Established risk prediction models for the incidence of a low lean tissue index in patients with peritoneal dialysis

医学 腹膜透析 逻辑回归 内科学 入射(几何) 体质指数 多元统计 线性回归 多元分析 风险因素 贝叶斯多元线性回归 比例危险模型 胃肠病学 统计 光学 物理 数学
作者
Feng Li,Lei Wang,Yanling Mao,Changqing Mao,Jie Yu,Dan Zhao,Yingying Zhang,Ying Li
出处
期刊:Renal Failure [Taylor & Francis]
卷期号:44 (1): 1418-1426
标识
DOI:10.1080/0886022x.2022.2113794
摘要

The objective of this study is to investigate the incidence of low lean tissue index (LTI) and the risk factors for low LTI in peritoneal dialysis (PD) patients, including to establish risk prediction models. A total of 104 PD patients were enrolled from October 2019 to 2021. LTI was measured by bioimpedance spectroscopy. Multivariate logistic regression and machine learning were used to analyze the risk factors for low LTI in PD patients. Kaplan–Meier analysis was used to analyze the survival rate of patients with low LTI. The interleukin-6 (IL-6) level, red cell distribution width (RDW), overhydration, body mass index (BMI), and the subjective global assessment (SGA) rating significantly differed between the low LTI and normal LTI groups (all p < 0.05). Multivariate logistic regression showed that IL-6 (1.10 [95% CI: 1.02–1.18]), RDW (1.87 [95% CI: 1.18–2.97]), BMI (0.97 [95% CI: 0.68–0.91]), and the SGA rating (6.33 [95% CI: 1.59–25.30]) were independent risk factors for LTI. Cox regression analysis showed that low LTI (HR 3.14, [95% CI: 1.12–8.80]) was the only significant risk factor for all-cause death in peritoneal dialysis patients. The decision process to predict the incidence of low LTI in PD patients was established by machine learning, and the area under the curve of internal validation was 0.6349. Low LTI is closely related to mortality in PD patients. Microinflammatory status, high RDW, low BMI and low SGA rating are risk factors for low LTI in PD patients. The developed prediction model may serve as a useful tool for assessing low LTI in PD patients.
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
yebao发布了新的文献求助20
刚刚
刚刚
ljloveljj完成签到,获得积分10
刚刚
molihuakai应助hongyun采纳,获得10
1秒前
1秒前
1秒前
科研通AI6.4应助图图羊采纳,获得10
1秒前
Taozhi完成签到,获得积分10
2秒前
无花果应助Sikii采纳,获得10
2秒前
诚心的剑完成签到,获得积分10
3秒前
3秒前
4秒前
6秒前
三尺微命完成签到 ,获得积分10
6秒前
州州完成签到,获得积分10
6秒前
6秒前
6秒前
6秒前
6秒前
6秒前
7秒前
ME完成签到 ,获得积分10
7秒前
MZ完成签到,获得积分10
7秒前
zoex发布了新的文献求助10
8秒前
8秒前
搞怪人杰完成签到,获得积分10
9秒前
9秒前
9秒前
Jasper应助?.?采纳,获得10
9秒前
学习中的呜哩哇啦完成签到,获得积分10
9秒前
披着羊皮的狼应助圈圈采纳,获得40
9秒前
过小完成签到 ,获得积分10
10秒前
11秒前
优秀健柏发布了新的文献求助10
11秒前
LUCKY发布了新的文献求助40
11秒前
11秒前
夜夜发布了新的文献求助10
12秒前
12秒前
12秒前
maduo923完成签到,获得积分10
12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
The Cambridge History of China: Volume 4, Sui and T'ang China, 589–906 AD, Part Two 1500
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
Research Methods for Applied Linguistics: A Practical Guide 600
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 6400775
求助须知:如何正确求助?哪些是违规求助? 8217602
关于积分的说明 17414697
捐赠科研通 5453797
什么是DOI,文献DOI怎么找? 2882298
邀请新用户注册赠送积分活动 1858872
关于科研通互助平台的介绍 1700612