Department of Cardiac Rehabilitation, Zhengzhou Central Hospital Affiliated to Zhengzhou University, Zhengzhou, 450000, China.
Clinical Research and Big Data Center, South China Research Center for Acupuncture and Moxibustion, Medical College of Acu-Moxi and Rehabilitation, Guangzhou University of Chinese Medicine, Guangzhou, 510120, China.
Sci Rep. 2024 Jul 15;14(1):16331. doi: 10.1038/s41598-024-66963-5.
To determine the independent risk factors of cardiopulmonary exercise test (CPET) parameters related to adverse prognostic events within 5 years in patients undergoing percutaneous coronary intervention (PCI) for acute myocardial infarction (AMI), and establish a prediction model for the occurrence of adverse events within 5 years to provide a reference for cardiac rehabilitation training. From August 2015 to December 2021, patients who underwent PCI for AMI and completed CPET within 1-2 weeks after surgery before discharge from the Department of Cardiovascular Medicine of Zhengzhou Central Hospital Affiliated to Zhengzhou University, Henan Provincial Hospital of Traditional Chinese Medicine, and Anyang District Hospital were selected as participants. Univariate and multivariate analyses were used to screen for independent risk factors associated with 5-year adverse events. Feature importance was interpreted using SHapley Additive exPlanations (SHAP), and a logistic regression model was established for prediction. A receiver operating characteristic (ROC) curve was constructed to evaluate the performance of the prediction model. Calibration was assessed by the Hosmer-Lemeshow test and the calibration curve. In total, 375 patients met the inclusion criteria. Based on whether adverse events occurred during the 5-year follow-up period, the patients were divided into two groups: the event group (n = 53) and the non-event group (n = 322). Peak oxygen uptake (peakVO), carbon dioxide ventilation equivalent slope (VE/VCOslop), and peak end-tidal carbon dioxide partial pressure (PETCO) were three independent risk factors for re-acute myocardial infarction (re-AMI), heart failure (HF), and even death after PCI for AMI (P < 0.05). The SHAP plots demonstrated that the significant contributors to model performance were related to peakVO, VE/VCOslop, and PETCO. The risk of adverse events was significantly reduced when the peakVO was ≥ 20 mL/kg/min and the VE/VCOslop was < 33. The ROC curves of the three models were drawn, including the no-event and event groups, re-AMI group, and HF group, which performed well, with AUC of 0.894, 0.760, and 0.883, respectively. The Hosmer-Lemeshow test showed that the three models were a good fit (P > 0.05). The calibration curve of the three models was close to the ideal diagonal lines. CPET parameters can predict the prognosis of adverse events within 5 years after PCI in patients with AMI and provide a theoretical basis for cardiac rehabilitation training.
为了确定经皮冠状动脉介入治疗(PCI)后 5 年内与心肺运动试验(CPET)参数相关的不良预后事件的独立危险因素,并建立预测模型以预测 5 年内不良事件的发生,为心脏康复训练提供参考。
本研究纳入了 2015 年 8 月至 2021 年 12 月在郑州大学附属郑州中心医院心血管内科、河南省中医院和安阳市区医院接受 PCI 治疗的急性心肌梗死(AMI)患者,这些患者在术后 1-2 周内出院前完成了 CPET。
使用单因素和多因素分析筛选与 5 年不良事件相关的独立危险因素。使用 SHapley Additive exPlanations(SHAP)解释特征重要性,并建立逻辑回归模型进行预测。通过构建受试者工作特征(ROC)曲线来评估预测模型的性能。通过 Hosmer-Lemeshow 检验和校准曲线评估校准情况。
共纳入 375 例患者,根据 5 年随访期间是否发生不良事件,将患者分为事件组(n=53)和非事件组(n=322)。峰值摄氧量(peakVO)、二氧化碳通气当量斜率(VE/VCOslop)和峰值呼气末二氧化碳分压(PETCO)是 PCI 治疗 AMI 后再发急性心肌梗死(re-AMI)、心力衰竭(HF)甚至死亡的三个独立危险因素(P<0.05)。
SHAP 图表明,对模型性能有显著贡献的因素与 peakVO、VE/VCOslop 和 PETCO 有关。当 peakVO≥20 mL/kg/min 且 VE/VCOslop<33 时,不良事件风险显著降低。绘制了三个模型的 ROC 曲线,包括无事件和事件组、re-AMI 组和 HF 组,结果均表现良好,AUC 分别为 0.894、0.760 和 0.883。Hosmer-Lemeshow 检验表明,三个模型拟合良好(P>0.05)。三个模型的校准曲线均接近理想对角线。
CPET 参数可预测 AMI 患者 PCI 后 5 年内不良预后事件的发生,为心脏康复训练提供理论依据。