Kim Kwang Hyeon, Lee Byung-Jou, Koo Hae-Won
Department of Neurosurgery, College of Medicine, Inje University Ilsan Paik Hospital, Goyang 10380, Republic of Korea.
Bioengineering (Basel). 2023 Jul 3;10(7):797. doi: 10.3390/bioengineering10070797.
The studies interpreting DCI, a complication of SAH, and identifying correlations are very limited. This study aimed to investigate the effect of cilostazol on ACV and DCI after coil embolization for ruptured aneurysms (n = 432). A multivariate analysis was performed and explainable artificial intelligence approaches were used to analyze the contribution of cilostazol as a risk factor on the development of ACV and DCI with respect to global and local interpretation. The cilonimo group was significantly lower than the nimo group in ACV (13.5% vs. 29.3; = 0.003) and DCI (7.9% vs. 20.7%; = 0.006), respectively. In a multivariate logistic regression, the odds ratio for DCI for the cilonimo group, female sex, and aneurysm size was 0.556 (95% confidence interval (CI), 0.351-0.879; = 0.012), 3.713 (95% CI, 1.683-8.191; = 0.001), and 1.106 (95% CI, 1.008-1.214; = 0.034). The risk of a DCI occurrence was significantly increased with an aneurysm size greater than 10 mm (max 80%). The mean AUC of the XGBoost and logistic regression models was 0.94 ± 0.03 and 0.95 ± 0.04, respectively. Cilostazol treatment combined with nimodipine could decrease the prevalence of ACV (13.5%) and DCI (7.9%) in patients with aSAH.
关于蛛网膜下腔出血(SAH)的一种并发症——脑缺血性损伤(DCI)的解读及相关性识别的研究非常有限。本研究旨在探讨西洛他唑对破裂动脉瘤(n = 432)进行弹簧圈栓塞术后急性脑梗死(ACV)和DCI的影响。进行了多变量分析,并采用可解释人工智能方法从全局和局部解释方面分析西洛他唑作为ACV和DCI发生风险因素的作用。西洛他唑组的ACV(13.5%对29.3%;P = 0.003)和DCI(7.9%对20.7%;P = 0.006)显著低于尼莫地平组。在多变量逻辑回归中,西洛他唑组、女性性别和动脉瘤大小发生DCI的比值比分别为0.556(95%置信区间(CI),0.351 - 0.879;P = 0.012)、3.713(95% CI,1.683 - 8.191;P = 0.001)和1.106(95% CI,1.008 - 1.214;P = 0.034)。动脉瘤大小大于10 mm(最大80%)时,发生DCI的风险显著增加。XGBoost模型和逻辑回归模型的平均曲线下面积(AUC)分别为0.94±0.03和0.95±0.04。西洛他唑联合尼莫地平治疗可降低急性症状性蛛网膜下腔出血(aSAH)患者的ACV(13.5%)和DCI(7.9%)发生率。