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Gao Y, Sun M, Fu T, Wang Z, Jiang X, Yang L, Liang XG, Liu G, Tian Y, Yang F, Li J, Li Z, Li X, You Y, Ding C, Wang Y, Ma T, Zhang Z, Xu Z, Chen B, Yang Z. NOTCH, ERK, and SHH signaling respectively control the fate determination of cortical glia and olfactory bulb interneurons. Proc Natl Acad Sci U S A 2025; 122:e2416757122. [PMID: 39999176 DOI: 10.1073/pnas.2416757122] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2024] [Accepted: 01/16/2025] [Indexed: 02/27/2025] Open
Abstract
During cortical development, radial glial cells (neural stem cells) initially are neurogenic, generating intermediate progenitor cells that exclusively produce glutamatergic pyramidal neurons. Next, radial glial cells generate tripotential intermediate progenitor cells (Tri-IPCs) that give rise to cortical astrocytes and oligodendrocytes, and olfactory bulb interneurons. The molecular mechanisms underlying the transition from cortical neurogenesis to gliogenesis, and the subsequent fate determination of cortical astrocytes, oligodendrocytes, and olfactory bulb interneurons, remain unclear. Here, we report that extracellular signal-regulated kinase (ERK) signaling plays a fundamental role in promoting cortical gliogenesis and the generation of Tri-IPCs. Additionally, sonic hedgehog-smoothened-glioma-associated oncogene homolog (SHH-SMO-GLI) activator signaling has an auxiliary function to ERK during these processes. We further demonstrate that, from Tri-IPCs, NOTCH signaling is crucial for the fate determination of astrocytes, while ERK signaling plays a prominent role in oligodendrocyte fate specification, and SHH signaling is required for the fate determination of olfactory bulb interneurons. We provide evidence suggesting that this mechanism is conserved in both mice and humans. Finally, we propose a unifying principle of mammalian cortical gliogenesis.
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Affiliation(s)
- Yanjing Gao
- Department of Neurology, Zhongshan Hospital, Institutes of Brain Science, State Key Laboratory of Medical Neurobiology and Ministry of Education Frontiers Center for Brain Science, Fudan University, Shanghai 200032, China
| | - Mengge Sun
- Department of Neurology, Zhongshan Hospital, Institutes of Brain Science, State Key Laboratory of Medical Neurobiology and Ministry of Education Frontiers Center for Brain Science, Fudan University, Shanghai 200032, China
| | - Tongye Fu
- Department of Neurology, Zhongshan Hospital, Institutes of Brain Science, State Key Laboratory of Medical Neurobiology and Ministry of Education Frontiers Center for Brain Science, Fudan University, Shanghai 200032, China
| | - Ziwu Wang
- Department of Neurology, Zhongshan Hospital, Institutes of Brain Science, State Key Laboratory of Medical Neurobiology and Ministry of Education Frontiers Center for Brain Science, Fudan University, Shanghai 200032, China
| | - Xin Jiang
- Department of Neurology, Zhongshan Hospital, Institutes of Brain Science, State Key Laboratory of Medical Neurobiology and Ministry of Education Frontiers Center for Brain Science, Fudan University, Shanghai 200032, China
| | - Lin Yang
- Department of Neurology, Zhongshan Hospital, Institutes of Brain Science, State Key Laboratory of Medical Neurobiology and Ministry of Education Frontiers Center for Brain Science, Fudan University, Shanghai 200032, China
| | - Xiaoyi G Liang
- Department of Molecular, Cell and Developmental Biology, University of California Santa Cruz, Santa Cruz, CA 95064
| | - Guoping Liu
- Department of Neurology, Zhongshan Hospital, Institutes of Brain Science, State Key Laboratory of Medical Neurobiology and Ministry of Education Frontiers Center for Brain Science, Fudan University, Shanghai 200032, China
| | - Yu Tian
- Department of Neurology, Zhongshan Hospital, Institutes of Brain Science, State Key Laboratory of Medical Neurobiology and Ministry of Education Frontiers Center for Brain Science, Fudan University, Shanghai 200032, China
| | - Feihong Yang
- Department of Neurology, Zhongshan Hospital, Institutes of Brain Science, State Key Laboratory of Medical Neurobiology and Ministry of Education Frontiers Center for Brain Science, Fudan University, Shanghai 200032, China
| | - Jialin Li
- Department of Neurology, Zhongshan Hospital, Institutes of Brain Science, State Key Laboratory of Medical Neurobiology and Ministry of Education Frontiers Center for Brain Science, Fudan University, Shanghai 200032, China
| | - Zhenmeiyu Li
- Department of Neurology, Zhongshan Hospital, Institutes of Brain Science, State Key Laboratory of Medical Neurobiology and Ministry of Education Frontiers Center for Brain Science, Fudan University, Shanghai 200032, China
| | - Xiaosu Li
- Department of Neurology, Zhongshan Hospital, Institutes of Brain Science, State Key Laboratory of Medical Neurobiology and Ministry of Education Frontiers Center for Brain Science, Fudan University, Shanghai 200032, China
| | - Yan You
- Department of Neurology, Zhongshan Hospital, Institutes of Brain Science, State Key Laboratory of Medical Neurobiology and Ministry of Education Frontiers Center for Brain Science, Fudan University, Shanghai 200032, China
| | - Chaoqiong Ding
- Department of Neurosurgery, State Key Laboratory of Biotherapy and Cancer Center, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Yuan Wang
- Department of Neurosurgery, State Key Laboratory of Biotherapy and Cancer Center, West China Hospital, Sichuan University, Chengdu 610041, China
| | - Tong Ma
- Department of Neurology, Zhongshan Hospital, Institutes of Brain Science, State Key Laboratory of Medical Neurobiology and Ministry of Education Frontiers Center for Brain Science, Fudan University, Shanghai 200032, China
| | - Zhuangzhi Zhang
- Department of Neurology, Zhongshan Hospital, Institutes of Brain Science, State Key Laboratory of Medical Neurobiology and Ministry of Education Frontiers Center for Brain Science, Fudan University, Shanghai 200032, China
| | - Zhejun Xu
- Department of Neurology, Zhongshan Hospital, Institutes of Brain Science, State Key Laboratory of Medical Neurobiology and Ministry of Education Frontiers Center for Brain Science, Fudan University, Shanghai 200032, China
| | - Bin Chen
- Department of Molecular, Cell and Developmental Biology, University of California Santa Cruz, Santa Cruz, CA 95064
| | - Zhengang Yang
- Department of Neurology, Zhongshan Hospital, Institutes of Brain Science, State Key Laboratory of Medical Neurobiology and Ministry of Education Frontiers Center for Brain Science, Fudan University, Shanghai 200032, China
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Yang Z. The Principle of Cortical Development and Evolution. Neurosci Bull 2025; 41:461-485. [PMID: 39023844 PMCID: PMC11876516 DOI: 10.1007/s12264-024-01259-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2024] [Accepted: 06/21/2024] [Indexed: 07/20/2024] Open
Abstract
Human's robust cognitive abilities, including creativity and language, are made possible, at least in large part, by evolutionary changes made to the cerebral cortex. This paper reviews the biology and evolution of mammalian cortical radial glial cells (primary neural stem cells) and introduces the concept that a genetically step wise process, based on a core molecular pathway already in use, is the evolutionary process that has molded cortical neurogenesis. The core mechanism, which has been identified in our recent studies, is the extracellular signal-regulated kinase (ERK)-bone morphogenic protein 7 (BMP7)-GLI3 repressor form (GLI3R)-sonic hedgehog (SHH) positive feedback loop. Additionally, I propose that the molecular basis for cortical evolutionary dwarfism, exemplified by the lissencephalic mouse which originated from a larger gyrencephalic ancestor, is an increase in SHH signaling in radial glia, that antagonizes ERK-BMP7 signaling. Finally, I propose that: (1) SHH signaling is not a key regulator of primate cortical expansion and folding; (2) human cortical radial glial cells do not generate neocortical interneurons; (3) human-specific genes may not be essential for most cortical expansion. I hope this review assists colleagues in the field, guiding research to address gaps in our understanding of cortical development and evolution.
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Affiliation(s)
- Zhengang Yang
- State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Department of Neurology, Institutes of Brain Science, Zhongshan Hospital, Fudan University, Shanghai, 200032, China.
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Fu Y, Zhai Q. High-gamma frequency flash stimulation as a possible cognitive facilitator in rat pups. Brain Res 2025; 1848:149314. [PMID: 39549826 DOI: 10.1016/j.brainres.2024.149314] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2024] [Revised: 10/27/2024] [Accepted: 11/04/2024] [Indexed: 11/18/2024]
Abstract
High-gamma frequency flashes can enhance cognition by synchronizing neural oscillations in mammals. Early flash treatment promotes the development of improved cognitive functions in young children. However, it is unclear whether exposure to high-gamma frequency flashes in preschool-aged individuals affects cognition in preadolescents by regulating neural oscillations in the brain. Here, we aimed to investigate the effects of gamma-frequency flashes on cognitive ability. In this study, the effect of high-frequency flicker on cognitive performance was verified by behavioural experiments such as the open-field test and the water maze, but also proteomics. We found that external 40 Hz and 70 Hz frequency flashes synchronized neural oscillations at the corresponding frequencies in the primary visual cortex (V1) of rats. Rats that underwent 70 Hz flash intervention had better cognitive behavioural performance in the early stages of training. The 70 Hz flash frequency upregulated proteins associated with neuronal growth and differentiation, such as Snapin, FoxO3, Hspa12a, and Penk, and activated the MAPK signalling pathway, signalling pathway regulating stem cell pluripotency, and the neuroactive ligand-receptor interaction pathway. These proteins and pathways play important roles in cognitive functions. Our study revealed that 70 Hz flashes received by young children early in their development substantially promote the growth of cognitive capabilities in the brain. Exposure to 70 Hz flashes may be a new intervention method and a new strategy for improving cognition.
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Affiliation(s)
- Yu Fu
- Kundulun Center for Disease Control and Prevention, Inner Mongolia 014010, China
| | - Qingfeng Zhai
- School of Public Health, Shandong Second Medical University, Shandong 261021, China.
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Kathanadan Chackochan B, Johnson S, Thameemul Ansari HJ, Vengellur A, Sivan U, Koyyappurath S, P S BC. Transcriptomic analysis of CNTF-treated mouse subventricular zone-derived neurosphere culture reveals key transcription factor genes related to adult neurogenesis. Heliyon 2024; 10:e38496. [PMID: 39430537 PMCID: PMC11490819 DOI: 10.1016/j.heliyon.2024.e38496] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2024] [Revised: 09/03/2024] [Accepted: 09/25/2024] [Indexed: 10/22/2024] Open
Abstract
Neural Stem Progenitor Cells (NSPCs) maintenance and neuronal cell differentiation are the two key aspects of sustained neurogenesis in the adult mammalian brain. Transcription factors (TFs) are known to regulate these biological processes under the influence of various neurotrophic factors. Understanding the role of key TF genes in regulating adult neurogenesis is essential for determining the functional complexity and neuronal diversity seen in the adult mammalian brain. Although several molecular mechanisms leading to adult neurogenesis have been reported, details on its transcriptional regulation are still limited. Our initial results showed that Ciliary Neurotrophic Factor (CNTF) induced neuronal differentiation in SVZ-derived NSPC cultures. To investigate further the role of CNTF in inducing the expression of TF genes related to adult neurogenesis and the potential pathways involved, whole transcriptome RNA-sequencing (RNA-seq) analysis was done in CNTF-treated Sub-ventricular Zone derived neurosphere cultures from the mouse brain. The study revealed 483 differentially expressed genes (DEGs), among which 33 DEGs were identified as coding for transcription factors (TFs). Kyoto Encyclopedia of Gene and Genomes (KEGG) analysis revealed MAPK, PI3K-Akt, and FoxO as the significantly enriched signaling pathways. Gene co-expression network analysis identified five upregulated TF genes related to adult neurogenesis (Runx1, Hmga2, Fos, ID2, and Prrx1) in a single cluster, interacting with each other, and was also validated by quantitative PCR. Our data suggest several potential TFs that may act as critical regulators in the intrinsic transcriptional networks driving the adult neurogenesis process. Further investigation into these molecular regulators may yield a homogeneous population of neuronal progenitors for translational stem cell studies in the future.
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Affiliation(s)
- Bins Kathanadan Chackochan
- Department of Biotechnology, Cochin University of Science and Technology, Cochin-682022, Kerala, India
- Centre for Neuroscience, Cochin University of Science and Technology, Cochin-682022, Kerala, India
| | - Sinoy Johnson
- Department of Biotechnology, Cochin University of Science and Technology, Cochin-682022, Kerala, India
| | - Hilmi Jaufer Thameemul Ansari
- Department of Biotechnology, Cochin University of Science and Technology, Cochin-682022, Kerala, India
- Centre for Neuroscience, Cochin University of Science and Technology, Cochin-682022, Kerala, India
- Luxembourg Centre for Systems Biomedicine (LCSB), University of Luxembourg, Esch-sur-Alzette, Luxembourg
| | - Ajith Vengellur
- Department of Biotechnology, Cochin University of Science and Technology, Cochin-682022, Kerala, India
- Centre for Neuroscience, Cochin University of Science and Technology, Cochin-682022, Kerala, India
| | - Unnikrishnan Sivan
- Department of Biotechnology, Cochin University of Science and Technology, Cochin-682022, Kerala, India
- Centre for Neuroscience, Cochin University of Science and Technology, Cochin-682022, Kerala, India
- Kerala University of Fisheries and Ocean Studies, Cochin -682506, Kerala, India
| | - Sayuj Koyyappurath
- Department of Biotechnology, Cochin University of Science and Technology, Cochin-682022, Kerala, India
| | - Baby Chakrapani P S
- Department of Biotechnology, Cochin University of Science and Technology, Cochin-682022, Kerala, India
- Centre for Neuroscience, Cochin University of Science and Technology, Cochin-682022, Kerala, India
- Centre for Excellence in Neurodegeneration and Brain Health, Kerala, India
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Kim J, Vanrobaeys Y, Kelvington B, Peterson Z, Baldwin E, Gaine ME, Nickl-Jockschat T, Abel T. Dissecting 16p11.2 hemi-deletion to study sex-specific striatal phenotypes of neurodevelopmental disorders. Mol Psychiatry 2024; 29:1310-1321. [PMID: 38278994 PMCID: PMC11189748 DOI: 10.1038/s41380-024-02411-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/08/2023] [Revised: 12/21/2023] [Accepted: 01/04/2024] [Indexed: 01/28/2024]
Abstract
Neurodevelopmental disorders (NDDs) are polygenic in nature and copy number variants (CNVs) are ideal candidates to study the nature of this polygenic risk. The disruption of striatal circuits is considered a central mechanism in NDDs. The 16p11.2 hemi-deletion (16p11.2 del/+) is one of the most common CNVs associated with NDD, and 16p11.2 del/+ mice show sex-specific striatum-related behavioral phenotypes. However, the critical genes among the 27 genes in the 16p11.2 region that underlie these phenotypes remain unknown. Previously, we applied a novel strategy to identify candidate genes associated with the sex-specific phenotypes of 16p11.2 del/+ mice and highlighted three genes within the deleted region: thousand and one amino acid protein kinase 2 (Taok2), seizure-related 6 homolog-like 2 (Sez6l2), and major vault protein (Mvp). Using CRISPR/Cas9, we generated mice carrying null mutations in Taok2, Sez6l2, and Mvp (3 gene hemi-deletion (3g del/+)). Hemi-deletion of these 3 genes recapitulates sex-specific behavioral alterations in striatum-dependent behavioral tasks observed in 16p11.2 del/+ mice, specifically male-specific hyperactivity and impaired motivation for reward seeking. Moreover, RNAseq analysis revealed that 3g del/+ mice exhibit gene expression changes in the striatum similar to 16p11.2 del/+ mice exclusively in males. Subsequent analysis identified translation dysregulation and/or extracellular signal-regulated kinase signaling as plausible molecular mechanisms underlying male-specific, striatum-dependent behavioral alterations. Interestingly, ribosomal profiling supported the notion of translation dysregulation in both 3g del/+ and 16p11.2 del/+ male mice. However, mice carrying a 4-gene deletion (with an additional deletion of Mapk3) exhibited fewer phenotypic similarities with 16p11.2 del/+ mice. Together, the mutation of 3 genes within the 16p11.2 region phenocopies striatal sex-specific phenotypes of 16p11.2 del/+ mice. These results support the importance of a polygenic approach to study NDDs and underscore that the effects of the large genetic deletions result from complex interactions between multiple candidate genes.
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Affiliation(s)
- Jaekyoon Kim
- Department of Neuroscience and Pharmacology, Carver College of Medicine, University of Iowa, Iowa, IA, USA
- Iowa Neuroscience Institute, University of Iowa, Iowa, IA, USA
| | - Yann Vanrobaeys
- Department of Neuroscience and Pharmacology, Carver College of Medicine, University of Iowa, Iowa, IA, USA
- Iowa Neuroscience Institute, University of Iowa, Iowa, IA, USA
- Interdisciplinary Graduate Program in Genetics, University of Iowa, Iowa, IA, USA
| | - Benjamin Kelvington
- Department of Neuroscience and Pharmacology, Carver College of Medicine, University of Iowa, Iowa, IA, USA
- Iowa Neuroscience Institute, University of Iowa, Iowa, IA, USA
| | - Zeru Peterson
- Department of Neuroscience and Pharmacology, Carver College of Medicine, University of Iowa, Iowa, IA, USA
- Iowa Neuroscience Institute, University of Iowa, Iowa, IA, USA
- Department of Psychiatry, Carver College of Medicine, University of Iowa, Iowa, IA, USA
| | - Emily Baldwin
- The Iowa Medical Scientist Training Program, University of Iowa, Iowa, IA, USA
| | - Marie E Gaine
- Iowa Neuroscience Institute, University of Iowa, Iowa, IA, USA
- Department of Pharmaceutical Sciences and Experimental Therapeutics, College of Pharmacy, University of Iowa, Iowa, IA, USA
| | - Thomas Nickl-Jockschat
- Department of Neuroscience and Pharmacology, Carver College of Medicine, University of Iowa, Iowa, IA, USA.
- Iowa Neuroscience Institute, University of Iowa, Iowa, IA, USA.
- Department of Psychiatry, Carver College of Medicine, University of Iowa, Iowa, IA, USA.
| | - Ted Abel
- Department of Neuroscience and Pharmacology, Carver College of Medicine, University of Iowa, Iowa, IA, USA.
- Iowa Neuroscience Institute, University of Iowa, Iowa, IA, USA.
- Department of Psychiatry, Carver College of Medicine, University of Iowa, Iowa, IA, USA.
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Babal YK, Sonmez E, Aksan Kurnaz I. Nervous system-related gene regulatory networks and functional evolution of ETS proteins across species. Biosystems 2023; 227-228:104891. [PMID: 37030605 DOI: 10.1016/j.biosystems.2023.104891] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2022] [Revised: 03/21/2023] [Accepted: 04/05/2023] [Indexed: 04/10/2023]
Abstract
The ETS domain transcription factor family is one of the major transcription factor superfamilies that play regulatory roles in development, cell growth, and cancer progression. Although different functions of ETS member proteins in the nervous system have been demonstrated in various studies, their role in neuronal cell differentiation and the evolutionary conservation of its target genes have not yet been extensively studied. In this study, we focused on the regulatory role of ETS transcription factors in neuronal differentiation and their functional evolution by comparative transcriptomics. In order to investigate the regulatory role of ETS transcription factors in neuronal differentiation across species, transcriptional profiles of ETS members and their target genes were investigated by comparing differentially expressed genes and gene regulatory networks, which were analyzed using human, gorilla, mouse, fruit fly and worm transcriptomics datasets. Bioinformatics approaches to examine the evolutionary conservation of ETS transcription factors during neuronal differentiation have shown that ETS member proteins regulate genes associated with neuronal differentiation, nervous system development, axon, and synaptic regulation in different organisms. This study is a comparative transcriptomic study of ETS transcription factors in terms of neuronal differentiation using a gene regulatory network inference algorithm. Overall, a comparison of gene regulation networks revealed that ETS members are indeed evolutionarily conserved in the regulation of neuronal differentiation. Nonetheless, ETS, PEA3, and ELF subfamilies were found to be relatively more active transcription factors in the transcriptional regulation of neuronal differentiation.
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Affiliation(s)
- Yigit Koray Babal
- Gebze Technical University, Institute of Biotechnology, 41400, Gebze Kocaeli, Turkey.
| | - Ekin Sonmez
- Gebze Technical University, Institute of Biotechnology, 41400, Gebze Kocaeli, Turkey
| | - Isil Aksan Kurnaz
- Gebze Technical University, Institute of Biotechnology, 41400, Gebze Kocaeli, Turkey; Gebze Technical University, Dept Molecular Biology and Genetics, 41400, Gebze Kocaeli, Turkey
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Yang L, Li Z, Liu G, Li X, Yang Z. Developmental Origins of Human Cortical Oligodendrocytes and Astrocytes. Neurosci Bull 2021; 38:47-68. [PMID: 34374948 PMCID: PMC8783027 DOI: 10.1007/s12264-021-00759-9] [Citation(s) in RCA: 39] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2021] [Accepted: 07/27/2021] [Indexed: 12/30/2022] Open
Abstract
Human cortical radial glial cells are primary neural stem cells that give rise to cortical glutaminergic projection pyramidal neurons, glial cells (oligodendrocytes and astrocytes) and olfactory bulb GABAergic interneurons. One of prominent features of the human cortex is enriched with glial cells, but there are major gaps in understanding how these glial cells are generated. Herein, by integrating analysis of published human cortical single-cell RNA-Seq datasets with our immunohistochemistical analyses, we show that around gestational week 18, EGFR-expressing human cortical truncated radial glial cells (tRGs) give rise to basal multipotent intermediate progenitors (bMIPCs) that express EGFR, ASCL1, OLIG2 and OLIG1. These bMIPCs undergo several rounds of mitosis and generate cortical oligodendrocytes, astrocytes and olfactory bulb interneurons. We also characterized molecular features of the cortical tRG. Integration of our findings suggests a general picture of the lineage progression of cortical radial glial cells, a fundamental process of the developing human cerebral cortex.
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Affiliation(s)
- Lin Yang
- State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science, Institute for Translational Brain Research, and Department of Neurology, Zhongshan Hospital, Fudan University, Shanghai, 200032, China
| | - Zhenmeiyu Li
- State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science, Institute for Translational Brain Research, and Department of Neurology, Zhongshan Hospital, Fudan University, Shanghai, 200032, China
| | - Guoping Liu
- State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science, Institute for Translational Brain Research, and Department of Neurology, Zhongshan Hospital, Fudan University, Shanghai, 200032, China
| | - Xiaosu Li
- State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science, Institute for Translational Brain Research, and Department of Neurology, Zhongshan Hospital, Fudan University, Shanghai, 200032, China
| | - Zhengang Yang
- State Key Laboratory of Medical Neurobiology and MOE Frontiers Center for Brain Science, Institutes of Brain Science, Institute for Translational Brain Research, and Department of Neurology, Zhongshan Hospital, Fudan University, Shanghai, 200032, China.
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