Biomedical Informatics Consultants LLC , Potomac, Maryland.
Diabetes Technol Ther. 2018 May;20(5):325-334. doi: 10.1089/dia.2017.0416.
We sought to cross validate several metrics for quality of glycemic control, hypoglycemia, and hyperglycemia.
We analyzed the mathematical properties of several metrics for overall glycemic control, and for hypo- and hyperglycemia, to evaluate their similarities, differences, and interrelationships. We used linear regression to describe interrelationships and examined correlations between metrics within three conceptual groups.
There were consistently high correlations between %Time in range (%TIR) and previously described risk indices (M, Blood Glucose Risk Index [BGRI], Glycemic Risk Assessment Diabetes Equation [GRADE], Index of Glycemic Control [IGC]), and with J-Index (J). There were also high correlations among %Hypoglycemia, Low Blood Glucose Index (LBGI), percentage of GRADE attributable to hypoglycemia (GRADE), and Hypoglycemia Index, but negligible correlation with J. There were high correlations of percentage of time in hyperglycemic range (%Hyperglycemia) with High Blood Glucose Index (HBGI), percentage of GRADE attributable to hyperglycemia (GRADE), Hyperglycemia Index, and J. %TIR is highly negatively correlated with %Hyperglycemia but very weakly correlated with %Hypoglycemia. By adjusting the parameters used in IGC, Hypoglycemia Index, Hyperglycemia Index, or in M, one can more closely approximate the properties of BGRI, LBGI, or HBGI, and of GRADE, GRADE, or GRADE.
Simple readily understandable criteria such as %TIR, %Hypoglycemia, and %Hyperglycemia are highly correlated with and appear to be as informative as "risk indices." The J-Index is sensitive to hyperglycemia but insensitive to hypoglycemia.
我们旨在对多项血糖控制质量、低血糖和高血糖指标进行交叉验证。
我们分析了多项总体血糖控制指标以及低血糖和高血糖指标的数学特性,以评估它们的相似性、差异和相互关系。我们使用线性回归来描述相互关系,并在三个概念组内检查指标之间的相关性。
%时间在目标范围内(%TIR)与先前描述的风险指数(M、血糖风险指数[BGRI]、血糖风险评估糖尿病方程[GRADE]、血糖控制指数[IGC])以及 J-指数(J)之间始终存在高度相关性。%低血糖、低血糖指数(LBGI)、低血糖归因于 GRADE 的百分比(GRADE)和低血糖指数之间也存在高度相关性,但与 J 几乎没有相关性。高血糖范围时间百分比(%Hyperglycemia)与高血糖指数(HBGI)、归因于高血糖的 GRADE 百分比(GRADE)、高血糖指数和 J 之间存在高度相关性。%TIR 与%Hyperglycemia 呈高度负相关,但与%Hypoglycemia 相关性非常弱。通过调整 IGC、低血糖指数、高血糖指数或 M 中使用的参数,可以更接近 BGRI、LBGI 或 HBGI 的特性,以及 GRADE、GRADE 或 GRADE 的特性。
简单易懂的标准,如%TIR、%Hypoglycemia 和 %Hyperglycemia,与“风险指数”高度相关且似乎同样具有信息量。J-指数对高血糖敏感,但对低血糖不敏感。