Evidence map›Paper›PMID 40478563›Full record

ArticleInvestigative ophthalmology & visual science2025

Modeling the Ocular Pharmacokinetics and Pharmacodynamics of Ranibizumab for Improved Understanding and Data Collection Strategies in Ocular Diseases.

Jessica R Crawshaw, Eamonn A Gaffney, Michael Gertz, Philip K Maini, Antonello Caruso

Abstract read
In one paragraph

Article in Investigative ophthalmology & visual science, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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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

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Jessica R CrawshawWolfson Centre for Mathematical Biology, Mathematical Institute, University of Oxford, Oxford, United Kingdom.
Eamonn A GaffneyWolfson Centre for Mathematical Biology, Mathematical Institute, University of Oxford, Oxford, United Kingdom.
Michael GertzRoche Pharmaceutical Research and Early Development, Pharmaceutical Sciences, Roche Innovation Center Basel, Switzerland.
Philip K MainiWolfson Centre for Mathematical Biology, Mathematical Institute, University of Oxford, Oxford, United Kingdom.
Antonello CarusoRoche Pharmaceutical Research and Early Development, Pharmaceutical Sciences, Roche Innovation Center Basel, Switzerland.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Purpose: Improving our understanding of the ocular pharmacokinetics and pharmacodynamics of anti-vascular endothelial growth factor (VEGF) therapies, such as ranibizumab, is essential to enhance treatment strategies for a range of retinal diseases, and will help inform the development of novel anti-VEGF drug candidates. Methods: In this study, we examine a two-compartment pharmacokinetic/pharmacodynamic model of an intravitreal ranibizumab injection to understand its impact on ocular VEGF suppression. We use Bayesian inference to infer the model parameters from aqueous humor data extracted from healthy cynomolgus macaques. We leverage this approach to explore various sources of uncertainty in the data, offering practical recommendations for minimizing avoidable uncertainty. Results: The model provides a robust description of ranibizumab pharmacokinetics and pharmacodynamics, identifying the recovery region of the aqueous humor VEGF concentration-time profile as critical for the precise estimation of parameters. Our results advocate focusing on this region in future studies for optimal data collection. We consider standard data correction techniques to reduce the data uncertainty introduced by the lower limit of quantification, identifying the most preferable technique for this model and data. Using a Bayesian approach we obtain an inferred mean posterior distribution of 1459 ± 98 pM for the ranibizumab dissociation constant, a pharmacodynamic parameter with notable variability across the literature. Conclusions: This study extends our understanding of the ocular pharmacokinetics and pharmacodynamics of ranibizumab and provides theoretical insights for enhanced data collection schemes to be considered for clinical trials and in the development of novel anti-VEGF therapies.

Indexed as

Angiogenesis InhibitorsAqueous HumorModels, BiologicalRanibizumabAnimalsBayes TheoremIntravitreal InjectionsMacaca fascicularisVascular Endothelial Growth Factor AAngiogenesis InhibitorsRanibizumabVascular Endothelial Growth Factor A

Identifiers

PMID40478563
PMCPMC12155695

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