Department of Cardiology, General Hospital of Northern Theater Command, Shenyang, China.
Department of Cardiology, Air Force Hospital of Western Theater Command, Chengdu, China.
Front Public Health. 2023 Mar 15;11:1126413. doi: 10.3389/fpubh.2023.1126413. eCollection 2023.
To demonstrate the effect of daily exercise on the incidence of major adverse cardiovascular events (MACE) for patients with acute coronary syndrome (ACS).
A cohort of 9,636 patients with ACS were consecutively enrolled in our retrospective study between November 2015 and September 2017, which were used for model development. 6,745 patients were assigned as the derivation cohort and 2,891 patients were assigned as the validation cohort. The least absolute shrinkage and selection operator (LASSO) regression and COX regression were used to screen out significant variables for the construction of the nomogram. Multivariable COX regression analysis was employed for the development of a model represented by a nomogram. The nomogram was then evaluated for performance traits such as discrimination, calibration, and clinical efficacy.
Among 9,636 patients with ACS (mean [SD] age, 60.3 [10.4] years; 7,235 men [75.1%]), the 5-year incidence for MACE was 0.19 at a median follow-up of 1,747 (1,160-1,825) days. Derived from the LASSO regression and COX regression, the nomogram has included 15 factors in total including age, previous myocardial infarction (MI), previous percutaneous coronary intervention (PCI), systolic pressure, N-terminal Pro-B-type natriuretic peptide (NT-proBNP), high-density lipoprotein cholesterol (HDL), serum creatinine, left ventricular end-diastolic diameter (LVEDD), Killip class, the Synergy between Percutaneous Coronary Intervention with Taxus and Cardiac Surgery (SYNTAX) score, left anterior descending (LAD) stenosis (≥50%), circumflex (LCX) stenosis (≥50%), right coronary artery (RCA) stenosis (≥50%), exercise intensity, cumulative time. The 5-year area under the ROC curve (AUC) of derivation and validation cohorts were 0.659 (0.643-0.676) and 0.653 (0.629-0.677), respectively. The calibration plots showed the strong concordance performance of the nomogram model in both two cohorts. Moreover, decision curve analysis (DCA) also showed the usefulness of nomogram in clinical practice.
The present work provided a prediction nomogram predicting MACE for patients with ACS after incorporating the already known factors and the daily exercise, which demonstrated the effectiveness of daily exercise on the improvement of prognosis for patients with ACS.
展示日常运动对急性冠状动脉综合征(ACS)患者主要不良心血管事件(MACE)发生率的影响。
我们对 2015 年 11 月至 2017 年 9 月期间连续入组的 9636 例 ACS 患者进行了回顾性研究,该研究用于模型开发。其中 6745 例患者被分配为推导队列,2891 例患者被分配为验证队列。最小绝对收缩和选择算子(LASSO)回归和 COX 回归用于筛选出对列线图构建有意义的变量。多变量 COX 回归分析用于构建列线图模型。然后,我们对列线图的鉴别力、校准度和临床疗效等性能特征进行了评估。
在 9636 例 ACS 患者中(平均[标准差]年龄 60.3[10.4]岁,7235 例男性[75.1%]),中位随访 1747(1160-1825)天时,5 年 MACE 发生率为 0.19。从 LASSO 回归和 COX 回归中,该列线图共纳入了 15 个因素,包括年龄、既往心肌梗死(MI)、既往经皮冠状动脉介入治疗(PCI)、收缩压、N 末端 B 型利钠肽前体(NT-proBNP)、高密度脂蛋白胆固醇(HDL)、血清肌酐、左心室舒张末期直径(LVEDD)、Killip 分级、经皮冠状动脉介入治疗与心脏手术联合应用的 SYNTAX 评分(SYNTAX)、左前降支(LAD)狭窄(≥50%)、回旋支(LCX)狭窄(≥50%)、右冠状动脉(RCA)狭窄(≥50%)、运动强度、累计时间。推导队列和验证队列的 5 年 ROC 曲线(AUC)面积分别为 0.659(0.643-0.676)和 0.653(0.629-0.677)。校准图显示,该列线图模型在两个队列中的一致性表现均较强。此外,决策曲线分析(DCA)也表明了该列线图在临床实践中的有效性。
本研究通过纳入已知因素和日常运动,为 ACS 患者的 MACE 预测提供了一个预测列线图,证明了日常运动对改善 ACS 患者预后的有效性。