Evidence map›Paper›PMID 42527726›Full record

ArticleJournal of pharmacokinetics and pharmacodynamics2026

External validation of population pharmacokinetic models of adalimumab in adult patients with inflammatory bowel disease: towards model-informed precision dosing.

Irene Aguilo-Lafarga, Tonet Serés-Noriega, Vicente Gimeno-Ballester, Pilar Antonia Corsino Roche, Raquel Vicente Lidon, Eva Maria Sierra Moros, Sonia Gallego, Santiago Garcia Lopez, Maria Reyes Abad Sazatornil

Abstract readValidation Study
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In one paragraph

Article in Journal of pharmacokinetics and pharmacodynamics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

9 authors.

Irene Aguilo-LafargaHospital Pharmacy Service, Hospital Universitario Miguel Servet, P.º de Isabel la Católica, 1-3, Zaragoza, 50009, Spain. ireneaguilolafarga@gmail.com.ORCID http://orcid.org/0000-0002-9431-6967
Tonet Serés-NoriegaEndocrinology and Nutrition, Centro Médico Milenium, Zaragoza, Spain.ORCID http://orcid.org/0000-0003-4974-0969
Vicente Gimeno-BallesterHospital Pharmacy Service, Hospital Universitario Miguel Servet, P.º de Isabel la Católica, 1-3, Zaragoza, 50009, Spain.ORCID http://orcid.org/0000-0002-9066-7903
Pilar Antonia Corsino RocheInflammatory Bowel Disease Unit, Gastroenterology and Digestive System Department, Hospital Universitario Miguel Servet, Zaragoza, Spain.
Raquel Vicente LidonInflammatory Bowel Disease Unit, Gastroenterology and Digestive System Department, Hospital Universitario Miguel Servet, Zaragoza, Spain.
Eva Maria Sierra MorosInflammatory Bowel Disease Unit, Gastroenterology and Digestive System Department, Hospital Universitario Miguel Servet, Zaragoza, Spain.
Sonia GallegoInflammatory Bowel Disease Unit, Gastroenterology and Digestive System Department, Hospital Universitario Miguel Servet, Zaragoza, Spain.
Santiago Garcia LopezInflammatory Bowel Disease Unit, Gastroenterology and Digestive System Department, Hospital Universitario Miguel Servet, Zaragoza, Spain.
Maria Reyes Abad SazatornilHospital Pharmacy Service, Hospital Universitario Miguel Servet, P.º de Isabel la Católica, 1-3, Zaragoza, 50009, Spain.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Inflammatory bowel disease (IBD) has variability in the pharmacokinetics of adalimumab, which may predispose patients to subtherapeutic concentrations, therapeutic failure, and/or drug immunogenicity. Population pharmacokinetic (popPK) models estimate individual pharmacokinetic parameters and allow to personalize therapeutic regimens through Model-Informed Precision Dosing (MIPD). This retrospective, longitudinal study evaluated the predictive performance of six popPK models of adalimumab in adult patients with IBD treated at a tertiary hospital. The adequacy and prediction of the models were externally validated using visual analysis of the goodness-of-fit (GOF) plots, prediction-corrected visual predicted checks (pcVPC), analysis of residuals, and statistical metrics such as the Akaike Information Criteria. Bias and prediction were also calculated using mean prediction error, mean absolute percentage error and root mean square error. Bootstrap resampling was applied for statistical comparisons. Pharmacokinetic parameters were estimated using Bayesian methods and compared to theoretical values. A total of 201 subjects were included, 88% with Crohn's disease, mean age 48.6 (± 16.2) years, 44.8% women. Overall, Berends and Vande Casteele models demonstrated the best predictive performance in the majority of comparative analyses: higher coverage in pcVPC and correlation between observed and predicted values, lower bias and precision values, the lowest AIC, and a homogeneous distribution of residuals. However, both models overestimated adalimumab population clearance. These findings support the application of the Berends and Vande Casteele models in clinical MIPD strategies. Therefore, pending broader evidence in different populations, driving MIPD adoption is critical to optimize adalimumab regimens and maximize sustained clinical outcomes.

Indexed as

AdalimumabAnti-Inflammatory AgentsInflammatory Bowel DiseasesModels, BiologicalAdultAgedBayes TheoremCrohn DiseaseDose-Response Relationship, DrugFemaleHumansLongitudinal StudiesMaleMiddle AgedPrecision MedicineRetrospective StudiesAdalimumabAnti-Inflammatory AgentsAdalimumabInflammatory bowel diseasesPharmacokineticsPopulation pharmacokineticsPrecision medicine

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Registered trials

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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.