Validation of a nomogram for predicting regression from impaired fasting glucose to normoglycaemia to facilitate clinical decision making

医学 列线图 临床决策 回归 回归分析 连续血糖监测 内科学 重症监护医学 内分泌学 糖尿病 统计 数学 血糖性
作者
Vivian Yawei Guo,Esther Yee Tak Yu,Carlos King Ho Wong,Regina Wing Shan Sit,Jenny HL Wang,SY Ho,Cindy Lo Kuen Lam
出处
期刊:Family Practice [Oxford University Press]
卷期号:33 (4): 401-407 被引量:12
标识
DOI:10.1093/fampra/cmw031
摘要

In Hong Kong, fasting plasma glucose (FPG) is the most popular screening test for diabetes mellitus (DM) in primary care. Individuals with impaired fasting glucose (IFG) are commonly encountered. To explore the determinants of regression to normoglycaemia among primary care patients with IFG based on non-invasive variables and to establish a nomogram for the prediction of regression from IFG. This cohort study consisted of 1197 primary care patients with IFG. These subjects were invited to repeat a FPG test and 75-g 2-hour oral glucose tolerance test (2h-OGTT) to determine the glycaemia change. Normoglycaemia was defined as FPG <5.6 mmol/L and 2h-OGTT <7.8 mmol/L. Stepwise logistic regression model was developed to predict the regression to normoglycaemia with non-invasive variables, using a randomly selected training dataset (810 subjects). The model was validated on the remaining testing dataset (387 subjects). Area under the receiver operating characteristic curve (AUC) and Hosmer–Lemeshow test were used to evaluate discrimination and calibration of the model. A nomogram was constructed based on the model. After a mean follow-up period of 6.1 months, 180 subjects (15.0%) had normoglycaemia based on the repeated FPG and 2h-OGTT results at follow-up. Subjects without central obesity or hypertension, with moderate-to-high-level physical activity and a lower baseline FPG level, were more likely to regress to normoglycaemia. The prediction model had acceptable discrimination (AUC = 0.705) and calibration ( P = 0.840). The simple-to-use nomogram could facilitate identification of subjects with low risk of progression to DM and thus aid in clinical decision making and resource prioritization in the primary care setting.

科研通智能强力驱动
Strongly Powered by AbleSci AI
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
刚刚
1秒前
1秒前
1秒前
guagua完成签到 ,获得积分10
1秒前
li发布了新的文献求助10
2秒前
仔仔在发布了新的文献求助10
2秒前
ontheway完成签到,获得积分10
2秒前
李健应助海棠虽旧采纳,获得10
2秒前
热爱发布了新的文献求助10
3秒前
hh完成签到,获得积分10
3秒前
3秒前
明理大树发布了新的文献求助10
4秒前
awoe发布了新的文献求助10
4秒前
5秒前
一小揪儿完成签到,获得积分10
5秒前
5秒前
纳古菌完成签到,获得积分10
5秒前
6秒前
无昵称发布了新的文献求助10
6秒前
鱼yuyuy发布了新的文献求助10
6秒前
bkagyin应助hc采纳,获得10
6秒前
小瞬完成签到,获得积分10
6秒前
大胆师完成签到,获得积分10
7秒前
科研通AI6.4应助YYU采纳,获得30
7秒前
7秒前
Akim应助懒洋洋采纳,获得10
7秒前
8秒前
hh发布了新的文献求助10
9秒前
喵不吃鱼完成签到,获得积分10
9秒前
10秒前
明理大树完成签到,获得积分20
10秒前
陈秋禹完成签到,获得积分10
10秒前
翁醉山发布了新的文献求助10
10秒前
SciGPT应助浪里白条采纳,获得10
11秒前
科研通AI6.4应助ww采纳,获得10
11秒前
12秒前
哲学带带师完成签到,获得积分10
12秒前
13秒前
大海完成签到,获得积分10
13秒前
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
Les Mantodea de Guyane: Insecta, Polyneoptera [The Mantids of French Guiana] 2500
Evidence Summary. Injection (subcutaneous):op- timal administration 1000
悉尼大学博士学位论文,题目:Modelling and testing of one-sided stitched laminated composites. 作者:Kristopher P. Plain 700
Matrix Methods in Data Mining and Pattern Recognition Second Edition 610
Curating Socialism: A Handbook of International Art Exhibitions 1947-1989 530
Soil mites of the family Rhagidiidae (Actinedida: Eupodoidea). Morphology, Systematics, Ecology 520
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 内科学 物理 复合材料 催化作用 细胞生物学 无机化学 光电子学 物理化学 电极 基因
热门帖子
关注 科研通微信公众号,转发送积分 7468986
求助须知:如何正确求助?哪些是违规求助? 9064013
关于积分的说明 19323878
捐赠科研通 7089242
什么是DOI,文献DOI怎么找? 3245186
关于科研通互助平台的介绍 2413902
邀请新用户注册赠送积分活动 2230216