A novel prognostic model for predicting the mortality risk of patients with sepsis-related acute respiratory failure: a cohort study using the MIMIC-IV database

医学 列线图 败血症 呼吸衰竭 内科学 机械通风 接收机工作特性 队列 比例危险模型 重症监护医学
作者
Lina Zhao,Jing Yang,Cong Zhou,Yunying Wang,Tao Liu
出处
期刊:Current Medical Research and Opinion [Taylor & Francis]
卷期号:38 (4): 629-636 被引量:8
标识
DOI:10.1080/03007995.2022.2038490
摘要

Objectives Acute respiratory failure increases short-term mortality in sepsis patients. Hence, in this study, we aimed to develop a novel model for predicting the risk of hospital mortality in sepsis patients with acute respiratory failure.Methods From the Medical Information Mart for Intensive Care (MIMIC)-IV database, we developed a matched cohort of adult sepsis patients with acute respiratory failure. After applying a multivariate COX regression analysis, we developed a nomogram based on the identified risk factors of mortality. Further, we evaluated the ability of the nomogram in predicting individual hospital death by the area under a receiver operating characteristic (ROC) curve.Results A total of 663 sepsis patients with acute respiratory failure were included in this study. Systolic blood pressure, neutrophil percentage, white blood cells count, mechanical ventilation, partial pressure of oxygen < 60 mmHg, abdominal cavity infection, Klebsiella pneumoniae and Acinetobacter baumannii infection, and immunosuppressive diseases were the independent risk factors of mortality in sepsis patients with acute respiratory failure. The area under the ROC curve of the nomogram was 0.880 (95% CI: 0.851–0.908), which provided significantly higher discrimination compared to that of the simplified acute physiology score II [0.656 (95% CI: 0.612–0.701)].Conclusion The model shows a good performance in predicting the mortality risk of patients with sepsis-related acute respiratory failure. Hence, this model can be used to evaluate the short-term prognosis of critically ill patients with sepsis and acute respiratory failure.
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
更新
PDF的下载单位、IP信息已删除 (2025-6-4)

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
dong应助hope采纳,获得10
1秒前
芋泥完成签到,获得积分10
2秒前
琪宝非宝发布了新的文献求助10
3秒前
3秒前
SciGPT应助我才是孙悟空采纳,获得10
3秒前
Owllight发布了新的文献求助10
4秒前
小二郎应助生椰拿铁采纳,获得10
6秒前
tdd完成签到,获得积分10
6秒前
7秒前
JHL发布了新的文献求助10
7秒前
7秒前
我是老大应助陈陈陈采纳,获得10
8秒前
杏子发布了新的文献求助10
9秒前
sjx发布了新的文献求助10
9秒前
吕韦霖完成签到,获得积分10
9秒前
材料若饥发布了新的文献求助200
9秒前
聪慧芷巧发布了新的文献求助10
10秒前
量子星尘发布了新的文献求助10
10秒前
10秒前
小鱼头完成签到,获得积分10
12秒前
13秒前
Mody发布了新的文献求助10
14秒前
Owen应助xiongzi采纳,获得10
14秒前
七街完成签到 ,获得积分10
14秒前
慕青应助misalia采纳,获得10
14秒前
16秒前
hoijuon应助Owllight采纳,获得10
16秒前
夏青荷发布了新的文献求助10
17秒前
可爱的函函应助JHL采纳,获得10
18秒前
zhouyan发布了新的文献求助10
18秒前
淡定的如风完成签到,获得积分10
19秒前
荆华完成签到,获得积分10
19秒前
老狗完成签到 ,获得积分10
20秒前
21秒前
smart应助bpg28采纳,获得10
21秒前
杏子完成签到,获得积分10
21秒前
HeWA发布了新的文献求助30
22秒前
23秒前
zzz发布了新的文献求助10
24秒前
zhaoyaoshi发布了新的文献求助10
25秒前
高分求助中
Ophthalmic Equipment Market by Devices(surgical: vitreorentinal,IOLs,OVDs,contact lens,RGP lens,backflush,diagnostic&monitoring:OCT,actorefractor,keratometer,tonometer,ophthalmoscpe,OVD), End User,Buying Criteria-Global Forecast to2029 2000
A new approach to the extrapolation of accelerated life test data 1000
Cognitive Neuroscience: The Biology of the Mind 1000
Cognitive Neuroscience: The Biology of the Mind (Sixth Edition) 1000
ACSM’s Guidelines for Exercise Testing and Prescription, 12th edition 588
Christian Women in Chinese Society: The Anglican Story 500
A Preliminary Study on Correlation Between Independent Components of Facial Thermal Images and Subjective Assessment of Chronic Stress 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 生物化学 物理 内科学 纳米技术 计算机科学 化学工程 复合材料 遗传学 基因 物理化学 催化作用 冶金 细胞生物学 免疫学
热门帖子
关注 科研通微信公众号,转发送积分 3961075
求助须知:如何正确求助?哪些是违规求助? 3507317
关于积分的说明 11135554
捐赠科研通 3239809
什么是DOI,文献DOI怎么找? 1790434
邀请新用户注册赠送积分活动 872380
科研通“疑难数据库(出版商)”最低求助积分说明 803150