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Development and validation of a nomogram for predicting Mycoplasma pneumoniae pneumonia in adults
Yuan Ren1, Yan Wang2, Ruifeng Liang1
1Department of Environmental Health, School of Public Health, Shanxi Medical University, Taiyuan, 030001, Shanxi, China.
Abstract:
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.
Insights
Predicting Mycoplasma pneumoniae pneumonia (MPP) in adults is crucial. A new nomogram model accurately identifies high-risk patients using factors like age, temperature, cough, dizziness, CRP, and tree-in-bud sign.
Area of Science:
- Pulmonology
- Infectious Diseases
- Medical Diagnostics
Background:
- Mycoplasma pneumoniae pneumonia (MPP) is a common cause of community-acquired pneumonia (CAP) in adults.
- Early identification of high-risk patients is essential for timely intervention and management.
Purpose of the Study:
- To identify predictors of MPP in adults.
- To develop and validate a nomogram predictive model for MPP risk assessment.
Main Methods:
- Retrospective analysis of clinical data from 337 adult CAP patients.
- Logistic regression for predictor screening and nomogram development.
- ROC curve, calibration curves, C-index, and DCA for model validation.
Main Results:
- Age, body temperature, dry cough, dizziness, CRP, and tree-in-bud sign were significant predictors of MPP.
- The nomogram demonstrated high accuracy (C-index: 0.836) and good calibration.
- Validation sets showed strong predictive performance (AUROC: 0.829-0.847).
Conclusions:
- The developed nomogram is an accurate tool for predicting MPP risk in adults.
- This model aids clinicians in early identification of high-risk individuals.
- Facilitates informed drug selection and clinical decision-making for MPP management.
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