首页|老年慢性心力衰竭恶化的风险模型构建及NT-proBNP的预测价值探讨

老年慢性心力衰竭恶化的风险模型构建及NT-proBNP的预测价值探讨

A nomogram to predict the risk of worsening chronic heart failure in the elderly and the predictive value of NT-proBNP

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目的:构建并验证老年慢性心力衰竭恶化(WHF)的风险预测列线图,并探讨列线图与N末端B型利钠肽前体(NT-proBNP)联合预测WHF的价值.方法:回顾性纳入2018年1月—2022年6月在我院连续就诊的老年WHF患者(WHF组,572例),另纳入同期于我院门诊规律随访的老年慢性心力衰竭稳定期患者561例(Non-WHF组).比较WHF组与Non-WHF组临床指标的差异.运用LASSO回归联合多因素logistic回归模型构建老年WHF风险预测列线图.由内部验证集评估列线图的可行性,采用受试者工作特征曲线(ROC曲线)、校准曲线和决策曲线(DCA)评价列线图的区分度、校准度及临床实用性.最后通过对比ROC曲线下面积(AUC)、整体鉴别指数(IDI)及净重新分类指数(NRI)来评估列线图、NT-proBNP及其联合使用在老年WHF人群中的预测价值.结果:入院心率、合并心房颤动、左心室射血分数(LVEF)、红细胞分布宽度(RDW)、肌酐(Scr)、血清尿素氮/白蛋白比值(BAR)是WHF发生的独立危险因素(均P<0.05);根据以上6个变量绘制相应的可视化列线图,列线图在训练集和验证集中的AUC分别为0.830(95%CI:0.802~0.858)、0.834(95%CI:0.792~0.876).DCA提示该列线图的校准度好,临床实用性强.经ROC曲线分析,列线图、NT-proBNP及其联合预测老年WHF的AUC值分别为0.830、0.890和0.924.相对于NT-proBNP,列线图和NT-proBNP联合预测的IDI、NRI分别为0.073、0.065.结论:包含6个预测变量(入院心率、合并心房颤动、LVEF、RDW、Scr和BAR)的列线图可用于预测老年慢性心力衰竭患者WHF发生风险.此列线图与NT-proBNP联合评估更有助于识别高风险的老年WHF人群,协助医务工作者制定临床决策.
Objective:To establish and verify a nomogram for predicting the risk of worsening chronic heart failure(WHF)in elderly patients,as well as to investigate the value of combining the nomogram with N-terminal B-type natriuretic peptide(NT-proBNP)in predicting WHF.Methods:We retrospectively reviewed and analyzed the clinical characteristics of 572 elderly patients with WHF(WHF group)and 561 elderly patients with stable chronic heart failure who underwent regular follow-up(Non-WHF group)in our medical center from January 2018 to June 2022.Clinical indexes between the two groups were compared.The elderly WHF nomogram was con-structed by LASSO regression combined with multivariate logistic regression analysis.The internal validation set was used to evaluate the feasibility of the nomogram.The receiver operating characteristic curve(ROC),calibra-tion curve,and decision curve analysis(DCA)were adopted to evaluate the discrimination,calibration,and clinical validity of the nomogram.The area under the receiver operating characteristic curve(AUC),integrated discrimi-nation index(IDI),and net reclassification index(NRI)were applied to evaluate the predictive value of the nomo-gram,NT-proBNP,and their combination in elderly patients with WHF.Results:Admission heart rate,concom-itant atrial fibrillation,left ventricular ejection fraction,red cell distribution width,creatinine,and blood urea ni-trogen/albumin ratio were independent predictors of WHF in elderly patients(P<0.05).The visual nomogram was drawn based on the six variables,and the AUCs of the nomogram in the training set and validation set were 0.830(95%CI:0.802-0.858)and 0.834(95%CI:0.792-0.876).Calibration curves and DCA curves demon-strated perfect calibration and clinical practicability of the nomogram.This study found that the NT-proBNP levels of patients in the WHF group were significantly higher than those in the Non-WHF group(P<0.001).Mean-while,the AUCs of the nomogram,NT-proBNP,and their combination were 0.830,0.890,and 0.924,respec-tively.Compared with NT-proBNP,the IDI and NRI of their combination were 0.073 and 0.065.Conclusion:The nomogram containing six predictors could be used to predict the risk of WHF in elderly patients.The com-bined assessment of nomogram and NT-proBNP contributes to recognizing the high risk of WHF in elderly pa-tients and helping medical staff to make clinical strategies.

elderlychronic heart failureworseningNT-proBNPrisk predictionnomogram

陈红、赵敬东、李兴升

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重庆医科大学附属第二医院老年医学科(重庆,400010)

重庆医科大学

老年 慢性心力衰竭 恶化 NT-proBNP 风险预测 列线图

2024

临床心血管病杂志
华中科技大学心血管病研究所 华中科技大学协和医院

临床心血管病杂志

CSTPCD
影响因子:0.653
ISSN:1001-1439
年,卷(期):2024.40(3)
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