Establishment and validation of a multivariate predictive model for the efficacy of oral rehydration salts in children with postural tachycardia syndrome

被引:1
|
作者
Xu, Bowen [1 ,2 ]
Gao, Yumeng [1 ]
Zhang, Qingyou [1 ]
Li, Xueying [3 ]
Liu, Xueqin [1 ]
Du, Junbao [1 ,4 ,5 ]
Jin, Hongfang [1 ,4 ,5 ]
机构
[1] Peking Univ First Hosp, Dept Pediat, Beijing, Peoples R China
[2] Beijing Childrens Hosp, Dept Cardiol, Beijing, Peoples R China
[3] Peking Univ First Hosp, Dept Med Stat, Beijing, Peoples R China
[4] Peking Univ, State Key Lab Vasc Homeostasis & Remodelling, Beijing, Peoples R China
[5] Peking Univ First Hosp, Dept Pediat, 1 Xian Men St, Beijing 100034, Peoples R China
来源
EBIOMEDICINE | 2024年 / 100卷
关键词
Postural tachycardia syndrome; Oral rehydration salts; Predictive model; Nomogram model; Children; Adolescents; P-WAVE; VOLUME;
D O I
10.1016/j.ebiom.2023.104951
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background The therapeutic effectiveness of the empirical and unselected use of oral rehydration salts (ORS) on postural tachycardia syndrome (POTS) is not satisfactory in children. Therefore, looking for suitable predictors of the therapeutic effects of ORS before treatment is extremely necessary to implement individualised treatment for paediatric patients with POTS. Methods A retrospective case -control analysis of 130 patients (aged 5-18 years) who suffered from POTS with a 3 -month treatment of ORS was conducted. A nomogram model was developed in the training set (n = 87) to predict the therapeutic response to ORS. Univariate analysis and logistic regression were applied to select the most useful predictors. ROC curves were applied to evaluate the discriminative performance of the nomogram model. The nomogram was then evaluated by calibration curves and the Hosmer-Lemeshow (H -L) test. The results were further validated using 1000 bootstrap resamples. External validation was performed in an independent validation set (n = 43). Findings Among the ten variables with significant differences between the responders and non -responders in univariate analysis, five variables were found to be independently associated factors for ORS therapeutic efficacy among POTS children in the further logistic regression, including mean corpuscular haemoglobin concentration (MCHC), mean corpuscular volume (MCV), mean arterial pressure (MAP) at the first minute of the upright position, urine specific gravity (SG), and P -wave voltage peaking ratio (PWP). The nomogram model was established in the training set (AUC 0.926 [95% CI: 0.865-0.988], yielding a sensitivity of 87.8% and a specificity of 86.8%). The calibration curves showed good agreement between the prediction of the nomogram and actual observation in both the training and validation sets. The nomogram also effectively predicted the external validation set (sensitivity 82.1%, specificity 73.3%, and accuracy 79.1%). Interpretation We established a feasible and high -precision nomogram model to predict the efficacy of ORS, which would help implement individualised treatment for children with POTS. Funding This study was supported by National High -Level Hospital Clinical Research Funding (Multi -centre Clinical Research Project of Peking University First Hospital) (2022CR59). Copyright (c) 2023 The Author(s). Published by Elsevier B.V. This is an open access article under the CC BY -NC -ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
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页数:10
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