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
3秒前
3秒前
你快睡吧发布了新的文献求助10
3秒前
4秒前
4秒前
研友_VZG7GZ应助十八采纳,获得10
4秒前
chenwenjun发布了新的文献求助10
5秒前
紧张的紫文完成签到,获得积分10
6秒前
6秒前
田田田田完成签到,获得积分10
7秒前
桐桐应助shy采纳,获得10
8秒前
9秒前
9秒前
雪白的小土豆完成签到,获得积分10
9秒前
熊二发布了新的文献求助10
9秒前
充电宝应助Z在采纳,获得10
10秒前
璟黎完成签到,获得积分10
10秒前
天天快乐应助WN采纳,获得10
11秒前
研友_LOojmL完成签到,获得积分10
13秒前
akui发布了新的文献求助10
13秒前
13秒前
Solitude发布了新的文献求助10
14秒前
Sirius星月完成签到,获得积分10
14秒前
星辰大海应助HinsC采纳,获得10
14秒前
suzhenyue完成签到,获得积分0
18秒前
Yumii发布了新的文献求助10
19秒前
qian完成签到,获得积分10
19秒前
19秒前
suodeheng完成签到,获得积分20
19秒前
19秒前
团子发布了新的文献求助10
20秒前
Orange应助qian采纳,获得10
20秒前
20秒前
苹果板凳完成签到 ,获得积分10
21秒前
21秒前
桐桐应助泡泡奶熙采纳,获得10
22秒前
GUO完成签到,获得积分20
23秒前
兵王应助Yu采纳,获得10
24秒前
25秒前
11发布了新的文献求助10
26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
Cronologia da história de Macau 5000
Merrill's Atlas of Radiographic Positioning and Procedures - 3-Volume Set, 16th Edition 2000
Petrology and Plate Tectonics 800
Matrix Methods in Data Mining and Pattern Recognition 540
Interactions of Vowel Quality and Prosody in East Slavic 500
Vander's Renal Physiology第10版 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 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 7052424
求助须知:如何正确求助?哪些是违规求助? 8716811
关于积分的说明 18455557
捐赠科研通 6570902
什么是DOI,文献DOI怎么找? 3120572
关于科研通互助平台的介绍 2209303
邀请新用户注册赠送积分活动 2096251