清晨好,您是今天最早来到科研通的研友!由于当前在线用户较少,发布求助请尽量完整地填写文献信息,科研通机器人24小时在线,伴您科研之路漫漫前行!

Abdominal CT Body Composition Thresholds Using Automated AI Tools for Predicting 10-year Adverse Outcomes

医学 无症状的 接收机工作特性 曲线下面积 不利影响 心脏病学 心肌梗塞 回顾性队列研究 内科学 放射科 外科
作者
Matthew H. Lee,Ryan Zea,John W. Garrett,Peter M Graffy,Ronald M. Summers,Perry J. Pickhardt
出处
期刊:Radiology [Radiological Society of North America]
卷期号:306 (2) 被引量:7
标识
DOI:10.1148/radiol.220574
摘要

Background CT-based body composition measures derived from fully automated artificial intelligence tools are promising for opportunistic screening. However, body composition thresholds associated with adverse clinical outcomes are lacking. Purpose To determine population and sex-specific thresholds for muscle, abdominal fat, and abdominal aortic calcium measures at abdominal CT for predicting risk of death, adverse cardiovascular events, and fragility fractures. Materials and Methods In this retrospective single-center study, fully automated algorithms for quantifying skeletal muscle (L3 level), abdominal fat (L3 level), and abdominal aortic calcium were applied to noncontrast abdominal CT scans from asymptomatic adults screened from 2004 to 2016. Longitudinal follow-up documented subsequent death, adverse cardiovascular events (myocardial infarction, cerebrovascular event, and heart failure), and fragility fractures. Receiver operating characteristic (ROC) curve analysis was performed to derive thresholds for body composition measures to achieve optimal ROC curve performance and high specificity (90%) for 10-year risks. Results A total of 9223 asymptomatic adults (mean age, 57 years ± 7 [SD]; 5152 women and 4071 men) were evaluated (median follow-up, 9 years). Muscle attenuation and aortic calcium had the highest diagnostic performance for predicting death, with areas under the ROC curve of 0.76 for men (95% CI: 0.72, 0.79) and 0.72 for women (95% CI: 0.69, 0.76) for muscle attenuation. Sex-specific thresholds were higher in men than women (P < .001 for muscle attenuation for all outcomes). The highest-performing markers for risk of death were muscle attenuation in men (31 HU; 71% sensitivity [164 of 232 patients]; 72% specificity [1114 of 1543 patients]) and aortic calcium in women (Agatston score, 167; 70% sensitivity [152 of 218 patients]; 70% specificity [1427 of 2034 patients]). Ninety-percent specificity thresholds for muscle attenuation for both risk of death and fragility fractures were 23 HU (men) and 13 HU (women). For aortic calcium and risk of death and adverse cardiovascular events, 90% specificity Agatston score thresholds were 1475 (men) and 735 (women). Conclusion Sex-specific thresholds for automated abdominal CT–based body composition measures can be used to predict risk of death, adverse cardiovascular events, and fragility fractures. © RSNA, 2022 Online supplemental material is available for this article. See also the editorial by Ohliger in this issue.

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
科研通AI2S应助没心没肺采纳,获得10
刚刚
Jes完成签到 ,获得积分10
7秒前
17秒前
研友_8y2o0L完成签到,获得积分10
18秒前
无与伦比完成签到 ,获得积分10
20秒前
Shiku完成签到,获得积分10
22秒前
研友_8y2o0L发布了新的文献求助10
22秒前
李振聪发布了新的文献求助30
23秒前
科研通AI6.3应助mumu采纳,获得10
30秒前
Criminology34应助科研通管家采纳,获得10
30秒前
Criminology34应助科研通管家采纳,获得10
30秒前
科研通AI2S应助研友_8y2o0L采纳,获得10
34秒前
隐形曼青应助向前采纳,获得10
34秒前
李振聪发布了新的文献求助30
39秒前
49秒前
Elthrai完成签到 ,获得积分10
51秒前
向前发布了新的文献求助10
53秒前
1分钟前
qinghe完成签到 ,获得积分10
1分钟前
nk完成签到 ,获得积分10
1分钟前
1分钟前
袁青寒发布了新的文献求助10
1分钟前
狂野的含烟完成签到 ,获得积分10
1分钟前
酷波er应助向前采纳,获得10
2分钟前
老石完成签到 ,获得积分10
2分钟前
2分钟前
2分钟前
向前发布了新的文献求助10
2分钟前
2分钟前
2分钟前
lnb666777888完成签到 ,获得积分10
3分钟前
3分钟前
袁青寒发布了新的文献求助10
3分钟前
丘比特应助FEOROCHA采纳,获得10
3分钟前
我是笨蛋完成签到 ,获得积分10
3分钟前
袁青寒发布了新的文献求助10
4分钟前
勤劳觅风完成签到,获得积分10
4分钟前
Lxx完成签到 ,获得积分10
4分钟前
MC123完成签到,获得积分10
4分钟前
Criminology34应助科研通管家采纳,获得10
4分钟前
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
PowerCascade: A Synthetic Dataset for Cascading Failure Analysis in Power Systems 2000
Picture this! Including first nations fiction picture books in school library collections 1500
Signals, Systems, and Signal Processing 610
Unlocking Chemical Thinking: Reimagining Chemistry Teaching and Learning 555
CLSI M100 Performance Standards for Antimicrobial Susceptibility Testing 36th edition 400
Cancer Targets: Novel Therapies and Emerging Research Directions (Part 1) 400
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 6362214
求助须知:如何正确求助?哪些是违规求助? 8175805
关于积分的说明 17224164
捐赠科研通 5416914
什么是DOI,文献DOI怎么找? 2866596
邀请新用户注册赠送积分活动 1843775
关于科研通互助平台的介绍 1691531