基于多参数神经网聚类的下肢大动脉手术干预后并发症风险预测。

B. Selskyi, S. Kostiv, P. Nikulnikov, I. Venher, P. Selskyi
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引用次数: 2

摘要

目标。提出基于多参数神经网聚类的手术干预后并发症发生的预测方法,并进一步细化其发展风险分层量表。材料和方法。对411例下肢主干动脉闭塞性动脉粥样硬化患者的各项检查指标进行了分析。采用NeuroXL Classifier软件进行神经网聚类,更深入地分析所调查指标的伴随变化,优化术后发病发展的风险预测。结果。提出了下肢大动脉介入术后并发症发生的风险分层量表,考虑了临床记忆和实验室仪器调查的多因素特征。考虑到伴随因素的存在,这些因素表征了器官和系统状态,它们影响了重建手术干预方法的选择。结论。根据神经网聚类的数据,可以预测下肢大动脉手术干预后的并发症。术后并发症发生风险分为4个级别:极高- 31-40分、高- 21-30分、中- 11-20分、低- 1-10分。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The complications risk prognostication after operative interventions on the main arteries of the lower extremities on background of application of multiparametric neuro-web clasterization.
Objective. To propose the prognostication method for the complications occurrence after operative interventions, basing on application of multiparametric neuro-web clasterisation with subsequent elaboration of scale for their development risk stratification. Materials and methods. The indices of examination were analyzed in 411 patients, suffering obliterating atherosclerosis of main arteries of the lower extremities. The neuro-web clasterization, using a software raising NeuroXL Classifier, was conducted for more deep analysis of concomitant changes in the indices investigated for the risk prognostication optimization of the morbidity development in postoperative period. Results. The scale of the risk stratification for development of postoperative complications after interventions on the main arteries of the lower extremities proposed, takes into account multifactor character of clinic-anamnestic and laboratory-instrumental investigations. Taking into account the concomitant factors presence, which characterize the organs and systems state, they impact the choice of method of reconstructive operative intervention. Conclusion. Basing on data of the neuro-web clasterization, it is possible to prognosticate the complcations after operative intervention on the main arteries of the lower extremities. There were delineated four levels of the complications development risk in postoperative period: very high – 31-40 points, high – 21-30 points, moderate – 11-20 points, and low – 1-10 points.
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