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关于连续血糖监测系统性能的警报评估的批判性讨论。

A Critical Discussion of Alert Evaluations in the Context of Continuous Glucose Monitoring System Performance.

机构信息

Institut für Diabetes-Technologie, Forschungs- und Entwicklungsgesellschaft mbH an der Universität Ulm, Ulm, Germany.

出版信息

J Diabetes Sci Technol. 2024 Jul;18(4):847-856. doi: 10.1177/19322968241236504. Epub 2024 Mar 13.

Abstract

Many continuous glucose monitoring (CGM) systems provide functionality which alerts users of potentially unwanted glycemic conditions. These alerts can include glucose threshold alerts to call the user's attention to hypoglycemia or hyperglycemia, predictive alerts warning about impeding hypoglycemia or hyperglycemia, and rate-of-change alerts. A recent review identified 129 articles about CGM performance studies, of which approximately 25% contained alert evaluations. In some studies, real alerts were assessed; however, most of these studies retrospectively determined the timing of CGM alerts because not all CGM systems record alerts which necessitates manual documentation. In contrast to assessment of real alerts, retrospective determination allows assessment of a variety of alert settings for all three types of glycemic condition alerts. Based on the literature and the Clinical and Laboratory Standards Institute's POCT05 guideline, two common approaches to threshold alert evaluation were identified, one value-based and one episode-based approach. In this review, a critical discussion of the two approaches, including a post hoc analysis of clinical study data, indicates that the episode-based approach should be preferred over the value-based approach. For predictive alerts, fewer results were found in the literature, and retrospective determination of CGM alert timing is complicated by the prediction algorithms being proprietary information. Rate-of-change alert evaluations were not reported in the identified literature, and POCT05 does not contain recommendations for assessment. A possible approach is discussed including post hoc analysis of clinical study data. To conclude, CGM systems should record alerts, and the episode-based approach to alert evaluation should be preferred.

摘要

许多连续血糖监测 (CGM) 系统提供了功能,可以提醒用户可能出现不受欢迎的血糖状况。这些警报包括血糖阈值警报,以引起用户对低血糖或高血糖的注意,预测性警报,警告即将发生的低血糖或高血糖,以及变化率警报。最近的一篇综述确定了 129 篇关于 CGM 性能研究的文章,其中约 25%包含了警报评估。在一些研究中,评估了真实警报;然而,这些研究中的大多数都是回顾性地确定 CGM 警报的时间,因为并非所有 CGM 系统都会记录警报,这需要手动记录。与真实警报的评估相比,回顾性确定允许评估所有三种类型的血糖状况警报的各种警报设置。根据文献和临床与实验室标准协会的 POCT05 指南,确定了两种常见的阈值警报评估方法,一种是基于值的方法,另一种是基于事件的方法。在这篇综述中,对这两种方法进行了批判性讨论,包括对临床研究数据的事后分析,表明基于事件的方法应优于基于值的方法。对于预测性警报,文献中发现的结果较少,并且由于预测算法是专有信息,因此回顾性确定 CGM 警报时间很复杂。变化率警报评估在已确定的文献中未报告,POCT05 也未包含评估建议。讨论了一种可能的方法,包括对临床研究数据的事后分析。总之,CGM 系统应记录警报,并且应首选基于事件的警报评估方法。

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