• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

用于神经发育障碍诱导多能干细胞模型中神经元功能表型分析的多电极阵列

Multielectrode Arrays for Functional Phenotyping of Neurons from Induced Pluripotent Stem Cell Models of Neurodevelopmental Disorders.

作者信息

McCready Fraser P, Gordillo-Sampedro Sara, Pradeepan Kartik, Martinez-Trujillo Julio, Ellis James

机构信息

Department of Molecular Genetics, University of Toronto, Toronto, ON M5S 1A8, Canada.

Developmental & Stem Cell Biology Program, The Hospital for Sick Children, Toronto, ON M5G 0A4, Canada.

出版信息

Biology (Basel). 2022 Feb 16;11(2):316. doi: 10.3390/biology11020316.

DOI:10.3390/biology11020316
PMID:35205182
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8868577/
Abstract

In vitro multielectrode array (MEA) systems are increasingly used as higher-throughput platforms for functional phenotyping studies of neurons in induced pluripotent stem cell (iPSC) disease models. While MEA systems generate large amounts of spatiotemporal activity data from networks of iPSC-derived neurons, the downstream analysis and interpretation of such high-dimensional data often pose a significant challenge to researchers. In this review, we examine how MEA technology is currently deployed in iPSC modeling studies of neurodevelopmental disorders. We first highlight the strengths of in vitro MEA technology by reviewing the history of its development and the original scientific questions MEAs were intended to answer. Methods of generating patient iPSC-derived neurons and astrocytes for MEA co-cultures are summarized. We then discuss challenges associated with MEA data analysis in a disease modeling context, and present novel computational methods used to better interpret network phenotyping data. We end by suggesting best practices for presenting MEA data in research publications, and propose that the creation of a public MEA data repository to enable collaborative data sharing would be of great benefit to the iPSC disease modeling community.

摘要

体外多电极阵列(MEA)系统越来越多地被用作诱导多能干细胞(iPSC)疾病模型中神经元功能表型研究的高通量平台。虽然MEA系统能从iPSC衍生的神经元网络中生成大量时空活动数据,但对这些高维数据的下游分析和解读往往给研究人员带来重大挑战。在本综述中,我们探讨了MEA技术目前在神经发育障碍的iPSC建模研究中的应用方式。我们首先通过回顾其发展历程以及MEA旨在回答的原始科学问题,突出体外MEA技术的优势。总结了用于MEA共培养的患者iPSC衍生神经元和星形胶质细胞的生成方法。然后,我们讨论了疾病建模背景下与MEA数据分析相关的挑战,并介绍了用于更好地解读网络表型数据的新型计算方法。最后,我们提出在研究出版物中呈现MEA数据的最佳实践建议,并提议创建一个公共MEA数据存储库以实现协作数据共享,这将对iPSC疾病建模领域大有裨益。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8272/8868577/5a6b417bf97e/biology-11-00316-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8272/8868577/799ebfac994f/biology-11-00316-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8272/8868577/aad297324538/biology-11-00316-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8272/8868577/5a6b417bf97e/biology-11-00316-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8272/8868577/799ebfac994f/biology-11-00316-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8272/8868577/aad297324538/biology-11-00316-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8272/8868577/5a6b417bf97e/biology-11-00316-g003.jpg

相似文献

1
Multielectrode Arrays for Functional Phenotyping of Neurons from Induced Pluripotent Stem Cell Models of Neurodevelopmental Disorders.用于神经发育障碍诱导多能干细胞模型中神经元功能表型分析的多电极阵列
Biology (Basel). 2022 Feb 16;11(2):316. doi: 10.3390/biology11020316.
2
Multielectrode Array (MEA)-Based Detection of Spontaneous Network Activity in Human iPSC-Derived Cortical Neurons.基于多电极阵列(MEA)检测人诱导多能干细胞衍生皮质神经元中的自发网络活动
Methods Mol Biol. 2019;1994:209-216. doi: 10.1007/978-1-4939-9477-9_19.
3
Functional Characterization of Human Pluripotent Stem Cell-Derived Models of the Brain with Microelectrode Arrays.利用微电极阵列对人类多能干细胞源性脑模型进行功能表征。
Cells. 2021 Dec 29;11(1):106. doi: 10.3390/cells11010106.
4
NanoMEA: A Tool for High-Throughput, Electrophysiological Phenotyping of Patterned Excitable Cells.NanoMEA:一种用于高通量、图案化可兴奋细胞电生理表型分析的工具。
Nano Lett. 2020 Mar 11;20(3):1561-1570. doi: 10.1021/acs.nanolett.9b04152. Epub 2019 Dec 23.
5
Verification of the seizure liability of compounds based on their in vitro functional activity in cultured rat cortical neurons and co-cultured human iPSC-derived neurons with astrocytes and in vivo extrapolation to cerebrospinal fluid concentration.基于化合物在培养的大鼠皮质神经元以及与星形胶质细胞共培养的人诱导多能干细胞衍生神经元中的体外功能活性,验证其致痫可能性,并向脑脊液浓度进行体内外推。
Toxicol Appl Pharmacol. 2023 Oct 1;476:116675. doi: 10.1016/j.taap.2023.116675. Epub 2023 Sep 1.
6
Is the forming of neuronal network activity in human-induced pluripotent stem cells important for the detection of drug-induced seizure risks?人诱导多能干细胞中神经元网络活动的形成对检测药物诱导的癫痫发作风险是否重要?
Eur J Pharmacol. 2022 Sep 15;931:175189. doi: 10.1016/j.ejphar.2022.175189. Epub 2022 Aug 18.
7
High-throughput screening of human induced pluripotent stem cell-derived brain organoids.人诱导多能干细胞来源的脑类器官的高通量筛选
J Neurosci Methods. 2020 Apr 1;335:108627. doi: 10.1016/j.jneumeth.2020.108627. Epub 2020 Feb 4.
8
[Method for MEA Data Analysis of Drug-treated Rat Primary Neurons and Human iPSC-derived Neurons to Evaluate the Risk of Drug-induced Seizures].[用于评估药物诱导癫痫发作风险的药物处理大鼠原代神经元和人诱导多能干细胞衍生神经元的膜片钳数据分析方法]
Yakugaku Zasshi. 2018;138(6):823-828. doi: 10.1248/yakushi.17-00213-3.
9
MEA-NAP compares microscale functional connectivity, topology, and network dynamics in organoid or monolayer neuronal cultures.MEA-NAP可比较类器官或单层神经元培养物中的微观功能连接性、拓扑结构和网络动力学。
bioRxiv. 2024 Apr 11:2024.02.05.578738. doi: 10.1101/2024.02.05.578738.
10
Role of Human-Induced Pluripotent Stem Cell-Derived Spinal Cord Astrocytes in the Functional Maturation of Motor Neurons in a Multielectrode Array System.人诱导多能干细胞源性脊髓星形胶质细胞在多电极阵列系统中运动神经元功能成熟中的作用。
Stem Cells Transl Med. 2019 Dec;8(12):1272-1285. doi: 10.1002/sctm.19-0147. Epub 2019 Oct 21.

引用本文的文献

1
Functional discrimination of CSF from Alzheimer's patients in a brain on chip platform.在芯片上的大脑平台中对阿尔茨海默病患者脑脊液的功能鉴别。
Sci Rep. 2025 Aug 13;15(1):29738. doi: 10.1038/s41598-025-97186-x.
2
MEAanalysis: an open-source R package for downstream visualization of AxIS navigator multi-electrode array burst data at the single-electrode level.MEA分析:一个用于在单电极水平对AxIS导航器多电极阵列突发数据进行下游可视化的开源R包。
Bioinform Adv. 2025 Jul 3;5(1):vbaf160. doi: 10.1093/bioadv/vbaf160. eCollection 2025.
3
Excess prenatal folic acid supplementation alters cortical gene expression networks and electrophysiology.

本文引用的文献

1
Wide spectrum of neuronal and network phenotypes in human stem cell-derived excitatory neurons with Rett syndrome-associated MECP2 mutations.人类干细胞源性兴奋性神经元中具有 Rett 综合征相关 MECP2 突变的广泛神经元和网络表型。
Transl Psychiatry. 2022 Oct 18;12(1):450. doi: 10.1038/s41398-022-02216-1.
2
Functional Characterization of Human Pluripotent Stem Cell-Derived Models of the Brain with Microelectrode Arrays.利用微电极阵列对人类多能干细胞源性脑模型进行功能表征。
Cells. 2021 Dec 29;11(1):106. doi: 10.3390/cells11010106.
3
NGN2 induces diverse neuron types from human pluripotency.
孕期过量补充叶酸会改变皮质基因表达网络和电生理。
bioRxiv. 2025 May 11:2025.05.07.652681. doi: 10.1101/2025.05.07.652681.
4
Plasma membrane remodeling in GM2 gangliosidoses drives synaptic dysfunction.GM2神经节苷脂沉积症中的质膜重塑导致突触功能障碍。
PLoS Biol. 2025 Jul 3;23(7):e3003265. doi: 10.1371/journal.pbio.3003265. eCollection 2025 Jul.
5
Profiling human iPSC-derived sensory neurons for analgesic drug screening using a multi-electrode array.使用多电极阵列对人诱导多能干细胞衍生的感觉神经元进行分析以用于镇痛药筛选。
Cell Rep Methods. 2025 May 19;5(5):101051. doi: 10.1016/j.crmeth.2025.101051. Epub 2025 May 13.
6
Cell-Based Assays Using Derived Human-Induced Pluripotent Cells in Drug Discovery and Development.在药物发现与开发中使用人诱导多能干细胞衍生细胞进行基于细胞的检测
Methods Mol Biol. 2025;2924:1-14. doi: 10.1007/978-1-0716-4530-7_1.
7
Optimization of Transcription Factor-Driven Neuronal Differentiation from Human Induced Pluripotent Stem Cells for Disease Modelling and Drug Screening.优化转录因子驱动的人类诱导多能干细胞向神经元的分化用于疾病建模和药物筛选
Stem Cell Rev Rep. 2025 Apr;21(3):816-833. doi: 10.1007/s12015-025-10845-4. Epub 2025 Jan 31.
8
Harnessing the potential of human induced pluripotent stem cells, functional assays and machine learning for neurodevelopmental disorders.利用人类诱导多能干细胞、功能测定和机器学习在神经发育障碍方面的潜力。
Front Neurosci. 2025 Jan 8;18:1524577. doi: 10.3389/fnins.2024.1524577. eCollection 2024.
9
autoMEA: machine learning-based burst detection for multi-electrode array datasets.自动多电极阵列数据记录分析:基于机器学习的多电极阵列数据集突发检测
Front Neurosci. 2024 Dec 5;18:1446578. doi: 10.3389/fnins.2024.1446578. eCollection 2024.
10
In vitro electrophysiological drug testing on neuronal networks derived from human induced pluripotent stem cells.在源自人类诱导多能干细胞的神经网络上进行体外电生理药物测试。
Stem Cell Res Ther. 2024 Nov 17;15(1):433. doi: 10.1186/s13287-024-04018-2.
NGN2 可诱导人多能性向多种神经元类型分化。
Stem Cell Reports. 2021 Sep 14;16(9):2118-2127. doi: 10.1016/j.stemcr.2021.07.006. Epub 2021 Aug 5.
4
Human neuronal networks on micro-electrode arrays are a highly robust tool to study disease-specific genotype-phenotype correlations in vitro.在微电极阵列上的人类神经元网络是一种高度稳健的工具,可用于在体外研究与疾病相关的特定基因型-表型相关性。
Stem Cell Reports. 2021 Sep 14;16(9):2182-2196. doi: 10.1016/j.stemcr.2021.07.001. Epub 2021 Jul 29.
5
16p11.2 deletion is associated with hyperactivation of human iPSC-derived dopaminergic neuron networks and is rescued by RHOA inhibition in vitro.16p11.2 缺失与人诱导多能干细胞衍生的多巴胺能神经元网络的过度激活有关,并可通过体外抑制 RHOA 得到挽救。
Nat Commun. 2021 May 18;12(1):2897. doi: 10.1038/s41467-021-23113-z.
6
Cadherin-13 is a critical regulator of GABAergic modulation in human stem-cell-derived neuronal networks.钙黏蛋白 13 是人类干细胞源性神经元网络中 GABA 能调制的关键调节因子。
Mol Psychiatry. 2022 Jan;27(1):1-18. doi: 10.1038/s41380-021-01117-x. Epub 2021 May 10.
7
Electrophysiological Analysis of Brain Organoids: Current Approaches and Advancements.脑类器官的电生理分析:当前方法与进展
Front Neurosci. 2021 Jan 12;14:622137. doi: 10.3389/fnins.2020.622137. eCollection 2020.
8
Pharmacological reversal of synaptic and network pathology in human MECP2-KO neurons and cortical organoids.在人类 MECP2-KO 神经元和皮质类器官中,药物逆转突触和网络病理学。
EMBO Mol Med. 2021 Jan 11;13(1):e12523. doi: 10.15252/emmm.202012523. Epub 2020 Dec 8.
9
Human Astrocytes Model Derived from Induced Pluripotent Stem Cells.源自诱导多能干细胞的人星形胶质细胞模型
Cells. 2020 Dec 13;9(12):2680. doi: 10.3390/cells9122680.
10
SpikeInterface, a unified framework for spike sorting. SpikeInterface,一个用于 Spike 排序的统一框架。
Elife. 2020 Nov 10;9:e61834. doi: 10.7554/eLife.61834.