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Association between normalized Mycoplasma pneumoniae sequence reads and severity of pediatric pneumonia: a
Xiaoting Pan1,2, Jingjing Li1,2, Haibo Li2
1Department of Allergy and Immunology, Fujian Children's Hospital, Fujian Branch of Shanghai Children's Medical Center, College of Clinical Medicine for Obstetrics & Gynecology and Pediatrics, Fujian Medical University, Fuzhou, China.
Background:
Mycoplasma pneumoniae (MP) is a leading cause of pediatric community-acquired pneumonia (CAP), with an increasing proportion of severe cases in the post-coronavirus disease 2019 (COVID-19) era. High-throughput targeted next-generation sequencing (tNGS) enables semi-quantitative detection of MP; however, the clinical significance of normalized MP sequence reads derived from oropharyngeal swabs remains unclear. This study aimed to explore whether normalized MP sequence reads from oropharyngeal swabs can serve as a biomarker for early assessment of disease severity in pediatric MP pneumonia (MPP).
Methods:
In this cross-sectional study, 262 consecutive children with MPP were enrolled from January to December 2023 at Fujian Children's Hospital. Clinical and laboratory data were retrospectively reviewed. Normalized MP sequence reads were derived from pre-antibiotic oropharyngeal swabs and processed using a standardized fastp/Bowtie2 bioinformatics pipeline. Severe MPP (SMPP) was defined according to the 2019 Chinese Guidelines for the Management of CAP in Children. Associations between MP reads and disease severity were assessed using multivariable logistic regression, adjusting for age, sex, fever duration, coinfection, and A2063G mutation status. Model discrimination, calibration, and incremental value were evaluated using area under the curve (AUC), DeLong test, Hosmer-Lemeshow test, bootstrap validation, integrated discrimination improvement (IDI), continuous net reclassification improvement (NRI), and decision curve analysis (DCA).
Results:
Among 262 children (median age 6.3 years; 55.3% male), 131 were classified as SMPP and 131 as general MPP (GMPP). Compared with GMPP, SMPP patients had longer hospital stays and fever duration, higher rates of oxygen therapy, glucocorticoids, and second-line antibiotics (all P<0.05), as well as elevated inflammatory markers [C-reactive protein (CRP), D-dimer (DDi), ferritin; all P<0.05]. Normalized MP sequence reads were significantly higher in children with SMPP. After multivariable adjustment, children in the highest quartile (Q4) had a 2.69-fold increased risk of SMPP compared with those in the lowest quartile (Q1). As a standalone predictor, MP reads demonstrated modest discrimination (AUC =0.592). The clinical model achieved an AUC of 0.710, which increased to 0.723 after incorporation of MP reads (DeLong, P=0.40). Despite the modest improvement in AUC, reclassification metrics showed significant improvement (IDI =0.015, P=0.01; continuous NRI did not reach statistical significance), and DCA demonstrated greater net clinical benefit for the full model across a broad range of threshold probabilities. The full model showed good calibration and stability in bootstrap validation.
Conclusions:
Normalized MP sequence reads are independently associated with disease severity and systemic inflammatory burden in pediatric MPP. Although their standalone discriminatory capacity is limited, incorporation into a clinical model provides meaningful incremental predictive value and potential utility for early SMPP risk stratification.
Insights
Normalized Mycoplasma pneumoniae (MP) sequence reads from throat swabs can help predict severe pediatric pneumonia. Higher MP reads indicate increased risk, aiding early assessment of disease severity.
Area of Science:
- Pediatric Infectious Diseases
- Respiratory Medicine
- Molecular Diagnostics
Background:
- Mycoplasma pneumoniae (MP) is a primary cause of pediatric community-acquired pneumonia (CAP).
- Severe MP pneumonia cases are increasing post-COVID-19.
- The clinical utility of normalized MP sequence reads from oropharyngeal swabs for severity assessment is not well-established.
Purpose of the Study:
- To investigate normalized MP sequence reads from oropharyngeal swabs as a potential biomarker for early assessment of disease severity in pediatric MP pneumonia (MPP).
- To evaluate the predictive value of MP sequence reads in identifying severe MPP (SMPP).
Main Methods:
- A cross-sectional study of 262 children with MPP.
- Normalized MP sequence reads were quantified from pre-antibiotic oropharyngeal swabs using targeted next-generation sequencing (tNGS).
- Multivariable logistic regression and various statistical models (AUC, IDI, NRI, DCA) were used to assess the association between MP reads and disease severity.
Main Results:
- Children with SMPP had significantly higher normalized MP sequence reads compared to general MPP.
- Higher MP reads were independently associated with increased risk of SMPP (OR 2.69 in Q4 vs Q1).
- Incorporating MP reads into a clinical model showed modest but meaningful incremental predictive value for SMPP.
Conclusions:
- Normalized MP sequence reads are independently linked to disease severity and inflammation in pediatric MPP.
- While standalone prediction is limited, MP reads enhance clinical models for early SMPP risk stratification.
- This finding suggests potential utility for tNGS-derived MP quantification in managing pediatric pneumonia.
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