ArticleThe journal of pediatric pharmacology and therapeutics : JPPT : the official journal of PPAG2026
External Pharmacokinetic Model Evaluation of Caffeine in Critically Ill Neonates With Heart Disease Using Data Collected From a Pragmatic Platform Trial.
Article in The journal of pediatric pharmacology and therapeutics : JPPT : the official journal of PPAG, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
13 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
objectiveWhile most population pharmacokinetic (PopPK) models undergo internal validation, few pediatric PopPK models undergo external evaluation. We aimed to externally evaluate a previously developed PopPK model of caffeine in neonates with congenital heart disease using data collected from a pragmatic platform trial.
methodsWe prospectively enrolled neonates with congenital heart disease who received caffeine per standard of care for prostaglandin-associated apnea and collected opportunistic or scavenged pharmacokinetic samples in a pragmatic platform trial. The predictive performance of the PopPK model was evaluated using model prediction error (PE), mean prediction error (MPE), mean absolute prediction error (MAPE), proportion of predicted values within 20% (F20) and 30% (F30) of observed values, prediction-corrected visual predictive checks, and normalized prediction distribution errors. Dosing simulations were conducted to match exposures seen in preterm infants.
resultsFourteen neonates contributed 37 pharmacokinetic samples to the validation cohort. The model demonstrated strong quantitative predictive performance (PE -0.18 mg/L, MPE -1.3%, and MAPE 13.3%, F20 79%, and F30 88%), meeting predefined thresholds. Graphical diagnostics supported model accuracy. Dosing simulations revealed lower caffeine exposures in neonates with congenital heart disease, particularly after cardiopulmonary bypass, than in preterm neonates without heart disease.
conclusionsExternal evaluation of a pediatric PopPK model using data from a pragmatic platform trial was successful. Our external evaluation supports broader adoption of pragmatic platform trials for pediatric model development and evaluation. These studies can inform starting doses for future trials, which cannot necessarily be extrapolated from other populations due to variability in drug disposition.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.