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

IF 4.7 2区 医学 Q1 OPHTHALMOLOGY
Jessica R Crawshaw, Eamonn A Gaffney, Michael Gertz, Philip K Maini, Antonello Caruso
{"title":"Modeling the Ocular Pharmacokinetics and Pharmacodynamics of Ranibizumab for Improved Understanding and Data Collection Strategies in Ocular Diseases.","authors":"Jessica R Crawshaw, Eamonn A Gaffney, Michael Gertz, Philip K Maini, Antonello Caruso","doi":"10.1167/iovs.66.6.20","DOIUrl":null,"url":null,"abstract":"<p><strong>Purpose: </strong>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.</p><p><strong>Methods: </strong>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.</p><p><strong>Results: </strong>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.</p><p><strong>Conclusions: </strong>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.</p>","PeriodicalId":14620,"journal":{"name":"Investigative ophthalmology & visual science","volume":"66 6","pages":"20"},"PeriodicalIF":4.7000,"publicationDate":"2025-06-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12155695/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Investigative ophthalmology & visual science","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1167/iovs.66.6.20","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"OPHTHALMOLOGY","Score":null,"Total":0}
引用次数: 0

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.

模拟雷尼单抗的眼部药代动力学和药效学,以提高对眼部疾病的理解和数据收集策略。
目的:提高我们对抗血管内皮生长因子(VEGF)疗法(如雷尼单抗)的眼药代动力学和药效学的理解,对于提高一系列视网膜疾病的治疗策略至关重要,并将有助于开发新的抗VEGF候选药物。方法:在这项研究中,我们检查了玻璃体内注射雷尼单抗的双室药代动力学/药效学模型,以了解其对眼部VEGF抑制的影响。我们使用贝叶斯推理从健康食蟹猕猴的房水数据中推断出模型参数。我们利用这种方法来探索数据中各种不确定性的来源,为尽量减少可避免的不确定性提供实用建议。结果:该模型提供了雷尼单抗药代动力学和药效学的可靠描述,确定房水中VEGF浓度-时间曲线的恢复区域是精确估计参数的关键。我们的研究结果建议在未来的研究中重点关注这一区域,以获得最佳的数据收集。我们考虑了标准数据校正技术,以减少量化下限带来的数据不确定性,确定了最适合该模型和数据的技术。使用贝叶斯方法,我们推断雷尼单抗解离常数的平均后验分布为1459±98 pM,这是一个药效学参数,在文献中具有显著的可变性。结论:本研究扩展了我们对雷尼单抗眼药代动力学和药效学的理解,并为临床试验和新型抗vegf疗法的开发提供了增强数据收集方案的理论见解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
CiteScore
6.90
自引率
4.50%
发文量
339
审稿时长
1 months
期刊介绍: Investigative Ophthalmology & Visual Science (IOVS), published as ready online, is a peer-reviewed academic journal of the Association for Research in Vision and Ophthalmology (ARVO). IOVS features original research, mostly pertaining to clinical and laboratory ophthalmology and vision research in general.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信