Bertges Daniel J, Neal Dan, Schanzer Andres, Scali Salvatore T, Goodney Philip P, Eldrup-Jorgensen Jens, Cronenwett Jack L
Division of Vascular Surgery, University of Vermont College of Medicine, Burlington.
Division of Vascular Surgery, University of Florida School of Medicine, Gainesville.
J Vasc Surg. 2016 Nov;64(5):1411-1421.e4. doi: 10.1016/j.jvs.2016.04.045. Epub 2016 Jul 19.
The objective of this study was to develop and to validate the Vascular Quality Initiative (VQI) Cardiac Risk Index (CRI) for prediction of postoperative myocardial infarction (POMI) after vascular surgery.
We developed risk models for in-hospital POMI after 88,791 nonemergent operations from the VQI registry, including carotid endarterectomy (CEA; n = 45,340), infrainguinal bypass (INFRA; n = 18,054), suprainguinal bypass (SUPRA; n = 2678), endovascular aneurysm repair (EVAR; n = 18,539), and open abdominal aortic aneurysm repair (OAAA repair; n = 4180). Multivariable logistic regression was used to create an all-procedure and four procedure-specific risk calculators based on the derivation cohort from 2012 to 2014 (N = 61,236). Generalizability of the all-procedure model was evaluated by applying it to each procedure subtype. The models were validated using a cohort (N = 27,555) from January 2015 to February 2016. Model discrimination was measured by area under the receiver operating characteristic curve (AUC), and performance was validated by bootstrapping 5000 iterations. The VQI CRI calculator was made available on the Internet and as a free smart phone app available through QxCalculate.
Overall POMI incidence was 1.6%, with variation by procedure type as follows: CEA, 0.8%; EVAR, 1.0%; INFRA, 2.6%; SUPRA, 3.1%; and OAAA repair, 4.3% (P < .001). Predictors of POMI in the all-procedure model included age, operation type, coronary artery disease, congestive heart failure, diabetes, creatinine concentration >1.8 mg/dL, stress test status, and body mass index (AUC, 0.75; 95% confidence interval [CI], 0.73-0.76). The all-procedure model demonstrated only minimally reduced accuracy when it was applied to each procedure, with the following AUCs: CEA, 0.65 (95% CI, 0.59-0.70); INFRA, 0.69 (95% CI, 0.64-0.73); EVAR, 0.72 (95% CI, 0.65-0.80); SUPRA, 0.62 (95% CI, 0.52-0.72); and OAAA, 0.63 (95% CI, 0.56-0.70). Procedure-specific models had unique predictors and showed improved prediction compared with the all-procedure model, with the following AUCs: CEA, 0.69 (95% CI, 0.66-0.72); INFRA, 0.75 (95% CI, 0.73-0.78); EVAR, 0.76 (95% CI, 0.73-0.80); and OAAA, 0.72 (95% CI, 0.69-0.77). Bias-corrected AUC (95% CI) from internal validation for the models was as follows: all procedures, 0.75 (0.73-0.76); CEA, 0.68 (0.65-0.71); INFRA, 0.74 (0.72-0.76); EVAR, 0.73 (0.70-0.78); and OAAA repair, 0.68 (0.65-0.73).
The VQI CRI is a useful and valid clinical decision-making tool to predict POMI after vascular surgery. Procedure-specific models improve accuracy when they include unique risk factors.
本研究的目的是开发并验证血管质量改进计划(VQI)心脏风险指数(CRI),以预测血管手术后的术后心肌梗死(POMI)。
我们从VQI登记处的88791例非急诊手术中开发了住院期间POMI的风险模型,包括颈动脉内膜切除术(CEA;n = 45340)、腹股沟下旁路移植术(INFRA;n = 18054)、腹股沟上旁路移植术(SUPRA;n = 2678)、血管腔内动脉瘤修复术(EVAR;n = 18539)和开放性腹主动脉瘤修复术(OAAA修复术;n = 4180)。使用多变量逻辑回归,基于2012年至2014年的推导队列(N = 61236)创建了一个全手术通用模型和四个特定手术的风险计算器。通过将全手术通用模型应用于每种手术亚型来评估其可推广性。使用2015年1月至2016年2月的队列(N = 27555)对模型进行验证。通过受试者操作特征曲线(AUC)下的面积来衡量模型的辨别力,并通过5000次迭代的自举法来验证性能。VQI CRI计算器可在互联网上获取,并作为通过QxCalculate提供的免费智能手机应用程序使用。
总体POMI发生率为1.6%,各手术类型的发生率如下:CEA为0.8%;EVAR为1.0%;INFRA为2.6%;SUPRA为3.1%;OAAA修复术为4.3%(P <.001)。全手术通用模型中POMI的预测因素包括年龄、手术类型、冠状动脉疾病、充血性心力衰竭、糖尿病、肌酐浓度>1.8 mg/dL、应激试验状态和体重指数(AUC为0.75;95%置信区间[CI]为0.73 - 0.76)。当将全手术通用模型应用于每种手术时,其准确性仅略有降低,AUC如下:CEA为0.65(95% CI为0.59 - 0.70);INFRA为0.69(95% CI为0.64 - 0.73);EVAR为0.72(95% CI为0.65 - 0.80);SUPRA为0.62(95% CI为0.52 - 0.72);OAAA为0.63(95% CI为0.56 - 0.70)。特定手术模型有独特的预测因素,与全手术通用模型相比,预测能力有所提高,AUC如下:CEA为0.69(95% CI为0.66 - 0.72);INFRA为0.75(95% CI为0.73 - 0.78);EVAR为0.76(95% CI为0.73 - 0.80);OAAA为0.72(95% CI为0.69 - 0.77)。模型内部验证的偏差校正AUC(95% CI)如下:全手术通用模型为0.75(0.73 - 0.76);CEA为0.68(0.65 - 0.71);INFRA为0.74(0.72 - 0.76);EVAR为0.73(0.70 - 0.78);OAAA修复术为0.68(0.65 - 0.73)。
VQI CRI是预测血管手术后POMI的一种有用且有效的临床决策工具。当特定手术模型包含独特的风险因素时,其准确性会提高。