Process optimisation: spinal versus general anaesthesia for endourological surgery. A randomised, controlled trial and machine-learning approach.

IF 1.6 Q2 ANESTHESIOLOGY
Kornel Skitek, Gregor A Schittek, Jens Soukup
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Abstract

Introduction: Data concerning anaesthesia for endourology are rare, and options for it are numerous. Thus, identifying the optimal anaesthesia regimen remains challenging. With this study we aimed to provide the means for selecting optimal anaesthesia for endourology procedures.

Material and methods: This was a randomised, open-label, controlled study conducted in a single tertiary hospital. Inclusion criteria: American Society of Anesthesiologists (ASA) physical status/risk category I-III, and scheduled surgery time < 60 minutes. Exclusion criteria: contraindications or lack of consent for one of the anaesthesia types, intellectual disabilities, pregnancy, breastfeeding, and refusal to participate. The participants were divided into 3 groups: G1, spinal anaesthesia (SPA) with bupivacaine; G2, SPA with prilocaine; G3, total intravenous anaesthesia (TIVA) with remifentanil and propofol. The primary outcome measure was time to ambulation, while the secondary outcome measures included perioperative hypotension. The results are presented as mean ± SD or median [IQR].

Results: In total, 117 patients completed the study. The time to ambulation (minutes) was significantly different between all groups: 187.95 ± 49.82, 161.05 ± 46.28, and 129.14 ± 63.75 min, for G1, G2 and G3, respectively. The mean arterial pressure drop from baseline during the procedure was most pronounced in G3 (35% [30-44], P < 0.001) and lowest in G2 (18% [12-27], P < 0.001 vs. G3, NS vs. bupivacaine). Machine-learning models were trained and demonstrated satisfactory performance in predicting the time spent in recovery.

Conclusions: In the context of endourological surgery, the time required for ambulation was shortest when using TIVA, while SPA with hyperbaric prilocaine provides the closest approximation to optimal anaesthesia.

过程优化:脊髓与全身麻醉在泌尿外科手术。随机对照试验和机器学习方法。
介绍:关于麻醉的数据是罕见的,它的选择是众多的。因此,确定最佳麻醉方案仍然具有挑战性。通过这项研究,我们的目的是为选择最佳麻醉为泌尿道手术提供手段。材料和方法:这是一项在一家三级医院进行的随机、开放标签、对照研究。纳入标准:美国麻醉医师协会(ASA)身体状况/风险分类I-III,计划手术时间< 60分钟。排除标准:禁忌症或缺乏麻醉类型之一的同意,智力残疾,怀孕,母乳喂养和拒绝参与。参与者分为3组:G1组,布比卡因脊髓麻醉(SPA);G2, SPA加丙罗卡因;G3,瑞芬太尼和异丙酚全静脉麻醉(TIVA)。主要指标是活动时间,次要指标包括围手术期低血压。结果以均数±SD或中位数[IQR]表示。结果:117例患者完成了研究。行走时间(min)各组间差异有统计学意义:G1、G2、G3组分别为187.95±49.82、161.05±46.28、129.14±63.75 min。手术期间平均动脉压较基线下降在G3组最为明显(35% [30-44],P < 0.001),在G2组最低(18% [12-27],P < 0.001,与G3、NS与布比卡因组比较)。机器学习模型经过训练,在预测恢复所需时间方面表现令人满意。结论:在泌尿外科手术中,使用TIVA时走动所需的时间最短,而高压丙罗卡因的SPA最接近最佳麻醉。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
3.00
自引率
5.90%
发文量
48
审稿时长
25 weeks
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