Evidence map›Paper›PMID 41313259›Full record

ArticleThe Journal of antimicrobial chemotherapy2026

Development of population pharmacokinetic models of total and free piperacillin in critically ill children and young adults for Monte Carlo simulations and model-informed precision dosing.

Sonya Tang Girdwood, H Rhodes Hambrick, Ronaldo Morales Junior, Nieko Punt, Peter Tang, Calise Curry, Patrick Lahni, Rhonda Jones, Erin Stoneman, Abigayle Gibson and 1 more

Abstract read
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Article in The Journal of antimicrobial chemotherapy, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

  1. Observational
  2. Observational
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

11 authors.

Sonya Tang GirdwoodDivision of Translational and Clinical Pharmacology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA.ORCID 0000-0001-7737-8499
H Rhodes HambrickDivision of Nephrology, Ann and Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, USA.
Ronaldo Morales JuniorDivision of Translational and Clinical Pharmacology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA.
Nieko PuntMedimatics, Maastricht, The Netherlands.
Peter TangDepartment of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, USA.
Calise CurryDivision of Hospital Medicine, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA.
Patrick LahniDivision of Critical Care Medicine, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA.
Rhonda JonesDivision of Critical Care Medicine, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA.
Erin StonemanDivision of Critical Care Medicine, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA.
Abigayle GibsonDivision of Critical Care Medicine, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA.
Jennifer KaplanDepartment of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, USA.

Funding

T32 Cincinnati Pediatric Clinical Pharmacology Training ProgramT32HD069054 · NICHD · CINCINNATI CHILDRENS HOSP MED CTR · PI TRACY A GLAUSER, Sonya C Tang Girdwood · 2011 to 2026
$3.0M
Antibiotic Model-Informed Precision Dosing in Critical IllnessR35GM146701 · NIGMS · CINCINNATI CHILDRENS HOSP MED CTR · PI Sonya C Tang Girdwood · 2022 to 2026
$2.0M
CCHMC Arnold Strauss Fellow AwardCincinnati Children's Hospital Medical Center (CCHMC) Hospital Medicine Fellow AwardGerber Foundation Novice Research AwardNICHD NIH HHS T32 HD069054NICHD Pediatric Clinical Pharmacology Fellowship 5T32HD069054NIGMS NIH HHS R35 GM146701NIGMS R35 1R35 GM146701
6 · The paper itself

Abstract

objectivesWe sought to develop population pharmacokinetic (PopPK) models of total and free piperacillin in critically ill children and young adults. We investigated the impact of kidney function and injury biomarkers and the effect of time on pharmacokinetic (PK) parameters.

methodsWe enrolled patients admitted to a paediatric ICU and prescribed piperacillin/tazobactam. We collected residual blood from clinical samples for total and free piperacillin concentrations. PopPK models were developed using nonlinear mixed effects modelling. Specific covariates of interest included time after antibiotic initiation, using a 48 h threshold, and urine neutrophil gelatinase-associated lipocalin (uNGAL), a tubular injury biomarker. Monte Carlo simulations investigated target attainment using different dosing regimens.

resultsTotal (n = 695) and free concentrations (n = 639) from 139 patients were best described by two-compartment models. Creatinine-based estimated glomerular filtration rate (eGFR), uNGAL, and time >48 h after initial dosing were significant covariates of both total and free piperacillin clearance. Regarding central volume, albumin and cumulative fluid balance were significant covariates on total and free piperacillin, respectively. Simulations showed a common regimen of 100 mg/kg piperacillin/tazobactam every 6 h over a 30 min infusion is only sufficient for targeting bacteria with MICs of 2 mg/L or less in patients >30 kg with eGFR <150 mL/min/1.73 m2 or <30 kg with eGFR <90 mL/min/1.73 m2.

conclusionUsing a large sample of critically ill children, we developed total and free piperacillin population PK models and newly identified uNGAL and time as significant covariates on piperacillin clearance. These models may be used for model-informed precision dosing after external validation.

Indexed as

Anti-Bacterial AgentsPiperacillinAdolescentChildChild, PreschoolCritical IllnessFemaleHumansInfantMaleMonte Carlo MethodPiperacillin, Tazobactam Drug CombinationYoung AdultAnti-Bacterial AgentsPiperacillinPiperacillin, Tazobactam Drug Combination

Identifiers

PMID41313259
PMCPMC12724257

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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.