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首页> 外文期刊>International Journal of Experimental Diabetes Research: Experimental Diabesity Research >Data Mining for Identifying Novel Associations and Temporal Relationships with Charcot Foot
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Data Mining for Identifying Novel Associations and Temporal Relationships with Charcot Foot

机译:数据挖掘以识别与夏科特脚的小说联想和时间关系

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Introduction. Charcot foot is a rare and devastating complication of diabetes. While some risk factors are known, debate continues regarding etiology. Elucidating other associated disorders and their temporal occurrence could lead to a better understanding of its pathogenesis. We applied a large data mining approach to Charcot foot for elucidating novel associations. Methods. We conducted an association analysis using ICD-9 diagnosis codes for every patient in our health system ( million with 41.2 million time-stamped ICD-9 codes). For the current analysis, we focused on the 388 patients with Charcot foot (ICD-9 713.5). Results. We found 710 associations, 676 (95.2%) of which had a P value for the association less than and 603 (84.9%) of which had an odds ratio 5.0. There were 111 (15.6%) associations with a significant temporal relationship . The three novel associations with the strongest temporal component were cardiac dysrhythmia, pulmonary eosinophilia, and volume depletion disorder. Conclusion. We identified novel associations with Charcot foot in the context of pathogenesis models that include neurotrophic, neurovascular, and microtraumatic factors mediated through inflammatory cytokines. Future work should focus on confirmatory analyses. These novel areas of investigation could lead to prevention or earlier diagnosis.
机译:介绍。夏科特脚是一种罕见的破坏性糖尿病并发症。尽管已知一些危险因素,但关于病因的争论仍在继续。阐明其他相关疾病及其暂时发生可能有助于更好地了解其发病机理。我们对Charcot foot应用了大数据挖掘方法,以阐明新颖的关联。方法。我们使用ICD-9诊断代码对我们卫生系统中的每个患者进行了关联分析(数百万,其中带有时间戳的ICD-9代码为4120万)。对于当前的分析,我们重点研究了388例Charcot足患者(ICD-9 713.5)。结果。我们发现710个关联,其中676个(95.2%)的关联P值小于P,而603个关联(84.9%)的比值大于5.0。有111个(15.6%)的关联具有显着的时间关系。具有时间最强成分的三个新联想是心律不齐,肺嗜酸性粒细胞增多和体质耗竭障碍。结论。我们在包括神经营养,神经血管和通过炎症细胞因子介导的微创伤因子在内的发病机制模型中确定了与夏科特足的新关联。未来的工作应侧重于确认性分析。这些新颖的研究领域可能导致预防或早期诊断。

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