AI-based CT Body Composition Identifies Myosteatosis as Key Mortality Predictor in Asymptomatic Adults

医学 无症状的 内科学 作文(语言) 钥匙(锁) 生物 语言学 哲学 生态学
作者
Maxime Nachit,Yves Horsmans,Ronald M. Summers,Isabelle Leclercq,Perry J. Pickhardt
出处
期刊:Radiology [Radiological Society of North America]
卷期号:307 (5) 被引量:39
标识
DOI:10.1148/radiol.222008
摘要

Background Body composition data have been limited to adults with disease or older age. The prognostic impact in otherwise asymptomatic adults is unclear. Purpose To use artificial intelligence-based body composition metrics from routine abdominal CT scans in asymptomatic adults to clarify the association between obesity, liver steatosis, myopenia, and myosteatosis and the risk of mortality. Materials and Methods In this retrospective single-center study, consecutive adult outpatients undergoing routine colorectal cancer screening from April 2004 to December 2016 were included. Using a U-Net algorithm, the following body composition metrics were extracted from low-dose, noncontrast, supine multidetector abdominal CT scans: total muscle area, muscle density, subcutaneous and visceral fat area, and volumetric liver density. Abnormal body composition was defined by the presence of liver steatosis, obesity, muscle fatty infiltration (myosteatosis), and/or low muscle mass (myopenia). The incidence of death and major adverse cardiovascular events were recorded during a median follow-up of 8.8 years. Multivariable analyses were performed accounting for age, sex, smoking status, myosteatosis, liver steatosis, myopenia, type 2 diabetes, obesity, visceral fat, and history of cardiovascular events. Results Overall, 8982 consecutive outpatients (mean age, 57 years ± 8 [SD]; 5008 female, 3974 male) were included. Abnormal body composition was found in 86% (434 of 507) of patients who died during follow-up. Myosteatosis was found in 278 of 507 patients (55%) who died (15.5% absolute risk at 10 years). Myosteatosis, obesity, liver steatosis, and myopenia were associated with increased mortality risk (hazard ratio [HR]: 4.33 [95% CI: 3.63, 5.16], 1.27 [95% CI: 1.06, 1.53], 1.86 [95% CI: 1.56, 2.21], and 1.75 [95% CI: 1.43, 2.14], respectively). In 8303 patients (excluding 679 patients without complete data), after multivariable adjustment, myosteatosis remained associated with increased mortality risk (HR, 1.89 [95% CI: 1.52, 2.35];
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
闪闪寒云完成签到 ,获得积分10
刚刚
小段完成签到,获得积分20
1秒前
ich发布了新的文献求助10
1秒前
2秒前
2秒前
3秒前
5秒前
鲤鱼宛凝完成签到,获得积分10
5秒前
5秒前
5秒前
打击8发布了新的文献求助10
6秒前
orixero应助笑点低的鸿采纳,获得10
7秒前
nozero应助Bellamy采纳,获得30
7秒前
俊逸千山完成签到,获得积分10
7秒前
sekidesu发布了新的文献求助10
7秒前
8秒前
Mango发布了新的文献求助10
8秒前
李健应助ssy采纳,获得10
8秒前
量子星尘发布了新的文献求助10
9秒前
9秒前
雨山发布了新的文献求助30
9秒前
9秒前
Zzz发布了新的文献求助10
10秒前
原xiao发布了新的文献求助10
10秒前
yuuuu完成签到,获得积分10
10秒前
10秒前
暮鼓发布了新的文献求助10
11秒前
HUYUE完成签到 ,获得积分10
12秒前
Www发布了新的文献求助10
12秒前
12秒前
13秒前
一路生花完成签到,获得积分10
14秒前
14秒前
15秒前
15秒前
量子星尘发布了新的文献求助10
15秒前
积极的蘑菇完成签到 ,获得积分10
15秒前
15秒前
15秒前
俊逸千山发布了新的文献求助10
16秒前
高分求助中
Production Logging: Theoretical and Interpretive Elements 2700
Neuromuscular and Electrodiagnostic Medicine Board Review 1000
Statistical Methods for the Social Sciences, Global Edition, 6th edition 600
こんなに痛いのにどうして「なんでもない」と医者にいわれてしまうのでしょうか 510
Walter Gilbert: Selected Works 500
An Annotated Checklist of Dinosaur Species by Continent 500
岡本唐貴自伝的回想画集 500
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 物理 生物化学 纳米技术 计算机科学 化学工程 内科学 复合材料 物理化学 电极 遗传学 量子力学 基因 冶金 催化作用
热门帖子
关注 科研通微信公众号,转发送积分 3659676
求助须知:如何正确求助?哪些是违规求助? 3221195
关于积分的说明 9739432
捐赠科研通 2930483
什么是DOI,文献DOI怎么找? 1604436
邀请新用户注册赠送积分活动 757292
科研通“疑难数据库(出版商)”最低求助积分说明 734333