面向脑类器官的微电极阵列技术发展现状及趋势

肖禹, 陈荣荣, 陈康明, 陈海松, 林芃, 何恩慧, 纪俊峰

集成电路与嵌入式系统 ›› 2025, Vol. 25 ›› Issue (2) : 55-63.

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集成电路与嵌入式系统 ›› 2025, Vol. 25 ›› Issue (2) : 55-63. DOI: 10.20193/j.ices2097-4191.2024.0079
生物医疗芯片与系统研究专栏

面向脑类器官的微电极阵列技术发展现状及趋势

作者信息 +

Current status and trends of microelectrode array for brain organoids

Author information +
文章历史 +

摘要

脑类器官是通过人多能干细胞自我组织和诱导分化产生的体外三维细胞培养物,能够部分模拟人脑结构及功能。微电极阵列(Microelectrode Array, MEA)技术能够低损伤、高通量、高时空分辨率地检测脑类器官电生理活动,为脑类器官神经网络的功能表征提供高效的检测平台。脑类器官与MEA技术的融合在神经系统发育及疾病机理研究、生物神经网络智能计算以及在体修复领域引发了广泛关注。在神经系统发育及疾病机理研究方面,MEA技术能够实时长期追踪脑类器官的动态发育过程,并且通过检测不同疾病来源脑类器官的电生理参数信息探究疾病发病机理。在生物神经网络智能计算方面,脑类器官具有异质的三维网络结构和可塑性,是良好的计算载体,通过与MEA的交互,能够构建低功耗、高效率的计算平台。同时,MEA技术在基于脑类器官为载体的神经系统修复领域展现出了广阔的技术应用前景。

Abstract

Brain organoids are three-dimensional cell aggregates produced in vitro through the self-organization and differentiation of human pluripotent stem cells, which can partially recapiculate the structure and function of the brain in humans. Microelectrode array (MEA) technology is capable of high-throughput detecting the electrophysiological activities of brain organoids with low damage, and high spatiotemporal resolution, thereby providing an efficient platform for the functional characterization of brain organoid neural networks. The integration of brain organoids with MEA technology has attracted widespread attentions in the fields of nervous system development and disease mechanism research, biological neural network intelligent computing, and in vivo repair. In the area of nervous system development and disease mechanism research, MEA technology can long-term track the dynamic developmental process of brain organoids in real time and probe the pathogenesis of diseases by detecting the electrophysiological activities of brain organoids derived from various nervous system diseases. In the avenue of biological neural network intelligent computing research, brain organoids are excellent computing devices attributed to their heterogeneous three-dimensional network structures and plasticity. Therefore, a highly efficient computing platform with low energy cost can be constructed through interaction of brain organoids with MEA. Furthermore, MEA technology shows potential technical application prospects in nervous system repair based on brain organoids.

关键词

脑类器官 / 微电极阵列 / 神经系统疾病 / 神经计算 / 神经系统修复

Key words

brain organoids / microelectrode arrays / neurological disease / neural computing / neural repair

引用本文

导出引用
肖禹, 陈荣荣, 陈康明, . 面向脑类器官的微电极阵列技术发展现状及趋势[J]. 集成电路与嵌入式系统. 2025, 25(2): 55-63 https://doi.org/10.20193/j.ices2097-4191.2024.0079
XIAO Yu, CHEN Rongrong, CHEN Kangming, et al. Current status and trends of microelectrode array for brain organoids[J]. Integrated Circuits and Embedded Systems. 2025, 25(2): 55-63 https://doi.org/10.20193/j.ices2097-4191.2024.0079
中图分类号: TN495 (功能块(分子电路))   

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During cerebellar development, the main portion of the cerebellar plate neuroepithelium gives birth to Purkinje cells and interneurons, whereas the rhombic lip, the germinal zone at its dorsal edge, generates granule cells and cerebellar nuclei neurons. However, it remains elusive how these components cooperate to form the intricate cerebellar structure. Here, we found that a polarized cerebellar structure self-organizes in 3D human embryonic stem cell (ESC) culture. The self-organized neuroepithelium differentiates into electrophysiologically functional Purkinje cells. The addition of fibroblast growth factor 19 (FGF19) promotes spontaneous generation of dorsoventrally polarized neural-tube-like structures at the level of the cerebellum. Furthermore, addition of SDF1 and FGF19 promotes the generation of a continuous cerebellar plate neuroepithelium with rhombic-lip-like structure at one end and a three-layer cytoarchitecture similar to the embryonic cerebellum. Thus, human-ESC-derived cerebellar progenitors exhibit substantial self-organizing potential for generating a polarized structure reminiscent of the early human cerebellum at the first trimester. Copyright © 2015 The Authors. Published by Elsevier Inc. All rights reserved.
[48]
J JO, Y XIAO, A X SUN, et al. Midbrain-like organoids from human pluripotent stem cells contain functional dopaminergic and neuromelanin-producing neurons[J]. Cell stem cell, 2016, 19(2):248-257.
Recent advances in 3D culture systems have led to the generation of brain organoids that resemble different human brain regions; however, a 3D organoid model of the midbrain containing functional midbrain dopaminergic (mDA) neurons has not been reported. We developed a method to differentiate human pluripotent stem cells into a large multicellular organoid-like structure that contains distinct layers of neuronal cells expressing characteristic markers of human midbrain. Importantly, we detected electrically active and functionally mature mDA neurons and dopamine production in our 3D midbrain-like organoids (MLOs). In contrast to human mDA neurons generated using 2D methods or MLOs generated from mouse embryonic stem cells, our human MLOs produced neuromelanin-like granules that were structurally similar to those isolated from human substantia nigra tissues. Thus our MLOs bearing features of the human midbrain may provide a tractable in vitro system to study the human midbrain and its related diseases.Copyright © 2016 Elsevier Inc. All rights reserved.
[49]
T KADOSHIMA, H SAKAGUCHI, T NAKANO, et al. Self-organization of axial polarity,inside-out layer pattern, and species-specific progenitor dynamics in human ES cell-derived neocortex[J]. Proceedings of the National Academy of Sciences, 2013, 110(50):20284-20289.
[50]
J MARIANI, G COPPOLA, P ZHANG, et al. FOXG1-dependent dysregulation of GABA/glutamate neuron differentiation in autism spectrum disorders[J]. Cell, 2015, 162(2):375-390.
Autism spectrum disorder (ASD) is a disorder of brain development. Most cases lack a clear etiology or genetic basis, and the difficulty of re-enacting human brain development has precluded understanding of ASD pathophysiology. Here we use three-dimensional neural cultures (organoids) derived from induced pluripotent stem cells (iPSCs) to investigate neurodevelopmental alterations in individuals with severe idiopathic ASD. While no known underlying genomic mutation could be identified, transcriptome and gene network analyses revealed upregulation of genes involved in cell proliferation, neuronal differentiation, and synaptic assembly. ASD-derived organoids exhibit an accelerated cell cycle and overproduction of GABAergic inhibitory neurons. Using RNA interference, we show that overexpression of the transcription factor FOXG1 is responsible for the overproduction of GABAergic neurons. Altered expression of gene network modules and FOXG1 are positively correlated with symptom severity. Our data suggest that a shift toward GABAergic neuron fate caused by FOXG1 is a developmental precursor of ASD.Copyright © 2015 Elsevier Inc. All rights reserved.
[51]
A M PAŞCA, S A SLOAN, L E CLARKE, et al. Functional cortical neurons and astrocytes from human pluripotent stem cells in 3D culture[J]. Nature methods, 2015, 12(7):671-678.
The human cerebral cortex develops through an elaborate succession of cellular events that, when disrupted, can lead to neuropsychiatric disease. The ability to reprogram somatic cells into pluripotent cells that can be differentiated in vitro provides a unique opportunity to study normal and abnormal corticogenesis. Here, we present a simple and reproducible 3D culture approach for generating a laminated cerebral cortex-like structure, named human cortical spheroids (hCSs), from pluripotent stem cells. hCSs contain neurons from both deep and superficial cortical layers and map transcriptionally to in vivo fetal development. These neurons are electrophysiologically mature, display spontaneous activity, are surrounded by nonreactive astrocytes and form functional synapses. Experiments in acute hCS slices demonstrate that cortical neurons participate in network activity and produce complex synaptic events. These 3D cultures should allow a detailed interrogation of human cortical development, function and disease, and may prove a versatile platform for generating other neuronal and glial subtypes in vitro.
[52]
S A SLOAN, S DARMANIS, N HUBER, et al. Human astrocyte maturation captured in 3D cerebral cortical spheroids derived from pluripotent stem cells[J]. Neuron, 2017, 95(4):779-790.
There is significant need to develop physiologically relevant models for investigating human astrocytes in health and disease. Here, we present an approach for generating astrocyte lineage cells in a three-dimensional (3D) cytoarchitecture using human cerebral cortical spheroids (hCSs) derived from pluripotent stem cells. We acutely purified astrocyte-lineage cells from hCSs at varying stages up to 20 months in vitro using immunopanning and cell sorting and performed high-depth bulk and single-cell RNA sequencing to directly compare them to purified primary human brain cells. We found that hCS-derived glia closely resemble primary human fetal astrocytes and that, over time in vitro, they transition from a predominantly fetal to an increasingly mature astrocyte state. Transcriptional changes in astrocytes are accompanied by alterations in phagocytic capacity and effects on neuronal calcium signaling. These findings suggest that hCS-derived astrocytes closely resemble primary human astrocytes and can be used for studying development and modeling disease.Copyright © 2017 Elsevier Inc. All rights reserved.
[53]
C LUO, M A LANCASTER, R CASTANON, et al. Cerebral organoids recapitulate epigenomic signatures of the human fetal brain[J]. Cell reports, 2016, 17(12):3369-3384.
Organoids derived from human pluripotent stem cells recapitulate the early three-dimensional organization of the human brain, but whether they establish the epigenomic and transcriptional programs essential for brain development is unknown. We compared epigenomic and regulatory features in cerebral organoids and human fetal brain, using genome-wide, base resolution DNA methylome and transcriptome sequencing. Transcriptomic dynamics in organoids faithfully modeled gene expression trajectories in early-to-mid human fetal brains. We found that early non-CG methylation accumulation at super-enhancers in both fetal brain and organoids marks forthcoming transcriptional repression in the fully developed brain. Demethylated regions (74% of 35,627) identified during organoid differentiation overlapped with fetal brain regulatory elements. Interestingly, pericentromeric repeats showed widespread demethylation in multiple types of in vitro human neural differentiation models but not in fetal brain. Our study reveals that organoids recapitulate many epigenomic features of mid-fetal human brain and also identified novel non-CG methylation signatures of brain development.Copyright © 2016 The Authors. Published by Elsevier Inc. All rights reserved.
[54]
G QUADRATO, T NGUYEN, E Z MACOSKO, et al. Cell diversity and network dynamics in photosensitive human brain organoids[J]. Nature, 2017, 545(7652):48-53.
[55]
A GORDON, S J YOON, S S TRAN, et al. Long-term maturation of human cortical organoids matches key early postnatal transitions[J]. Nature neuroscience, 2021, 24(3):331-342.
Human stem-cell-derived models provide the promise of accelerating our understanding of brain disorders, but not knowing whether they possess the ability to mature beyond mid- to late-fetal stages potentially limits their utility. We leveraged a directed differentiation protocol to comprehensively assess maturation in vitro. Based on genome-wide analysis of the epigenetic clock and transcriptomics, as well as RNA editing, we observe that three-dimensional human cortical organoids reach postnatal stages between 250 and 300 days, a timeline paralleling in vivo development. We demonstrate the presence of several known developmental milestones, including switches in the histone deacetylase complex and NMDA receptor subunits, which we confirm at the protein and physiological levels. These results suggest that important components of an intrinsic in vivo developmental program persist in vitro. We further map neurodevelopmental and neurodegenerative disease risk genes onto in vitro gene expression trajectories to provide a resource and webtool (Gene Expression in Cortical Organoids, GECO) to guide disease modeling.
[56]
J A BAGLEY, D REUMANN, S BIAN, et al. Fused cerebral organoids model interactions between brain regions[J]. Nature methods, 2017, 14(7):743-751.
Human brain development involves complex interactions between different regions, including long-distance neuronal migration or formation of major axonal tracts. Different brain regions can be cultured in vitro within 3D cerebral organoids, but the random arrangement of regional identities limits the reliable analysis of complex phenotypes. Here, we describe a coculture method combining brain regions of choice within one organoid tissue. By fusing organoids of dorsal and ventral forebrain identities, we generate a dorsal-ventral axis. Using fluorescent reporters, we demonstrate CXCR4-dependent GABAergic interneuron migration from ventral to dorsal forebrain and describe methodology for time-lapse imaging of human interneuron migration. Our results demonstrate that cerebral organoid fusion cultures can model complex interactions between different brain regions. Combined with reprogramming technology, fusions should offer researchers the possibility to analyze complex neurodevelopmental defects using cells from neurological disease patients and to test potential therapeutic compounds.
[57]
F BIREY, J ANDERSEN, C D MAKINSON, et al. Assembly of functionally integrated human forebrain spheroids[J]. Nature, 2017, 545(7652):54-59.
[58]
Y XIANG, Y TANAKA, B PATTERSON, et al. Fusion of regionally specified hPSC-derived organoids models human brain development and interneuron migration[J]. Cell stem cell, 2017, 21(3):383-398.
Organoid techniques provide unique platforms to model brain development and neurological disorders. Whereas several methods for recapitulating corticogenesis have been described, a system modeling human medial ganglionic eminence (MGE) development, a critical ventral brain domain producing cortical interneurons and related lineages, has been lacking until recently. Here, we describe the generation of MGE and cortex-specific organoids from human pluripotent stem cells that recapitulate the development of MGE and cortex domains, respectively. Population and single-cell RNA sequencing (RNA-seq) profiling combined with bulk assay for transposase-accessible chromatin with high-throughput sequencing (ATAC-seq) analyses revealed transcriptional and chromatin accessibility dynamics and lineage relationships during MGE and cortical organoid development. Furthermore, MGE and cortical organoids generated physiologically functional neurons and neuronal networks. Finally, fusing region-specific organoids followed by live imaging enabled analysis of human interneuron migration and integration. Together, our study provides a platform for generating domain-specific brain organoids and modeling human interneuron migration and offers deeper insight into molecular dynamics during human brain development.Copyright © 2017 Elsevier Inc. All rights reserved.
[59]
Y XIANG, Y TANAKA, B CAKIR, et al. hESC-derived thalamic organoids form reciprocal projections when fused with cortical organoids[J]. Cell stem cell, 2019, 24(3):487-497.
Human brain organoid techniques have rapidly advanced to facilitate investigating human brain development and diseases. These efforts have largely focused on generating telencephalon due to its direct relevance in a variety of forebrain disorders. Despite its importance as a relay hub between cortex and peripheral tissues, the investigation of three-dimensional (3D) organoid models for the human thalamus has not been explored. Here, we describe a method to differentiate human embryonic stem cells (hESCs) to thalamic organoids (hThOs) that specifically recapitulate the development of thalamus. Single-cell RNA sequencing revealed a formation of distinct thalamic lineages, which diverge from telencephalic fate. Importantly, we developed a 3D system to create the reciprocal projections between thalamus and cortex by fusing the two distinct region-specific organoids representing the developing thalamus or cortex. Our study provides a platform for understanding human thalamic development and modeling circuit organizations and related disorders in the brain.Copyright © 2018 Elsevier Inc. All rights reserved.
[60]
L GU, H CAI, L CHEN, et al. Functional Neural Networks in Human Brain Organoids[J]. BME frontiers, 2024(5):0065.
[61]
Z HE, L DONY, J S FLECK, et al. An integrated transcriptomic cell atlas of human neural organoids[J]. Nature, 2024, 635(8039):690-698.
[62]
S WRAY. Modelling neurodegenerative disease using brain organoids[J]. Seminars in Cell & Developmental Biology,Elsevier,2021:60-66.
[63]
Y WANG, S CHIOLA, G YANG, et al. Modeling human telencephalic development and autism-associated SHANK3 deficiency using organoids generated from single neural rosettes[J]. Nat Commun, 2022, 13(1):5688.
Human telencephalon is an evolutionarily advanced brain structure associated with many uniquely human behaviors and disorders. However, cell lineages and molecular pathways implicated in human telencephalic development remain largely unknown. We produce human telencephalic organoids from stem cell-derived single neural rosettes and investigate telencephalic development under normal and pathological conditions. We show that single neural rosette-derived organoids contain pallial and subpallial neural progenitors, excitatory and inhibitory neurons, as well as macroglial and periendothelial cells, and exhibit predictable organization and cytoarchitecture. We comprehensively characterize the properties of neurons in SNR-derived organoids and identify transcriptional programs associated with the specification of excitatory and inhibitory neural lineages from a common pool of NPs early in telencephalic development. We also demonstrate that neurons in organoids with a hemizygous deletion of an autism- and intellectual disability-associated gene SHANK3 exhibit intrinsic and excitatory synaptic deficits and impaired expression of several clustered protocadherins. Collectively, this study validates SNR-derived organoids as a reliable model for studying human telencephalic cortico-striatal development and identifies intrinsic, synaptic, and clustered protocadherin expression deficits in human telencephalic tissue with SHANK3 hemizygosity.© 2022. The Author(s).
[64]
V IEFREMOVA, G MANIKAKIS, O KREFFT, et al. An organoid-based model of cortical development identifies non-cell-autonomous defects in Wnt signaling contributing to Miller-Dieker syndrome[J]. Cell reports, 2017, 19(1):50-59.
Miller-Dieker syndrome (MDS) is caused by a heterozygous deletion of chromosome 17p13.3 involving the genes LIS1 and YWHAE (coding for 14.3.3ε) and leads to malformations during cortical development. Here, we used patient-specific forebrain-type organoids to investigate pathological changes associated with MDS. Patient-derived organoids are significantly reduced in size, a change accompanied by a switch from symmetric to asymmetric cell division of ventricular zone radial glia cells (vRGCs). Alterations in microtubule network organization in vRGCs and a disruption of cortical niche architecture, including altered expression of cell adhesion molecules, are also observed. These phenotypic changes lead to a non-cell-autonomous disturbance of the N-cadherin/β-catenin signaling axis. Reinstalling active β-catenin signaling rescues division modes and ameliorates growth defects. Our data define the role of LIS1 and 14.3.3ε in maintaining the cortical niche and highlight the utility of organoid-based systems for modeling complex cell-cell interactions in vitro.Copyright © 2017 The Author(s). Published by Elsevier Inc. All rights reserved.
[65]
T KIKUCHI, A MORIZANE, D DOI, et al. Human iPS cell-derived dopaminergic neurons function in a primate Parkinson’s disease model[J]. Nature, 2017, 548(7669):592-596.
[66]
T ISOMURA, K KOTANI, Y JIMBO. Cultured cortical neurons can perform blind source separation according to the free-energy principle[J]. PLoS computational biology, 2015, 11(12):e1004643.
[67]
D J BAKKUM, Z C CHAO, S M POTTER. Spatio-temporal electrical stimuli shape behavior of an embodied cortical network in a goal-directed learning task[J]. Journal of neural engineering, 2008, 5(3):310.
We developed an adaptive training algorithm, whereby an in vitro neocortical network learned to modulate its dynamics and achieve pre-determined activity states within tens of minutes through the application of patterned training stimuli using a multi-electrode array. A priori knowledge of functional connectivity was not necessary. Instead, effective training sequences were continuously discovered and refined based on real-time feedback of performance. The short-term neural dynamics in response to training became engraved in the network, requiring progressively fewer training stimuli to achieve successful behavior in a movement task. After 2 h of training, plasticity remained significantly greater than the baseline for 80 min (p-value<0.01). Interestingly, a given sequence of effective training stimuli did not induce significant plasticity (p-value=0.82) or desired behavior, when replayed to the network and no longer contingent on feedback. Our results encourage an in vivo investigation of how targeted multi-site artificial stimulation of the brain, contingent on the activity of the body or even of the brain itself could treat neurological disorders by gradually shaping functional connectivity.
[68]
B J KAGAN, A C KITCHEN, N T TRAN, et al. In vitro neurons learn and exhibit sentience when embodied in a simulated game-world[J]. Neuron, 2022, 110(23): 3952-3969.
[69]
J WU, T LI, M GUO, et al. Treating a type 2 diabetic patient with impaired pancreatic islet function by personalized endoderm stem cell-derived islet tissue[J]. Cell Discovery, 2024, 10(1):45.
[70]
S J GASPARINI, K TESSMER, M REH, et al. Transplanted human cones incorporate into the retina and function in a murine cone degeneration model[J]. The Journal of clinical investigation, 2022, 132(12).
[71]
S N WANG, Z WANG, T Y XU, et al. Cerebral organoids repair ischemic stroke brain injury[J]. Translational Stroke Research, 2020(11):983-1000.
[72]
D JGAMADZE, J T LIM, Z ZHANG, et al. Structural and functional integration of human forebrain organoids with the injured adult rat visual system[J]. Cell Stem Cell, 2023, 30(2):137-152.
Brain organoids created from human pluripotent stem cells represent a promising approach for brain repair. They acquire many structural features of the brain and raise the possibility of patient-matched repair. Whether these entities can integrate with host brain networks in the context of the injured adult mammalian brain is not well established. Here, we provide structural and functional evidence that human brain organoids successfully integrate with the adult rat visual system after transplantation into large injury cavities in the visual cortex. Virus-based trans-synaptic tracing reveals a polysynaptic pathway between organoid neurons and the host retina and reciprocal connectivity between the graft and other regions of the visual system. Visual stimulation of host animals elicits responses in organoid neurons, including orientation selectivity. These results demonstrate the ability of human brain organoids to adopt sophisticated function after insertion into large injury cavities, suggesting a translational strategy to restore function after cortical damage.Published by Elsevier Inc.

基金

科技部国家重点研发计划项目(2023YFF1203600)
国家自然科学基金青年科学基金项目(62301483)
浙江省“尖兵”研发攻关计划项目(2024C03001)

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