Development and validation of a nomogram for predicting Mycoplasma pneumoniae pneumonia in adults

列线图 接收机工作特性 单变量 逻辑回归 医学 一致性 肺炎 曲线下面积 多元统计 单变量分析 多元分析 内科学 统计 数学
作者
Yuan Ren,Yan Wang,Ru‐Ping Liang,Bin Hao,Hongxia Wang,Jing Yuan,Lin Wang,Zhizun Guo,Jianwei Zhang
出处
期刊:Scientific Reports [Nature Portfolio]
卷期号:12 (1) 被引量:1
标识
DOI:10.1038/s41598-022-26565-5
摘要

The study aimed to explore predictors of Mycoplasma pneumoniae pneumonia (MPP) in adults and develop a nomogram predictive model in order to identify high-risk patients early. We retrospectively analysed the clinical data of a total of 337 adult patients with community-acquired pneumonia (CAP) and divided them into MPP and non-MPP groups according to whether they were infected with MP. Univariate and multivariate logistic regression analyses were used to screen independent predictors of MPP in adults and to developed a nomogram model. Receiver operating characteristic (ROC) curve, calibration curve, concordance index (C-index), and decision curve analysis (DCA) were used for the validation of the evaluation model. Finally, the nomogram was further evaluated by internal verification. Age, body temperature, dry cough, dizziness, CRP and tree-in-bud sign were independent predictors of MPP in adults (P < 0.05). The nomogram showed high accuracy with C-index of 0.836 and well-fitted calibration curves in both the training and validation sets. The area under the receiver operating curve (AUROC) was 0.829 (95% CI 0.774-0.883) for the training set and 0.847 (95% CI 0.768-0.925) for the validation set. This nomogram prediction model can accurately predict the risk of MPP occurrence in adults, which helps clinicians identify high-risk patients at an early stage and make drug selection and clinical decisions.

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
SciGPT应助wlywdb采纳,获得10
刚刚
刚刚
wenchong完成签到,获得积分10
刚刚
1秒前
大个应助研友_8op0RL采纳,获得50
1秒前
1秒前
Orange应助阿嗣采纳,获得30
1秒前
荣枫发布了新的文献求助10
2秒前
zyeel发布了新的文献求助10
2秒前
3秒前
4秒前
背包包包完成签到,获得积分10
4秒前
所所应助乾三采纳,获得10
4秒前
5秒前
5秒前
CR7应助锦鲤附体幸运儿采纳,获得20
5秒前
LMX发布了新的文献求助10
5秒前
5秒前
碧蓝的凤发布了新的文献求助80
5秒前
zoeky发布了新的文献求助10
5秒前
6秒前
6秒前
6秒前
onlyone应助queen814采纳,获得30
6秒前
onlyone应助queen814采纳,获得10
6秒前
6秒前
meng应助queen814采纳,获得10
6秒前
wanci应助queen814采纳,获得10
6秒前
LMH完成签到 ,获得积分10
7秒前
bubuyier完成签到,获得积分10
7秒前
7秒前
YY发布了新的文献求助10
7秒前
慕青应助戴路采纳,获得10
7秒前
8秒前
8秒前
充电宝应助JIN0采纳,获得30
8秒前
向阳而生完成签到,获得积分10
8秒前
每天只有10积分完成签到,获得积分10
8秒前
云駃完成签到,获得积分10
9秒前
haoshuo发布了新的文献求助10
9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
Autoparametric Resonance in Mechanical Systems 1000
Effects of Two Weeks of Red Light Therapy on Choroidal Thickness and Axial Length in Young Adults 700
Cosmos as Art Object: Studies in Plato's Timaeus and Other Dialogues 600
Management and the Arts 510
Matrix Methods in Data Mining and Pattern Recognition Second Edition 510
Auslegungsgeschichte 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 7663229
求助须知:如何正确求助?哪些是违规求助? 9233058
关于积分的说明 19861894
捐赠科研通 7231917
什么是DOI,文献DOI怎么找? 3282463
关于科研通互助平台的介绍 2441861
邀请新用户注册赠送积分活动 2283368