Jia Feng Zheng, Meng Yao Zhang, Han Quan Dong, Bo Wang, Yong Sheng Xu
{"title":"Clinical Prediction of Necrotizing Pneumonia in Children With Mycoplasma pneumoniae: A Model Based on Early Response to Therapy.","authors":"Jia Feng Zheng, Meng Yao Zhang, Han Quan Dong, Bo Wang, Yong Sheng Xu","doi":"10.1155/carj/3623045","DOIUrl":null,"url":null,"abstract":"<p><strong>Objective: </strong>This study aimed to identify factors that predict progression to necrotizing pneumonia (NP) in children with Mycoplasma pneumoniae pneumonia (MPP) who fail to respond to initial therapy and to develop a predictive model to support early clinical decision-making.</p><p><strong>Methods: </strong>We retrospectively analyzed clinical and laboratory data of children with macrolide-unresponsive Mycoplasma pneumoniae pneumonia (MUMPP) admitted to Tianjin Children's Hospital from January 2021 to January 2025. MUMPP was defined as persistent fever (≥ 38.5°C, lasting ≥ 4 h/day) after ≥ 72 h of standardized intravenous macrolide therapy. Patients were classified into an observation group (n = 106, those who developed NP) and a control group (n = 130, those who did not). Independent predictors of NP were identified by multivariable logistic regression and incorporated into a nomogram. Model performance was evaluated using ROC analysis, calibration plots, and decision curve analysis.</p><p><strong>Results: </strong>In multivariable analysis, increased white blood cell (WBC) count (OR = 2.484, 95% CI: 1.406-4.613), longer fever duration (OR = 1.618, 95% CI: 1.217-2.193), pleural effusion (OR = 3.955, 95% CI: 1.664-10.00), and elevated C-reactive protein (CRP) (OR = 2.152, 95% CI: 1.547-3.074) were independently associated with NP among children with MPP after initial treatment failure. Calibration curves indicated close agreement between predicted and observed risks in both the derivation cohort (p = 0.588) and the validation cohort (p = 0.424). The model showed good discrimination, with an AUC of 0.848 (95% CI: 0.789-0.908) in the derivation cohort and 0.889 (95% CI: 0.815-0.963) in the validation cohort. Decision curve analysis suggested net clinical benefit across relevant threshold probabilities.</p><p><strong>Conclusion: </strong>Among children with MUMPP, higher WBC count, prolonged fever, pleural effusion, and higher CRP identify increased risk of NP.</p>","PeriodicalId":9416,"journal":{"name":"Canadian respiratory journal","volume":"2026 1","pages":"e3623045"},"PeriodicalIF":2.1000,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13438169/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Canadian respiratory journal","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1155/carj/3623045","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"RESPIRATORY SYSTEM","Score":null,"Total":0}
引用次数: 0
Abstract
Objective: This study aimed to identify factors that predict progression to necrotizing pneumonia (NP) in children with Mycoplasma pneumoniae pneumonia (MPP) who fail to respond to initial therapy and to develop a predictive model to support early clinical decision-making.
Methods: We retrospectively analyzed clinical and laboratory data of children with macrolide-unresponsive Mycoplasma pneumoniae pneumonia (MUMPP) admitted to Tianjin Children's Hospital from January 2021 to January 2025. MUMPP was defined as persistent fever (≥ 38.5°C, lasting ≥ 4 h/day) after ≥ 72 h of standardized intravenous macrolide therapy. Patients were classified into an observation group (n = 106, those who developed NP) and a control group (n = 130, those who did not). Independent predictors of NP were identified by multivariable logistic regression and incorporated into a nomogram. Model performance was evaluated using ROC analysis, calibration plots, and decision curve analysis.
Results: In multivariable analysis, increased white blood cell (WBC) count (OR = 2.484, 95% CI: 1.406-4.613), longer fever duration (OR = 1.618, 95% CI: 1.217-2.193), pleural effusion (OR = 3.955, 95% CI: 1.664-10.00), and elevated C-reactive protein (CRP) (OR = 2.152, 95% CI: 1.547-3.074) were independently associated with NP among children with MPP after initial treatment failure. Calibration curves indicated close agreement between predicted and observed risks in both the derivation cohort (p = 0.588) and the validation cohort (p = 0.424). The model showed good discrimination, with an AUC of 0.848 (95% CI: 0.789-0.908) in the derivation cohort and 0.889 (95% CI: 0.815-0.963) in the validation cohort. Decision curve analysis suggested net clinical benefit across relevant threshold probabilities.
Conclusion: Among children with MUMPP, higher WBC count, prolonged fever, pleural effusion, and higher CRP identify increased risk of NP.
期刊介绍:
Canadian Respiratory Journal is a peer-reviewed, Open Access journal that aims to provide a multidisciplinary forum for research in all areas of respiratory medicine. The journal publishes original research articles, review articles, and clinical studies related to asthma, allergy, COPD, non-invasive ventilation, therapeutic intervention, lung cancer, airway and lung infections, as well as any other respiratory diseases.