Establishment and validation of a prediction model for myocarditis in Chinese children below 14 years old: a protocol

Lifeng Wu1, Weidan Ji1, Yumao Huang2

  • 1Department of Clinical Laboratory, The Third Affiliated Hospital of Wenzhou Medical University, Ruian 325200, Zhejiang, People's Republic of China.

BMJ Open
|December 21, 2023
PubMed

Insights

This study develops a predictive model for early childhood myocarditis, aiming to improve diagnosis. The model assesses patient condition at onset to predict myocarditis probability, aiding clinical decisions.

Area of Science:

  • Pediatric Cardiology
  • Biomarker Analysis
  • Predictive Modeling

Background:

  • Paediatric myocarditis is a rare inflammatory condition with often subtle early symptoms.
  • Cardiac troponin I is an indicator but lacks definitive diagnostic specificity and can fluctuate.
  • Current diagnostic methods like the Dallas criteria are invasive and unsuitable for children.

Purpose of the Study:

  • To develop a predictive model for early childhood myocarditis using logistic regression.
  • To assess patient condition at onset and provide myocarditis diagnosis probability.
  • To evaluate model performance and determine optimal clinical cut-off values.

Main Methods:

  • Multiple logistic regression analysis for model development.
  • Receiver operating characteristic (ROC) curves and calibration plots for performance evaluation.
  • Clinical decision curve analysis and bootstrapping for validation and effectiveness assessment.

Main Results:

  • The study will present a novel predictive model for paediatric myocarditis.
  • Model performance will be quantified using accuracy, calibration, and ROC analysis.
  • Optimal cut-off values and net clinical benefit will be determined for clinical utility.

Conclusions:

  • The developed model aims to enhance early diagnosis of paediatric myocarditis.
  • This tool can aid clinicians in making more informed diagnostic decisions.
  • Improved early diagnosis can lead to timely and effective treatment for affected children.
Abstract

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