Radiomics analysis of pericoronary adipose tissue based on plain CT for preliminary screening of coronary artery disease in patients with type 2 diabetes mellitus

医学 冠状动脉疾病 内科学 接收机工作特性 糖尿病 曲线下面积 无线电技术 逻辑回归 计算机辅助设计 单变量 单变量分析 心脏病学 放射科 核医学 多元分析 多元统计 统计 内分泌学 数学 工程制图 工程类
作者
Meng Chen,Jingcheng Hu,Can Chen,Guangyu Hao,Su Hu,Jialiang Xu,Chunhong Hu
出处
期刊:Acta Radiologica [SAGE Publishing]
卷期号:64 (10): 2704-2713 被引量:3
标识
DOI:10.1177/02841851231189998
摘要

Background Type 2 diabetes mellitus (T2DM) is associated with a markedly increased prevalence of coronary artery disease (CAD). Radiomics features of pericoronary adipose tissue (PCAT) were correlated with inflammation, which may have potential value in the prediction of CAD. Purpose To determine whether radiomics analysis of PCAT captured by plain computed tomography (CT) could predict obstructive CAD in patients with T2DM. Material and Methods The study included 155 patients with T2DM with suspected CAD between January 2020 and December 2021. Volumes of right coronary artery of 10–50 mm were delineated in the plain CT to extract radiomics features and PCAT CT attenuation (PCATa). Least absolute shrinkage and selection operator was used to select the useful radiomics features to calculate the radiomics score (Rad-score). Univariate and multivariable logistic regression were applied to select independent predictors. The predictive performance was evaluated by the area under the receiver operating characteristics curve (AUC). Results Rad-score (per 0.1 increments: odds ratio [OR] = 1.297; P < 0.001), coronary artery calcium score (CACS) (OR = 1.003; P = 0.037), and sex (OR = 3.245; P = 0.026) were identified as independent predictors for obstructive CAD. Rad-score (AUC = 0.835) outperformed CACS (AUC = 0.780), sex (AUC = 0.665), and PCATa (AUC = 0.550) in predicting obstructive CAD ( P = 0.017 and 0.003 for Rad-score vs. sex and PCATa, respectively); however, the improvement between Rad-score and CACS had no statistical significance ( P = 0.490). Conclusion Plain CT-derived Rad-score may be used as a preliminary screening tool for obstructive CAD in patients with T2DM.
最长约 10秒,即可获得该文献文件

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
潇洒的惋清的应助被叽里咕噜采纳,获得10
2秒前
hrpppp发布了新的文献求助10
3秒前
3秒前
Owen的应助被年轻剑心采纳,获得10
4秒前
明明完成签到,获得积分10
6秒前
能干小懒虫完成签到,获得积分10
6秒前
WW完成签到 ,获得积分10
6秒前
香蕉小凡完成签到 ,获得积分10
6秒前
dongzhiliang发布了新的文献求助10
6秒前
byyyy完成签到,获得积分10
7秒前
五邑大学完成签到 ,获得积分10
7秒前
清pq完成签到,获得积分10
9秒前
9秒前
慕青的应助被hrpppp采纳,获得10
11秒前
万能图书馆的应助被现代星月采纳,获得10
11秒前
12秒前
小雨快跑完成签到,获得积分10
12秒前
12秒前
13秒前
长安完成签到,获得积分10
15秒前
勤奋万怨发布了新的文献求助10
15秒前
AeAeAe完成签到,获得积分10
16秒前
彭于晏的应助被Chase采纳,获得10
17秒前
030发布了新的文献求助10
17秒前
FashionBoy的应助被柚柚采纳,获得10
17秒前
bkagyin的应助被KK采纳,获得10
18秒前
944188254完成签到,获得积分10
18秒前
19秒前
swff发布了新的文献求助10
22秒前
Sean完成签到 ,获得积分10
23秒前
波波完成签到,获得积分10
24秒前
小张不慌完成签到,获得积分10
24秒前
25秒前
happy发布了新的文献求助10
26秒前
李琛完成签到,获得积分10
26秒前
汉堡包的应助被郑石采纳,获得10
28秒前
李健的应助被杨媛采纳,获得10
28秒前
hrpppp发布了新的文献求助10
30秒前
30秒前
30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
Spec 401: Standards for Jet Fuel Facility and Equipment Commissioning and Flushing at Airports, 2026.1 (Original Issue) 1000
Spec 103: Standard for Jet Fuel Quality Control at Airports, Revision 2026.1 1000
5th World Conference on Detergents: Reinventing the Industry : Opportunities and Challenges 500
Erzählte Gnade 500
Butadiene hydroxytelechelic oligomers PBHT 500
Illustrated Atlas of Aesthetic Botulinum Toxin Therapy 388
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 计算机科学 工程类 有机化学 化学工程 生物化学 物理 复合材料 内科学 催化作用 光电子学 人工智能 细胞生物学 无机化学 物理化学 数学
热门帖子
关注 科研通微信公众号,转发送积分 8104359
求助须知:如何正确求助?哪些是违规求助? 9513803
关于积分的说明 21488900
捐赠科研通 7680762
什么是DOI,文献DOI怎么找? 3409413
关于科研通互助平台的介绍 2537189
邀请新用户注册赠送积分活动 2449278