基于关联规则挖掘和贝叶斯置信度传播神经网络的慢性肾病患者口服药物性痴呆信号检测

Y. Noguchi, H. Nagasawa, T. Tachi, T. Tsuchiya, H. Teramachi
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引用次数: 4

摘要

慢性肾脏疾病(CKD)认知功能障碍的机制包括蛋白尿和氧化应激。然而,可能还有其他尚未确定的原因。事实上,CKD患者药物使用的全部相关性及其与痴呆的关系几乎几乎没有被调查过。通过使用关联规则挖掘(ARM)和贝叶斯置信传播神经网络(BCPNN)分析日本的自发报告系统,我们确定了影响CKD患者认知功能的药物。采用的信号检测标准为:病例≥3,举升>,定罪> (ARM), IC025 >0 (BCPNN)。超过20例的药物为:伐昔洛韦(lift: 11.21,定罪:1.28,IC025: 3.12)、烷胺(lift: 19.69,定罪:1.68,IC025: 3.05)、纳氟萘芬(lift: 8.35,定罪:1.19,IC025: 2.18)、普瑞巴林(lift: 6.05,定罪:1.12,IC025: 1.78)、阿昔洛韦(lift: 5.89,定罪:1.12,IC025: 1.68)。本研究是首次使用大规模医学数据库确定CKD患者口服药物性痴呆相关药物的报道。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Signal detection of oral drug-induced dementia in chronic kidney disease patients using association rule mining and Bayesian confidence propagation neural network.
Among the mechanisms responsible for cognitive dysfunction in chronic kidney disease (CKD) are albuminuria and oxidative stress. However, there may be other causes not yet identified. In fact, the full relevance of CKD patient drug use and its relationship to dementia has hardly been barely investigated. We identified drugs affecting cognitive function in CKD patients by analyzing the spontaneous reporting system in Japan using Association rule mining (ARM) and Bayesian confidence propagation neural network (BCPNN). The signal detection criterion used were as follows: case ≥ 3, lift > 1, conviction > 1 (ARM) and IC025 >0 (BCPNN). Drugs with more than 20 cases were valaciclovir (lift: 11.21, conviction: 1.28, IC025: 3.12), amantadine (lift: 19.69, conviction: 1.68, IC025: 3.05), nalfurafine (lift: 8.35, conviction: 1.19, IC025: 2.18), pregabalin (lift: 6.05, conviction: 1.12, IC025: 1.78), and acyclovir (lift: 5.89, conviction: 1.12, IC025: 1.68). This study is the first report to use a large-scale medical database to identify drugs related to oral drugs-induced dementia in CKD.
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