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原发性肾病综合征患儿复发的风险模型建立及复发危险因素的多因素 logistic 回归分析。

Establishment of relapse risk model and multivariate logistic regression analysis on risk factors of relapse in children with primary nephrotic syndrome.

机构信息

Xuzhou Children's Hospital, Xuzhou, China.

Statistical Office, Xuzhou Medical University, Xuzhou, China.

出版信息

Medicine (Baltimore). 2022 Jul 22;101(29):e29866. doi: 10.1097/MD.0000000000029866.

DOI:10.1097/MD.0000000000029866
PMID:35866787
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9302243/
Abstract

This study aimed to investigate relapse risk factors in children with primary nephrotic syndrome (PNS) for prevention and early intervention via logistic regression. One hundred thirty-seven children with PNS were enrolled in this study. Clinical variables were analyzed by single-factor and multiple regression analysis to establish the regression equation. The predictive ability of the regression equation was investigated by the receiver operating characteristic curve (ROC). Files of 17 patients were lost, and 120 patients were enrolled finally in the study, among whom 55 cases (45.8%) had frequently relapsed. Single-factor analysis and multiple regression analysis revealed that concurrent infection on first onset, irregular glucocorticoid therapy, severe hypoalbuminemia, and persistent severe hyperlipidemia were the significant risk factors for frequent relapse on PNS (P < .05), among which infection remained to be the main inductive factor. Among the 4 indicators, serum albumin had the best diagnostic efficacy based on the area under the ROC curve (0.933), sensitivity (89.09%), and specificity (81.54%). The area under curve, sensitivity, and specificity for the combined diagnostic model of the 4 indices were 97.8%, 98.18%, and 90.77%, respectively, which had good predictive power for the relapse of patients. Concurrent infection, irregular glucocorticoid therapy, severe hypoalbuminemia, and persistent severe hyperlipemia were all the risk factors for PNS relapse. The established logistic regression model based on these factors above is reliable for predicting frequent PNS relapse. Much attention should be paid to these critical factors, and early intervention should be taken to reduce the incidence of relapse.

摘要

本研究旨在通过 logistic 回归分析探讨儿童原发性肾病综合征(PNS)复发的危险因素,以便进行预防和早期干预。本研究纳入了 137 例 PNS 患儿。通过单因素和多因素回归分析对临床变量进行分析,建立回归方程。通过受试者工作特征曲线(ROC)探讨回归方程的预测能力。有 17 例患者的资料丢失,最终纳入 120 例患者进行研究,其中 55 例(45.8%)频繁复发。单因素分析和多因素回归分析显示,首发时合并感染、糖皮质激素治疗不规范、严重低白蛋白血症和持续性严重高脂血症是 PNS 频繁复发的显著危险因素(P<.05),其中感染仍是主要诱导因素。在这 4 个指标中,基于 ROC 曲线下面积(0.933)、敏感性(89.09%)和特异性(81.54%),血清白蛋白的诊断效果最佳。4 项指标联合诊断模型的曲线下面积、敏感性和特异性分别为 97.8%、98.18%和 90.77%,对患者复发具有良好的预测能力。合并感染、糖皮质激素治疗不规范、严重低白蛋白血症和持续性严重高脂血症均为 PNS 复发的危险因素。基于这些因素建立的 logistic 回归模型可靠,可用于预测 PNS 频繁复发。应高度重视这些关键因素,并采取早期干预措施,以降低复发率。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f6c8/9302243/c4bfe42fc863/medi-101-e29866-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f6c8/9302243/c4bfe42fc863/medi-101-e29866-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f6c8/9302243/c4bfe42fc863/medi-101-e29866-g001.jpg

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