Quantitative Systems Pharmacology-Based Digital Twins Approach Supplements Clinical Trial Data for Enzyme Replacement Therapies in Pompe Disease

IF 6.3 2区 医学 Q1 PHARMACOLOGY & PHARMACY
Chanchala Kaddi, Mengdi Tao, Silke Bergeler, Kelly George, Hugo Geerts, Piet H. van der Graaf, Julie L. Batista, Meredith Foster, Catherine Ortemann-Renon, Atef Zaher, Kristina An Haack, Susana Zaph
{"title":"Quantitative Systems Pharmacology-Based Digital Twins Approach Supplements Clinical Trial Data for Enzyme Replacement Therapies in Pompe Disease","authors":"Chanchala Kaddi,&nbsp;Mengdi Tao,&nbsp;Silke Bergeler,&nbsp;Kelly George,&nbsp;Hugo Geerts,&nbsp;Piet H. van der Graaf,&nbsp;Julie L. Batista,&nbsp;Meredith Foster,&nbsp;Catherine Ortemann-Renon,&nbsp;Atef Zaher,&nbsp;Kristina An Haack,&nbsp;Susana Zaph","doi":"10.1002/cpt.3498","DOIUrl":null,"url":null,"abstract":"<p>Pompe disease is a rare, progressive neuromuscular disease caused by deficient lysosomal glycogen degradation, and includes both late-onset (LOPD) and severe infantile-onset (IOPD) phenotypes. Due to very small patient numbers in IOPD and the high phenotypic heterogeneity observed in this population, a quantitative systems pharmacology (QSP)-based “digital twin” approach was developed to perform an <i>in silico</i> comparison of the efficacy of avalglucosidase alfa vs. the standard of care, in a virtual population of IOPD patients. A QSP model was developed that represents key elements of Pompe disease pathophysiology, including tissue glycogen accumulation and the elevation of the biomarker urine Hex4 in both LOPD and IOPD patients. In this approach, the QSP model was used to generate digital twins of each IOPD patient enrolled in the avalglucosidase alfa clinical program, considering their respective disease burden, demographics, and treatment history. This virtual cohort supplemented clinical observations by simulating and comparing tissue glycogen and urine Hex4 following avalglucosidase alfa treatment vs. the standard of care. The digital twin analysis supports the interpretation that the enhanced reduction in urine Hex4 observed following avalglucosidase alfa treatment is attributable to greater tissue glycogen clearance. Overall, this study provides mechanism-based insight into avalglucosidase alfa efficacy across the phenotypic spectrum of Pompe disease and demonstrates the value of applying a QSP-based digital twin analysis to support rare disease drug development.</p>","PeriodicalId":153,"journal":{"name":"Clinical Pharmacology & Therapeutics","volume":"117 2","pages":"579-588"},"PeriodicalIF":6.3000,"publicationDate":"2024-12-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Clinical Pharmacology & Therapeutics","FirstCategoryId":"3","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1002/cpt.3498","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"PHARMACOLOGY & PHARMACY","Score":null,"Total":0}
引用次数: 0

Abstract

Pompe disease is a rare, progressive neuromuscular disease caused by deficient lysosomal glycogen degradation, and includes both late-onset (LOPD) and severe infantile-onset (IOPD) phenotypes. Due to very small patient numbers in IOPD and the high phenotypic heterogeneity observed in this population, a quantitative systems pharmacology (QSP)-based “digital twin” approach was developed to perform an in silico comparison of the efficacy of avalglucosidase alfa vs. the standard of care, in a virtual population of IOPD patients. A QSP model was developed that represents key elements of Pompe disease pathophysiology, including tissue glycogen accumulation and the elevation of the biomarker urine Hex4 in both LOPD and IOPD patients. In this approach, the QSP model was used to generate digital twins of each IOPD patient enrolled in the avalglucosidase alfa clinical program, considering their respective disease burden, demographics, and treatment history. This virtual cohort supplemented clinical observations by simulating and comparing tissue glycogen and urine Hex4 following avalglucosidase alfa treatment vs. the standard of care. The digital twin analysis supports the interpretation that the enhanced reduction in urine Hex4 observed following avalglucosidase alfa treatment is attributable to greater tissue glycogen clearance. Overall, this study provides mechanism-based insight into avalglucosidase alfa efficacy across the phenotypic spectrum of Pompe disease and demonstrates the value of applying a QSP-based digital twin analysis to support rare disease drug development.

基于定量系统药理学的数字双胞胎方法补充了庞贝病酶替代疗法的临床试验数据。
庞贝病是一种罕见的进行性神经肌肉疾病,由溶酶体糖原降解缺陷引起,包括迟发性(LOPD)和严重的婴儿期(IOPD)表型。由于IOPD患者数量非常少,并且在该人群中观察到高表型异质性,因此开发了一种基于定量系统药理学(QSP)的“数字双胞胎”方法,以在虚拟的IOPD患者人群中对avalglucosidase alfa与标准护理的疗效进行计算机比较。研究人员建立了一个QSP模型,该模型代表了Pompe病病理生理学的关键要素,包括LOPD和IOPD患者的组织糖原积累和尿液生物标志物Hex4的升高。在这种方法中,QSP模型被用来生成每个参加avalglucosidase alfa临床项目的IOPD患者的数字双胞胎,考虑他们各自的疾病负担、人口统计学和治疗史。这个虚拟队列通过模拟和比较avalglucosidase alfa治疗与标准治疗后的组织糖原和尿Hex4来补充临床观察。数字孪生分析支持这样的解释,即在avalglucosidase alfa治疗后观察到的尿Hex4的增强减少可归因于更大的组织糖原清除。总的来说,本研究提供了基于机制的见解,了解avalglucosidase alfa在庞贝病表型谱中的功效,并证明了应用基于qsp的数字双胞胎分析来支持罕见病药物开发的价值。
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
12.70
自引率
7.50%
发文量
290
审稿时长
2 months
期刊介绍: Clinical Pharmacology & Therapeutics (CPT) is the authoritative cross-disciplinary journal in experimental and clinical medicine devoted to publishing advances in the nature, action, efficacy, and evaluation of therapeutics. CPT welcomes original Articles in the emerging areas of translational, predictive and personalized medicine; new therapeutic modalities including gene and cell therapies; pharmacogenomics, proteomics and metabolomics; bioinformation and applied systems biology complementing areas of pharmacokinetics and pharmacodynamics, human investigation and clinical trials, pharmacovigilence, pharmacoepidemiology, pharmacometrics, and population pharmacology.
×
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:481959085
Book学术官方微信