多变量统计分析方法探讨1型糖尿病患者个体间血糖动态

Chunhui Zhao, Youxian Sun, F. Gao
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引用次数: 0

摘要

本文采用多变量统计分析方法研究了1型糖尿病患者潜在血糖动力学的个体间变异性。这里定义了两种类型的葡萄糖动力学,一般动力学和输出相关的预测动力学。所关注的重要问题是,不同受试者的潜在葡萄糖动力学是否会发生变化?是否可以从单个受试者的葡萄糖数据中开发出一个全局(或通用)经验模型,然后用于解释其他受试者的葡萄糖动态?基于两组受试者的临床数据,使用多元统计分析方法对这些及相关问题进行了调查。总之,这些发现为更有效地开发数据驱动模型提供了见解,以理解和捕获糖尿病受试者的葡萄糖信息。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Multivariate statistical analysis methods to investigate interindividual glucose dynamics for subjects with type 1 diabetes mellitus
This paper investigates the interindividual variability of underlying glucose dynamics using multivariate statistical analysis methods for subjects with type 1 diabetes mellitus. Here two types of glucose dynamics are defined, the general dynamics and the output-relevant predictive dynamics. The concerned important issues are whether the underlying glucose dynamics change from subject to subject? Can a global (or universal) empirical model be developed from glucose data for a single subject and then used to explain the glucose dynamics for other subjects? These and related issues are investigated using multivariate statistical analysis methods based on clinical data for two groups of subjects. Together, these findings provide insights into more efficient development of data-driven models to understand and capture the glucose information in diabetes subjects.
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