Drug Concentration Thresholds Predictive of Therapy Failure and Death in Children With Tuberculosis: Bread Crumb

Soumya Swaminathan1, Jotam G Pasipanodya2, Geetha Ramachandran1

  • 1National Institute for Research in Tuberculosis, Chennai, India.

Abstract

Insights

New antibiotic target concentrations for pediatric tuberculosis treatment were identified. Lower peak concentrations of pyrazinamide and rifampin predict treatment failure and death in children.

Area of Science:

  • Pharmacokinetics and Pharmacodynamics
  • Pediatric Infectious Diseases
  • Artificial Intelligence in Medicine

Background:

  • The relationship between drug concentrations and clinical outcomes in pediatric tuberculosis is not well understood.
  • Optimal target concentrations for drug dosing in children with tuberculosis remain unknown.

Purpose of the Study:

  • To identify key predictors of treatment failure and death in children with tuberculosis.
  • To establish target drug concentrations for optimizing tuberculosis treatment in pediatric populations.

Main Methods:

  • Compartmental pharmacokinetic analyses were used to model plasma drug concentrations in Indian children with tuberculosis.
  • Artificial intelligence algorithms, including random forests, identified predictors of clinical outcomes from 30 variables.
  • Children were monitored through therapy to determine treatment success, failure, or death.

Main Results:

  • High variability in isoniazid, rifampin, and pyrazinamide concentrations was observed.
  • Pyrazinamide peak concentration <38.10 mg/L and rifampin peak concentration <3.01 mg/L were significant predictors of therapy failure or death.
  • Isoniazid exhibited concentration-dependent antagonism with rifampin and pyrazinamide, increasing the risk of treatment failure.

Conclusions:

  • New antibiotic target concentrations have been identified for pediatric tuberculosis.
  • These concentrations serve as potential biomarkers for predicting treatment failure and mortality in children with tuberculosis.

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