Legrand Matthieu, Pirracchio Romain, Rosa Anne, Petersen Maya L, Van der Laan Mark, Fabiani Jean-Noël, Fernandez-gerlinger Marie-paule, Podglajen Isabelle, Safran Denis, Cholley Bernard, Mainardi Jean-Luc
Crit Care. 2013 Oct 4;17(5):R220. doi: 10.1186/cc13041.
Cardiac surgery is frequently needed in patients with infective endocarditis (IE). Acute kidney injury (AKI) often complicates IE and is associated with poor outcomes. The purpose of the study was to determine the risk factors for post-operative AKI in patients operated on for IE.
A retrospective, non-interventional study of prospectively collected data (2000-2010) included patients with IE and cardiac surgery with cardio-pulmonary bypass. The primary outcome was post-operative AKI, defined as the development of AKI or progression of AKI based on the acute kidney injury network (AKIN) definition. We used ensemble machine learning ("Super Learning") to develop a predictor of AKI based on potential risk factors, and evaluated its performance using V-fold cross validation. We identified clinically important predictors among a set of risk factors using Targeted Maximum Likelihood Estimation.
202 patients were included, of which 120 (59%) experienced a post-operative AKI. 65 (32.2%) patients presented an AKI before surgery while 91 (45%) presented a progression of AKI in the post-operative period. 20 patients (9.9%) required a renal replacement therapy during the post-operative ICU stay and 30 (14.8%) died during their hospital stay. The following variables were found to be significantly associated with renal function impairment, after adjustment for other risk factors: multiple surgery (OR: 4.16, 95% CI: 2.98-5.80, p<0.001), pre-operative anemia (OR: 1.89, 95% CI: 1.34-2.66, p<0.001), transfusion requirement during surgery (OR: 2.38, 95% CI: 1.55-3.63, p<0.001), and the use of vancomycin (OR: 2.63, 95% CI: 2.07-3.34, p<0.001), aminoglycosides (OR: 1.44, 95% CI: 1.13-1.83, p=0.004) or contrast iodine (OR: 1.70, 95% CI: 1.37-2.12, p<0.001). Post-operative but not pre-operative AKI was associated with hospital mortality.
Post-operative AKI following cardiopulmonary bypass for IE results from additive hits to the kidney. We identified several potentially modifiable risk factors such as treatment with vancomycin or aminoglycosides or pre-operative anemia.
感染性心内膜炎(IE)患者常需要进行心脏手术。急性肾损伤(AKI)常使IE病情复杂化,并与不良预后相关。本研究的目的是确定接受IE手术患者术后发生AKI的危险因素。
一项对前瞻性收集的数据(2000 - 2010年)进行的回顾性、非干预性研究,纳入了接受体外循环心脏手术的IE患者。主要结局是术后AKI,根据急性肾损伤网络(AKIN)定义,定义为AKI的发生或AKI的进展。我们使用集成机器学习(“超级学习”)基于潜在危险因素开发AKI预测模型,并使用V折交叉验证评估其性能。我们使用靶向最大似然估计在一组危险因素中识别出具有临床重要性的预测因素。
纳入202例患者,其中120例(59%)发生术后AKI。65例(32.2%)患者术前存在AKI,91例(45%)患者术后出现AKI进展。20例(9.9%)患者在术后重症监护病房住院期间需要进行肾脏替代治疗,30例(14.8%)患者在住院期间死亡。在对其他危险因素进行调整后,发现以下变量与肾功能损害显著相关:多次手术(比值比:4.16,95%置信区间:2.98 - 5.80,p<0.001)、术前贫血(比值比:1.89,95%置信区间:1.34 - 2.66)、手术期间输血需求(比值比:2.38,95%置信区间:1.55 - 3.63,p<0.001)以及使用万古霉素(比值比:2.63,95%置信区间:2.07 - 3.34,p<0.001)、氨基糖苷类药物(比值比:1.44,95%置信区间:1.13 - 1.83,p = 0.004)或造影剂碘(比值比:1.70,95%置信区间:1.37 - 2.12,p<0.001)。术后而非术前的AKI与医院死亡率相关。
IE体外循环术后的AKI源于对肾脏的叠加损伤。我们识别出了几个潜在可改变的危险因素,如使用万古霉素或氨基糖苷类药物治疗或术前贫血。