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Associations of Inflammation with Risk of Cardiovascular and All-Cause Mortality in Adults with Hypertension: An Inflammatory Prognostic Scoring System

BACKGROUND: Inflammation is one of the major pathways in the progression of hypertension (HTN), and the related inflammatory markers have demonstrated certain predictive values. The current study aimed to integrate these markers to construct an inflammatory prognostic scoring (IPS) system and to ass...

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Autores principales: Cheang, Iokfai, Zhu, Xu, Lu, Xinyi, Yue, Xin, Tang, Yuan, Gao, Rongrong, Liao, Shengen, Yao, Wenming, Zhou, Yanli, Zhang, Haifeng, Yiu, Kai-Hang, Li, Xinli
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Dove 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9653039/
https://www.ncbi.nlm.nih.gov/pubmed/36386589
http://dx.doi.org/10.2147/JIR.S384977
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author Cheang, Iokfai
Zhu, Xu
Lu, Xinyi
Yue, Xin
Tang, Yuan
Gao, Rongrong
Liao, Shengen
Yao, Wenming
Zhou, Yanli
Zhang, Haifeng
Yiu, Kai-Hang
Li, Xinli
author_facet Cheang, Iokfai
Zhu, Xu
Lu, Xinyi
Yue, Xin
Tang, Yuan
Gao, Rongrong
Liao, Shengen
Yao, Wenming
Zhou, Yanli
Zhang, Haifeng
Yiu, Kai-Hang
Li, Xinli
author_sort Cheang, Iokfai
collection PubMed
description BACKGROUND: Inflammation is one of the major pathways in the progression of hypertension (HTN), and the related inflammatory markers have demonstrated certain predictive values. The current study aimed to integrate these markers to construct an inflammatory prognostic scoring (IPS) system and to assess the prognostic values of IPS in patients with HTN. METHODS: A total of 9846 adult participants with HTN from NHANES 1999–2010 were enrolled and followed up. Demographic characteristics and the related laboratory results for the 12 inflammatory markers were collected. LASSO-COX regression, Kaplan–Meier, restricted cubic spline COX regression (RCS), receiver operator characteristic curve (ROC), and random survival forests (RSF) analysis were applied to explore the values of individual and IPS parameters. RESULTS: At the census date of follow-up, 2387 (24.2%) were identified as all-cause deaths and 484 (4.9%) as cardiovascular deaths. All inflammatory markers showed certain prognostic values. Then, based on the LAASO analysis, LDH, ALP, LYM, NLR, MLR, SIRI, and RDW were included in the construction of the IPS system. The higher IPS had significantly worse long-term prognosis in Kaplan–Meier analysis (p log-rank <0.001). Also, IPS remained an independent prognosticator compared to the lowest quartile (All p for trend <0.001), and the ROC showed satisfactory values in the long-term prognosis of both cardiovascular and all-cause mortality. RCS further showed a linear association of IPS with cardiovascular mortality and all-cause mortality (p for non-linearity >0.05). Two different algorithms of RSF, variable importance and minimal depth, to evaluate the prognostic importance showed that IPS was the best in survival prediction. CONCLUSION: Our results highlight that a higher IPS (system integrating the inflammatory markers) was associated with the increased risk of cardiovascular and all-cause mortality in patients with HTN, suggesting that IPS is a useful method for risk stratification in HTN.
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spelling pubmed-96530392022-11-15 Associations of Inflammation with Risk of Cardiovascular and All-Cause Mortality in Adults with Hypertension: An Inflammatory Prognostic Scoring System Cheang, Iokfai Zhu, Xu Lu, Xinyi Yue, Xin Tang, Yuan Gao, Rongrong Liao, Shengen Yao, Wenming Zhou, Yanli Zhang, Haifeng Yiu, Kai-Hang Li, Xinli J Inflamm Res Original Research BACKGROUND: Inflammation is one of the major pathways in the progression of hypertension (HTN), and the related inflammatory markers have demonstrated certain predictive values. The current study aimed to integrate these markers to construct an inflammatory prognostic scoring (IPS) system and to assess the prognostic values of IPS in patients with HTN. METHODS: A total of 9846 adult participants with HTN from NHANES 1999–2010 were enrolled and followed up. Demographic characteristics and the related laboratory results for the 12 inflammatory markers were collected. LASSO-COX regression, Kaplan–Meier, restricted cubic spline COX regression (RCS), receiver operator characteristic curve (ROC), and random survival forests (RSF) analysis were applied to explore the values of individual and IPS parameters. RESULTS: At the census date of follow-up, 2387 (24.2%) were identified as all-cause deaths and 484 (4.9%) as cardiovascular deaths. All inflammatory markers showed certain prognostic values. Then, based on the LAASO analysis, LDH, ALP, LYM, NLR, MLR, SIRI, and RDW were included in the construction of the IPS system. The higher IPS had significantly worse long-term prognosis in Kaplan–Meier analysis (p log-rank <0.001). Also, IPS remained an independent prognosticator compared to the lowest quartile (All p for trend <0.001), and the ROC showed satisfactory values in the long-term prognosis of both cardiovascular and all-cause mortality. RCS further showed a linear association of IPS with cardiovascular mortality and all-cause mortality (p for non-linearity >0.05). Two different algorithms of RSF, variable importance and minimal depth, to evaluate the prognostic importance showed that IPS was the best in survival prediction. CONCLUSION: Our results highlight that a higher IPS (system integrating the inflammatory markers) was associated with the increased risk of cardiovascular and all-cause mortality in patients with HTN, suggesting that IPS is a useful method for risk stratification in HTN. Dove 2022-11-08 /pmc/articles/PMC9653039/ /pubmed/36386589 http://dx.doi.org/10.2147/JIR.S384977 Text en © 2022 Cheang 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
Cheang, Iokfai
Zhu, Xu
Lu, Xinyi
Yue, Xin
Tang, Yuan
Gao, Rongrong
Liao, Shengen
Yao, Wenming
Zhou, Yanli
Zhang, Haifeng
Yiu, Kai-Hang
Li, Xinli
Associations of Inflammation with Risk of Cardiovascular and All-Cause Mortality in Adults with Hypertension: An Inflammatory Prognostic Scoring System
title Associations of Inflammation with Risk of Cardiovascular and All-Cause Mortality in Adults with Hypertension: An Inflammatory Prognostic Scoring System
title_full Associations of Inflammation with Risk of Cardiovascular and All-Cause Mortality in Adults with Hypertension: An Inflammatory Prognostic Scoring System
title_fullStr Associations of Inflammation with Risk of Cardiovascular and All-Cause Mortality in Adults with Hypertension: An Inflammatory Prognostic Scoring System
title_full_unstemmed Associations of Inflammation with Risk of Cardiovascular and All-Cause Mortality in Adults with Hypertension: An Inflammatory Prognostic Scoring System
title_short Associations of Inflammation with Risk of Cardiovascular and All-Cause Mortality in Adults with Hypertension: An Inflammatory Prognostic Scoring System
title_sort associations of inflammation with risk of cardiovascular and all-cause mortality in adults with hypertension: an inflammatory prognostic scoring system
topic Original Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9653039/
https://www.ncbi.nlm.nih.gov/pubmed/36386589
http://dx.doi.org/10.2147/JIR.S384977
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