清晨好,您是今天最早来到科研通的研友!由于当前在线用户较少,发布求助请尽量完整地填写文献信息,科研通机器人24小时在线,伴您科研之路漫漫前行!

Abstract P158: Hypoglycemia Prediction From The Coefficient Of Variation For Each Hba1c Value

低血糖 医学 血糖性 变异系数 糖尿病 内科学 连续血糖监测 内分泌学 统计 数学
作者
Soichi Takeishi
出处
期刊:Circulation [Ovid Technologies (Wolters Kluwer)]
卷期号:145 (Suppl_1)
标识
DOI:10.1161/circ.145.suppl_1.p158
摘要

It has also been reported that the coefficient of variation (CV) corresponding to the number of hypoglycemia cases decreases as HbA1c values decrease. Therefore, when an association between the CV and hypoglycemia is considered, the possibility that the CV varies according to HbA1c values should be considered. If hypoglycemia can be predicted from both HbA1c values and the CV, the relationship between glycemic variability and hypoglycemia can be assessed in detail. Thus, we studied a formula that could predict hypoglycemia based on HbA1c values and the CV. Materials and Methods This was a prospective observational study. One hundred and one outpatients with type 2 diabetes mellitus underwent HbA1c testing, wore a flash glucose monitor (FGM: FreeStyle Libre Pro, Abbott Diabetes Care, Alameda, CA, USA), and did not change diabetic treatment at the hospital visit. The CV and mean glucose levels were calculated using the FGM data over 24-h х 13 days. The glucose management indicator (GMI) was calculated using the mean glucose levels, and we compared the GMI to the HbA1c values mainly to detect differences between sensor glucose levels (SG) and blood glucose levels. It has been previously reported that the HbA1c value minus (-) GMI >0.5% is associated with the risk of hypoglycemia, and the GMI - HbA1c value >0.5% is associated with the risk of hyperglycemia. Therefore, we assessed the difference between the GMI and HbA1c value with real numbers. We calculated the “percentage of mean absolute deviation to mean glucose levels” (Metric1) as a new metric. Hypoglycemia (<70 mg/dL) absence could be significantly predicted from the CV, HbA1c value, and “glucose management indicator (GMI) minus HbA1c value” (ΔA1c) (Nagelkerke=0.68, p<0.001). When a response variable was hypoglycemia absence and explanatory variables were the CV, HbA1c value, and ΔA1c, the optimal predicted value for the logistic regression analysis was 0.35 (sensitivity: 90%, specificity: 84%; area under the curve: 0.93, p<0.001) (predicted values=1÷(1+e -(-0.28хCV+2.18хHbA1c+1.85хΔA1c-7.48) ) [e: Napier's constant]), where CVs corresponding to HbA1c values of 6%, 7%, 8%, 9%, and 10% were 22.0%, 29.8%, 37.5%, 45.3%, and 53.0%, respectively. The CV correlated with Metric1 (r=0.99, p<0.001, Metric1=0.82хCV-0.006 [formula1]). The CV should be reduced more to prevent hypoglycemia as HbA1c values decrease. For avoiding hypoglycemia, an “alarm threshold using ‘mean glucose levels (Mean) corresponding to the HbA1c values’, and ‘Metric 1 corresponding to the CV calculated using formula 1’ ” (Mean ± Mean х Metric 1 ÷ 100) should be used for personal continuous glucose monitoring, and all glucose levels should be kept within the alarm threshold.

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
PDF的下载单位、IP信息已删除 (2025-6-4)

科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
5秒前
13秒前
萝卜特发布了新的文献求助10
17秒前
面汤完成签到 ,获得积分10
22秒前
口岸是你发布了新的文献求助10
22秒前
111完成签到 ,获得积分10
26秒前
萝卜特完成签到,获得积分10
27秒前
34秒前
1分钟前
无悔完成签到 ,获得积分10
1分钟前
1分钟前
new1完成签到,获得积分10
2分钟前
浮游应助CARL采纳,获得50
2分钟前
Qing完成签到 ,获得积分10
2分钟前
2分钟前
2分钟前
3分钟前
单纯灵安发布了新的文献求助10
3分钟前
厚德载物完成签到 ,获得积分10
3分钟前
Perry完成签到,获得积分0
3分钟前
单纯灵安完成签到,获得积分10
3分钟前
3分钟前
量子星尘发布了新的文献求助10
3分钟前
直率的笑翠完成签到 ,获得积分10
4分钟前
4分钟前
Orange应助科研通管家采纳,获得10
4分钟前
科研通AI2S应助科研通管家采纳,获得10
4分钟前
忘忧Aquarius完成签到,获得积分10
4分钟前
4分钟前
顺利问玉完成签到 ,获得积分10
4分钟前
丁老三完成签到 ,获得积分10
4分钟前
5分钟前
呆呆的猕猴桃完成签到 ,获得积分10
5分钟前
传奇3应助科研通管家采纳,获得50
6分钟前
kean1943完成签到,获得积分10
7分钟前
herpes完成签到 ,获得积分0
7分钟前
7分钟前
草木发布了新的文献求助10
7分钟前
CARL发布了新的文献求助10
7分钟前
sponge完成签到 ,获得积分10
7分钟前
高分求助中
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
The Social Work Ethics Casebook: Cases and Commentary (revised 2nd ed.).. Frederic G. Reamer 1070
The Complete Pro-Guide to the All-New Affinity Studio: The A-to-Z Master Manual: Master Vector, Pixel, & Layout Design: Advanced Techniques for Photo, Designer, and Publisher in the Unified Suite 1000
按地区划分的1,091个公共养老金档案列表 801
The International Law of the Sea (fourth edition) 800
Teacher Wellbeing: A Real Conversation for Teachers and Leaders 600
Machine Learning for Polymer Informatics 500
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 生物化学 物理 纳米技术 计算机科学 内科学 化学工程 复合材料 物理化学 基因 遗传学 催化作用 冶金 量子力学 光电子学
热门帖子
关注 科研通微信公众号,转发送积分 5408096
求助须知:如何正确求助?哪些是违规求助? 4525458
关于积分的说明 14101827
捐赠科研通 4439433
什么是DOI,文献DOI怎么找? 2436767
邀请新用户注册赠送积分活动 1428720
关于科研通互助平台的介绍 1406891