Related Experiment Video
Updated: Jan 11, 2026

Determination of Reproductive Competence by Confirming Pubertal Onset and Performing a Fertility Assay in Mice and Rats
Published on: October 13, 2018
Urinary metabolomic biomarkers for diagnosing central precocious puberty and revealing sexual dimorphism
Lingling Wen1, Sheng Wu1, Jingxia Wu1
1Department of Electronic Science, Fujian Provincial Key Laboratory of Plasma and Magnetic Resonance, Xiamen University, Xiamen, Fujian 361005, China.
Insights
Urinary metabolomics identified novel biomarkers for diagnosing central precocious puberty (CPP) and revealed sex-specific metabolic differences. This approach offers a less invasive diagnostic method for CPP, aiding in early detection and management.
Area of Science:
- Endocrinology
- Metabolomics
- Pediatric Health
Background:
- Central precocious puberty (CPP) incidence is increasing, necessitating early detection to prevent adverse outcomes.
- Current diagnostic methods for CPP are invasive and inconsistent.
- Metabolomics offers a promising avenue for identifying novel biomarkers and understanding CPP mechanisms.
Purpose of the Study:
- To identify and validate urinary metabolomic biomarkers for CPP diagnosis.
- To elucidate sex-dimorphic metabolic mechanisms underlying CPP.
- To develop non-invasive diagnostic approaches for CPP.
Main Methods:
- NMR-based metabolomics was employed to analyze urine samples from CPP patients and controls.
- Statistical analyses, including LASSO regression and logistic regression, identified potential CPP biomarkers.
- Machine learning models (random forest, LR, SVM) were used for validation and ROC curve analysis.
Main Results:
- Multiple potential biomarkers were identified for CPP in both girls and boys.
- Selected biomarker panels achieved high diagnostic accuracy with AUCs up to 0.984.
- Eight gender-specific metabolic markers were identified, highlighting sexual dimorphism in CPP.
Conclusions:
- Distinct metabolic differences exist between CPP children and controls, with significant gender variations.
- Obesity is a risk factor for CPP in girls; CPP boys show accelerated amino acid turnover and bone growth.
- Findings support the development of gender-specific diagnostic approaches and potential metabolic interventions for CPP.
Background:
The incidence of central precocious puberty (CPP) is rising, especially during the COVID-19 pandemic. Early detection is crucial to prevent adverse outcomes in affected children. Current diagnostic methods are invasive and inconsistent, necessitating less invasive approach. Metabolomics offers a novel method to reveal CPP mechanisms and identify biomarkers.
Objectives:
This study aims to identify and validate urinary metabolomic biomarkers for the diagnosis of CPP and to elucidate the sex-dimorphic metabolic mechanisms underlying this condition, with the ultimate goal of developing non-invasive diagnostic approaches.
Methods:
Urine samples from CPP patients and aged-matched controls were analyzed using NMR-based metabolomics. Statistical analyses identified potential CPP biomarkers. LASSO regression and binary logistic regression (LR) screened diagnostic groups, validated using random forest, LR and support vector machine to generate receiver operating characteristic (ROC) curves and calculate area under curves (AUCs). Direct comparison between CPP boys and girls discerned gender-specific metabolic characteristics.
Results:
The study identified 13, 13, 17 and 12 potential markers for CPP girls versus prepubertal/adolescent girls, and CPP boys versus prepubertal/adolescent boys, respectively. Diagnostic groups with 7, 3, 3 and 3 biomarkers were selected, yielding mean AUCs of 0.928, 0.942, 0.984 and 0.865. Eight gender-specific markers were identified.
Conclusions:
The study reveals distinct metabolic differences between CPP children and controls, with gender variations. Obesity is a risk factors for CPP in girls, while CPP boys exhibit faster amino acid turnover and bone growth. Gender comparison shows distinct metabolic profiles, confirming sexual dimorphism in CPP presentation. These findings suggest that metabolic regulation interventions may be beneficial in managing CPP and highlight the need for gender-specific diagnostic approaches.
Related Concept Videos
Signs of Puberty
Pharmacokinetics in Pediatric Patients: Drug Metabolism
Urine Studies I: Urinalysis

