Potential Value of Identifying Type 2 Diabetes Subgroups for Guiding Intensive Treatment: A Comparison of Novel Data-Driven Clustering With Risk-Driven Subgroups

医学 2型糖尿病 糖尿病 指南 内科学 重症监护医学 老年学 人口学 内分泌学 病理 社会学
作者
Xinyu Li,Anoukh van Giessen,James Altunkaya,Roderick C. Slieker,Joline W. J. Beulens,Leen M 't Hart,Ewan R. Pearson,Petra J. M. Elders,Talitha L Feenstra,Jose Leal
出处
期刊:Diabetes Care [American Diabetes Association]
标识
DOI:10.2337/dc22-2170
摘要

OBJECTIVE To estimate the impact on lifetime health and economic outcomes of different methods of stratifying individuals with type 2 diabetes, followed by guideline-based treatment intensification targeting BMI and LDL in addition to HbA1c. RESEARCH DESIGN AND METHODS We divided 2,935 newly diagnosed individuals from the Hoorn Diabetes Care System (DCS) cohort into five Risk Assessment and Progression of Diabetes (RHAPSODY) data-driven clustering subgroups (based on age, BMI, HbA1c, C-peptide, and HDL) and four risk-driven subgroups by using fixed cutoffs for HbA1c and risk of cardiovascular disease based on guidelines. The UK Prospective Diabetes Study Outcomes Model 2 estimated discounted expected lifetime complication costs and quality-adjusted life-years (QALYs) for each subgroup and across all individuals. Gains from treatment intensification were compared with care as usual as observed in DCS. A sensitivity analysis was conducted based on Ahlqvist subgroups. RESULTS Under care as usual, prognosis in the RHAPSODY data-driven subgroups ranged from 7.9 to 12.6 QALYs. Prognosis in the risk-driven subgroups ranged from 6.8 to 12.0 QALYs. Compared with homogenous type 2 diabetes, treatment for individuals in the high-risk subgroups could cost 22.0% and 25.3% more and still be cost effective for data-driven and risk-driven subgroups, respectively. Targeting BMI and LDL in addition to HbA1c might deliver up to 10-fold increases in QALYs gained. CONCLUSIONS Risk-driven subgroups better discriminated prognosis. Both stratification methods supported stratified treatment intensification, with the risk-driven subgroups being somewhat better in identifying individuals with the most potential to benefit from intensive treatment. Irrespective of stratification approach, better cholesterol and weight control showed substantial potential for health gains.

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
Jasper应助甜野采纳,获得10
刚刚
卡布完成签到 ,获得积分10
刚刚
刚刚
刚刚
科研通AI6应助细心冷雁采纳,获得10
刚刚
罗罗罗发布了新的文献求助10
1秒前
2秒前
北极光发布了新的文献求助10
3秒前
忆Y完成签到 ,获得积分10
3秒前
Chloe驳回了思源应助
3秒前
3秒前
mf发布了新的文献求助10
4秒前
jia雪完成签到,获得积分10
5秒前
5秒前
lj完成签到 ,获得积分10
6秒前
6秒前
思源应助zzz采纳,获得10
6秒前
从容的雁露完成签到,获得积分20
6秒前
7秒前
7秒前
三水鱼鱼发布了新的文献求助20
7秒前
科目三应助bobo采纳,获得10
7秒前
hlxhlx发布了新的文献求助20
7秒前
8秒前
8秒前
8秒前
8秒前
多情赛君发布了新的文献求助10
9秒前
科研通AI6应助等待戈多采纳,获得30
9秒前
9秒前
财源滚滚发布了新的文献求助10
10秒前
10秒前
cenghao发布了新的文献求助30
10秒前
xiaoxin发布了新的文献求助10
10秒前
打野完成签到,获得积分10
10秒前
11秒前
量子星尘发布了新的文献求助10
11秒前
正科发布了新的文献求助10
11秒前
12秒前
852应助xx采纳,获得10
12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
List of 1,091 Public Pension Profiles by Region 1621
Les Mantodea de Guyane: Insecta, Polyneoptera [The Mantids of French Guiana] | NHBS Field Guides & Natural History 1500
Lloyd's Register of Shipping's Approach to the Control of Incidents of Brittle Fracture in Ship Structures 1000
Brittle fracture in welded ships 1000
King Tyrant 680
Linear and Nonlinear Functional Analysis with Applications, Second Edition 388
热门求助领域 (近24小时)
化学 材料科学 生物 医学 工程类 计算机科学 有机化学 物理 生物化学 纳米技术 复合材料 内科学 化学工程 人工智能 催化作用 遗传学 数学 基因 量子力学 物理化学
热门帖子
关注 科研通微信公众号,转发送积分 5578106
求助须知:如何正确求助?哪些是违规求助? 4663067
关于积分的说明 14744528
捐赠科研通 4603755
什么是DOI,文献DOI怎么找? 2526647
邀请新用户注册赠送积分活动 1496234
关于科研通互助平台的介绍 1465674