Assessing the validity of Society of Thoracic Surgeons (STS) score in predicting stroke risk among patients undergoing cardiothoracic surgery at a tertiary hospital in Pakistan: a retrospective cohort study.
Javerya Hassan, Namra Usman, Muhammad Salman, Arshan Ali, Maryam Shaukat, Hana Khan, Ahmed Raheem, Hasanat Sharif
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引用次数: 0
Abstract
Background: Postoperative stroke is one of the most serious consequences of cardiac surgery. Morbidity risk assessment is critical for preoperative risk assessments and resource allocation. In this article, we aim to investigate the predictive value of Society of Thoracic Surgeons (STS) score's effectiveness in stroke risk in cardiothoracic surgery patients in our population.
Methods: This retrospective cohort study was conducted at Aga Khan University Hospital (AKUH) using a consecutive sampling technique. The study included all eligible patients aged 18 years or older who underwent cardiac surgical procedures between January 2010 and December 2016. Of the 3,898 patients initially identified, 814 records were excluded due to incomplete data or pre-existing conditions. Statistical analyses, including chi-square tests, t-tests, and logistic regression, were performed to identify significant predictors of stroke. Prediction accuracy was assessed using a Receiver Operating Characteristic (ROC) curve, with Youden's J statistic employed to determine optimal sensitivity and specificity thresholds.
Results: Out of 3,084 patients, 52 (1.7%) experienced a postoperative stroke. Stroke patients were significantly older (mean age 62.8 years vs. 57.7 years). They also had higher white blood cell count (10.7 ± 5.1 vs. 9.3 ± 3.3) and a longer history of myocardial infarction (9.2 ± 9.3 years vs. 6.9 ± 7.6 years). Cardiovascular interventions (15.4% vs. 7.7%), postoperative congestive heart failure (21.1% vs. 7.3%), and use of inotropes (5.8% vs. 1.6%) were more prevalent in stroke patients. Emergent surgical status (19.2% vs. 13.4%) and complications such as dialysis, prolonged ventilation, and intra-aortic balloon pump use were also significantly higher. The predictive model demonstrated strong accuracy in predicting postoperative stroke (AUC: 0.841, CI: 0.794-0.888). The ROC analysis for the STS stroke model showed high sensitivity (90.4%) and negative predictive value (99.7%), with moderate specificity (64.3%) and overall accuracy (64.8%), indicating excellent performance in ruling out stroke but moderate reliability in identifying positive cases.
Conclusion: The STS risk score demonstrated strong predictive accuracy for postoperative stroke risk in cardiothoracic surgery patients, effectively incorporating clinical factors already accounted for in the comprehensive set of 70 variables used in its calculation.
背景:术后卒中是心脏手术最严重的后果之一。发病率风险评估是术前风险评估和资源分配的关键。在这篇文章中,我们的目的是研究胸外科学会(Society of Thoracic Surgeons, STS)评分对我国人群中心胸外科患者卒中风险的预测价值。方法:本回顾性队列研究在阿迦汗大学医院(AKUH)采用连续抽样技术进行。该研究纳入了2010年1月至2016年12月期间接受心脏外科手术的所有18岁或以上的合格患者。在最初确定的3898例患者中,由于数据不完整或已有疾病,814例记录被排除在外。统计分析包括卡方检验、t检验和逻辑回归,以确定卒中的显著预测因素。采用受试者工作特征(ROC)曲线评估预测准确性,采用约登J统计量确定最佳灵敏度和特异性阈值。结果:在3084例患者中,52例(1.7%)发生了术后卒中。卒中患者明显老年化(平均年龄62.8岁vs. 57.7岁)。他们的白细胞计数也更高(10.7±5.1比9.3±3.3),心肌梗死史更长(9.2±9.3年比6.9±7.6年)。心血管干预(15.4% vs. 7.7%)、术后充血性心力衰竭(21.1% vs. 7.3%)和使用肌力药物(5.8% vs. 1.6%)在卒中患者中更为普遍。紧急手术状态(19.2%对13.4%)和并发症(如透析、延长通气时间和主动脉内球囊泵使用)也明显更高。该预测模型预测术后卒中的准确度较高(AUC: 0.841, CI: 0.794-0.888)。STS卒中模型的ROC分析结果显示高灵敏度(90.4%)和阴性预测值(99.7%),具有中等特异性(64.3%)和总体准确性(64.8%),表明STS卒中模型在排除卒中方面表现优异,但在识别阳性病例方面可靠性中等。结论:STS风险评分对心胸外科患者术后卒中风险具有较强的预测准确性,有效地纳入了70个变量综合计算中已考虑的临床因素。
期刊介绍:
Journal of Cardiothoracic Surgery is an open access journal that encompasses all aspects of research in the field of Cardiology, and Cardiothoracic and Vascular Surgery. The journal publishes original scientific research documenting clinical and experimental advances in cardiac, vascular and thoracic surgery, and related fields.
Topics of interest include surgical techniques, survival rates, surgical complications and their outcomes; along with basic sciences, pediatric conditions, transplantations and clinical trials.
Journal of Cardiothoracic Surgery is of interest to cardiothoracic and vascular surgeons, cardiothoracic anaesthesiologists, cardiologists, chest physicians, and allied health professionals.