Advances in physiological and clinical relevance of hiPSC-derived brain models for precision medicine pipelines.

IF 4.2 3区 医学 Q2 NEUROSCIENCES
Frontiers in Cellular Neuroscience Pub Date : 2025-01-06 eCollection Date: 2024-01-01 DOI:10.3389/fncel.2024.1478572
Negin Imani Farahani, Lisa Lin, Shama Nazir, Alireza Naderi, Leanne Rokos, Anthony Randal McIntosh, Lisa M Julian
{"title":"Advances in physiological and clinical relevance of hiPSC-derived brain models for precision medicine pipelines.","authors":"Negin Imani Farahani, Lisa Lin, Shama Nazir, Alireza Naderi, Leanne Rokos, Anthony Randal McIntosh, Lisa M Julian","doi":"10.3389/fncel.2024.1478572","DOIUrl":null,"url":null,"abstract":"<p><p>Precision, or personalized, medicine aims to stratify patients based on variable pathogenic signatures to optimize the effectiveness of disease prevention and treatment. This approach is favorable in the context of brain disorders, which are often heterogeneous in their pathophysiological features, patterns of disease progression and treatment response, resulting in limited therapeutic standard-of-care. Here we highlight the transformative role that human induced pluripotent stem cell (hiPSC)-derived neural models are poised to play in advancing precision medicine for brain disorders, particularly emerging innovations that improve the relevance of hiPSC models to human physiology. hiPSCs derived from accessible patient somatic cells can produce various neural cell types and tissues; current efforts to increase the complexity of these models, incorporating region-specific neural tissues and non-neural cell types of the brain microenvironment, are providing increasingly relevant insights into human-specific neurobiology. Continued advances in tissue engineering combined with innovations in genomics, high-throughput screening and imaging strengthen the physiological relevance of hiPSC models and thus their ability to uncover disease mechanisms, therapeutic vulnerabilities, and tissue and fluid-based biomarkers that will have real impact on neurological disease treatment. True physiological understanding, however, necessitates integration of hiPSC-neural models with patient biophysical data, including quantitative neuroimaging representations. We discuss recent innovations in cellular neuroscience that can provide these direct connections through generative AI modeling. Our focus is to highlight the great potential of synergy between these emerging innovations to pave the way for personalized medicine becoming a viable option for patients suffering from neuropathologies, particularly rare epileptic and neurodegenerative disorders.</p>","PeriodicalId":12432,"journal":{"name":"Frontiers in Cellular Neuroscience","volume":"18 ","pages":"1478572"},"PeriodicalIF":4.2000,"publicationDate":"2025-01-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11743572/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Frontiers in Cellular Neuroscience","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.3389/fncel.2024.1478572","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2024/1/1 0:00:00","PubModel":"eCollection","JCR":"Q2","JCRName":"NEUROSCIENCES","Score":null,"Total":0}
引用次数: 0

Abstract

Precision, or personalized, medicine aims to stratify patients based on variable pathogenic signatures to optimize the effectiveness of disease prevention and treatment. This approach is favorable in the context of brain disorders, which are often heterogeneous in their pathophysiological features, patterns of disease progression and treatment response, resulting in limited therapeutic standard-of-care. Here we highlight the transformative role that human induced pluripotent stem cell (hiPSC)-derived neural models are poised to play in advancing precision medicine for brain disorders, particularly emerging innovations that improve the relevance of hiPSC models to human physiology. hiPSCs derived from accessible patient somatic cells can produce various neural cell types and tissues; current efforts to increase the complexity of these models, incorporating region-specific neural tissues and non-neural cell types of the brain microenvironment, are providing increasingly relevant insights into human-specific neurobiology. Continued advances in tissue engineering combined with innovations in genomics, high-throughput screening and imaging strengthen the physiological relevance of hiPSC models and thus their ability to uncover disease mechanisms, therapeutic vulnerabilities, and tissue and fluid-based biomarkers that will have real impact on neurological disease treatment. True physiological understanding, however, necessitates integration of hiPSC-neural models with patient biophysical data, including quantitative neuroimaging representations. We discuss recent innovations in cellular neuroscience that can provide these direct connections through generative AI modeling. Our focus is to highlight the great potential of synergy between these emerging innovations to pave the way for personalized medicine becoming a viable option for patients suffering from neuropathologies, particularly rare epileptic and neurodegenerative disorders.

hipsc衍生脑模型在精准医疗管道中的生理和临床应用进展。
精准或个性化医学旨在根据不同的致病特征对患者进行分层,以优化疾病预防和治疗的效果。这种方法在脑部疾病的背景下是有利的,这些疾病在病理生理特征、疾病进展模式和治疗反应方面往往是异质的,导致治疗标准的限制。在这里,我们强调了人类诱导多能干细胞(hiPSC)衍生的神经模型在推进脑部疾病精准医学方面的变革作用,特别是提高hiPSC模型与人类生理学相关性的新兴创新。来源于可获得的患者体细胞的hipsc可以产生各种神经细胞类型和组织;目前的努力增加了这些模型的复杂性,包括特定区域的神经组织和大脑微环境的非神经细胞类型,为人类特异性神经生物学提供了越来越相关的见解。组织工程的持续进步与基因组学、高通量筛选和成像技术的创新相结合,加强了hiPSC模型的生理相关性,从而增强了它们揭示疾病机制、治疗脆弱性以及组织和液体生物标志物的能力,这些生物标志物将对神经系统疾病的治疗产生真正的影响。然而,真正的生理理解需要hipsc -神经模型与患者生物物理数据的整合,包括定量的神经影像学表征。我们讨论了细胞神经科学的最新创新,这些创新可以通过生成式人工智能建模提供这些直接联系。我们的重点是强调这些新兴创新之间协同作用的巨大潜力,为个性化医疗铺平道路,使其成为患有神经病变,特别是罕见的癫痫和神经退行性疾病的患者的可行选择。
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
7.90
自引率
3.80%
发文量
627
审稿时长
6-12 weeks
期刊介绍: Frontiers in Cellular Neuroscience is a leading journal in its field, publishing rigorously peer-reviewed research that advances our understanding of the cellular mechanisms underlying cell function in the nervous system across all species. Specialty Chief Editors Egidio D‘Angelo at the University of Pavia and Christian Hansel at the University of Chicago are supported by an outstanding Editorial Board of international researchers. This multidisciplinary open-access journal is at the forefront of disseminating and communicating scientific knowledge and impactful discoveries to researchers, academics, clinicians and the public worldwide.
×
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