Wang, Hao
Xi, Siqi
Gan, Tian
He, Ben
Zhong, Hua
Zhao, Liang
Construction and validation of a nomogram of risk factors for new-onset atrial fibrillation in advanced lung cancer patients after non-surgical therapy
title Construction and validation of a nomogram of risk factors for new-onset atrial fibrillation in advanced lung cancer patients after non-surgical therapy
title_full Construction and validation of a nomogram of risk factors for new-onset atrial fibrillation in advanced lung cancer patients after non-surgical therapy
title_fullStr Construction and validation of a nomogram of risk factors for new-onset atrial fibrillation in advanced lung cancer patients after non-surgical therapy
title_full_unstemmed Construction and validation of a nomogram of risk factors for new-onset atrial fibrillation in advanced lung cancer patients after non-surgical therapy
title_short Construction and validation of a nomogram of risk factors for new-onset atrial fibrillation in advanced lung cancer patients after non-surgical therapy
title_sort construction and validation of a nomogram of risk factors for new-onset atrial fibrillation in advanced lung cancer patients after non-surgical therapy
topic Oncology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10374250/
https://www.ncbi.nlm.nih.gov/pubmed/37519821
http://dx.doi.org/10.3389/fonc.2023.1125592
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