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一种研究人类健康数据的统计动力学方法:解析实验室数据中的人群规模昼夜变化。

A statistical dynamics approach to the study of human health data: resolving population scale diurnal variation in laboratory data.

作者信息

Albers D J, Hripcsak George

机构信息

Department of Biomedical Informatics, Columbia University, 622 W 168 St. VC-5, New York, NY 10032.

出版信息

Phys Lett A. 2010 Feb 15;374(9):1159-1164. doi: 10.1016/j.physleta.2009.12.067.

Abstract

Statistical physics and information theory is applied to the clinical chemistry measurements present in a patient database containing 2.5 million patients' data over a 20-year period. Despite the seemingly naive approach of aggregating all patients over all times (with respect to particular clinical chemistry measurements), both a diurnal signal in the decay of the time-delayed mutual information and the presence of two sub-populations with differing health are detected. This provides a proof in principle that the highly fragmented data in electronic health records has potential for being useful in defining disease and human phenotypes.

摘要

统计物理学和信息论被应用于一个包含20年期间250万患者数据的患者数据库中的临床化学测量。尽管在聚合所有时间的所有患者(关于特定临床化学测量)方面看似采用了简单的方法,但在延迟互信息的衰减中检测到了昼夜信号以及存在两个健康状况不同的亚群体。这在原则上证明了电子健康记录中高度碎片化的数据在定义疾病和人类表型方面具有潜在用途。

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本文引用的文献

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