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
爆米花应助陆家麟采纳,获得10
刚刚
含蓄的醉蓝完成签到,获得积分10
刚刚
尊敬的羽完成签到,获得积分10
1秒前
1秒前
2秒前
耍酷的寒蕾完成签到,获得积分20
3秒前
4秒前
4秒前
颖小轩完成签到,获得积分10
5秒前
exbkb发布了新的文献求助10
6秒前
照照发布了新的文献求助10
7秒前
8秒前
不是山谷完成签到,获得积分10
8秒前
完美世界应助解惑采纳,获得10
8秒前
9秒前
Yun发布了新的文献求助30
10秒前
风中虔纹完成签到,获得积分10
10秒前
11秒前
12秒前
陆康完成签到,获得积分10
12秒前
柠木发布了新的文献求助10
13秒前
Jiatong7完成签到,获得积分10
13秒前
小南发布了新的文献求助10
14秒前
14秒前
15秒前
赘婿应助随心采纳,获得10
15秒前
Rxs完成签到,获得积分10
15秒前
苗苗关注了科研通微信公众号
16秒前
蓝天发布了新的文献求助10
16秒前
16秒前
爱晒太阳发布了新的文献求助10
17秒前
levitt233完成签到 ,获得积分10
17秒前
17秒前
隐形曼青应助小鱼仔采纳,获得10
18秒前
核桃小小苏完成签到,获得积分10
19秒前
彭于晏应助Leo采纳,获得10
20秒前
宗笑晴发布了新的文献求助10
20秒前
20秒前
orixero应助平常的铸海采纳,获得10
21秒前
22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
Cowries - A Guide to the Gastropod Family Cypraeidae 1200
Quality by Design - An Indispensable Approach to Accelerate Biopharmaceutical Product Development 800
Pulse width control of a 3-phase inverter with non sinusoidal phase voltages 777
Signals, Systems, and Signal Processing 610
A Social and Cultural History of the Hellenistic World 500
Chemistry and Physics of Carbon Volume 15 500
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 物理 内科学 复合材料 催化作用 物理化学 光电子学 电极 细胞生物学 基因 无机化学
热门帖子
关注 科研通微信公众号,转发送积分 6397542
求助须知:如何正确求助?哪些是违规求助? 8212928
关于积分的说明 17401464
捐赠科研通 5450944
什么是DOI,文献DOI怎么找? 2881170
邀请新用户注册赠送积分活动 1857682
关于科研通互助平台的介绍 1699724