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Pesti B, Langa X, Kumpesa N, Valdeolivas A, Sultan M, Rottenberg S, Hahn K. Mini Review: Spatial Transcriptomics to Decode the Central Nervous System. Toxicol Pathol 2025:1926233251325204. [PMID: 40119776 DOI: 10.1177/01926233251325204] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/24/2025]
Abstract
Spatial transcriptomics (ST) is revolutionizing our understanding of the central nervous system (CNS) by providing spatially resolved gene expression data. This mini review explores the impact of ST on CNS research, particularly in neurodegenerative diseases like Alzheimer's, Parkinson's, multiple sclerosis, and amyotrophic lateral sclerosis. We describe two foundational ST methods: sequencing-based and imaging-based. Key studies are reviewed highlighting the power of ST data sets to map transcriptomes to disease-specific histomorphology, elucidate molecular mechanisms of regional and cellular vulnerability, integrate single-cell data with tissue mapping, and reveal receptor-ligand interactions. Despite current challenges like data interpretation and resolution limits, ST holds promise for identifying novel drug targets, evaluating their therapeutic potential, and bridging gaps between animal models and human studies to advance development of CNS-targeting compounds.
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Affiliation(s)
- Benedek Pesti
- Roche Pharma Research and Early Development, Roche Innovation Center Basel, Basel, Switzerland
- Institute of Animal Pathology, Vetsuisse Faculty, University of Bern, Bern, Switzerland
| | - Xavi Langa
- Roche Pharma Research and Early Development, Roche Innovation Center Basel, Basel, Switzerland
| | - Nadine Kumpesa
- Roche Pharma Research and Early Development, Roche Innovation Center Basel, Basel, Switzerland
| | - Alberto Valdeolivas
- Roche Pharma Research and Early Development, Roche Innovation Center Basel, Basel, Switzerland
| | - Marc Sultan
- Roche Pharma Research and Early Development, Roche Innovation Center Basel, Basel, Switzerland
| | - Sven Rottenberg
- Institute of Animal Pathology, Vetsuisse Faculty, University of Bern, Bern, Switzerland
- Cancer Therapy Resistance Cluster and Bern Center for Precision Medicine, Department for BioMedical Research, University of Bern, Bern, Switzerland
| | - Kerstin Hahn
- Roche Pharma Research and Early Development, Roche Innovation Center Basel, Basel, Switzerland
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Driesschaert B, Mergan L, Lucci C, Simon C, Santos D, De Groef L, Temmerman L. The role of phagocytic cells in aging: insights from vertebrate and invertebrate models. Biogerontology 2024; 25:1301-1314. [PMID: 39168928 DOI: 10.1007/s10522-024-10131-9] [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: 07/03/2024] [Accepted: 08/12/2024] [Indexed: 08/23/2024]
Abstract
While the main role of phagocytic scavenger cells consists of the neutralization and elimination of pathogens, they also keep the body fluids clean by taking up and breaking down waste material. Since a build-up of waste is thought to contribute to the aging process, these cells become particularly pertinent in the research field of aging. Nevertheless, a direct link between their scavenging functions and the aging process has yet to be established. Integrative approaches involving various model organisms hold promise to elucidate this potential, but are lagging behind since the diversity and evolutionary relationship of these cells across animal species remain unclear. In this perspective, we review the current knowledge associating phagocytic scavenger cells with aging in vertebrate and invertebrate animals, as well as put forward important questions for further exploration. Additionally, we highlight future challenges and propose a constructive approach for tackling them.
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Affiliation(s)
- Brecht Driesschaert
- Molecular and Functional Neurobiology, Department of Biology, KU Leuven, Naamsestraat 59 - Box 2465, B-3000, Leuven, Belgium
| | - Lucas Mergan
- Molecular and Functional Neurobiology, Department of Biology, KU Leuven, Naamsestraat 59 - Box 2465, B-3000, Leuven, Belgium
| | - Cristiano Lucci
- Cellular Communication and Neurodegeneration, Department of Biology, KU Leuven, Naamsestraat 61 - Box 2464, B-3000, Leuven, Belgium
| | - Caroline Simon
- Molecular Developmental Physiology and Signal Transduction, Department of Biology, KU Leuven, Naamsestraat 59 - Box 2465, B-3000, Leuven, Belgium
| | - Dulce Santos
- Molecular Developmental Physiology and Signal Transduction, Department of Biology, KU Leuven, Naamsestraat 59 - Box 2465, B-3000, Leuven, Belgium
| | - Lies De Groef
- Cellular Communication and Neurodegeneration, Department of Biology, KU Leuven, Naamsestraat 61 - Box 2464, B-3000, Leuven, Belgium
| | - Liesbet Temmerman
- Molecular and Functional Neurobiology, Department of Biology, KU Leuven, Naamsestraat 59 - Box 2465, B-3000, Leuven, Belgium.
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Wohlfert AJ, Phares J, Granholm AC. The mTOR Pathway: A Common Link Between Alzheimer's Disease and Down Syndrome. J Clin Med 2024; 13:6183. [PMID: 39458132 PMCID: PMC11508835 DOI: 10.3390/jcm13206183] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2024] [Revised: 10/12/2024] [Accepted: 10/15/2024] [Indexed: 10/28/2024] Open
Abstract
Down syndrome (DS) is a chromosomal condition that causes many systemic dysregulations, leading to several possible age-related diseases including Alzheimer's disease (AD). This may be due to the triplication of the Amyloid precursor protein (APP) gene or other alterations in mechanistic pathways, such as the mTOR pathway. Impairments to upstream regulators of mTOR, such as insulin, PI3K/AKT, AMPK, and amino acid signaling, have been linked to amyloid beta plaques (Aβ) and neurofibrillary tangles (NFT), the most common AD pathologies. However, the mechanisms involved in the progression of pathology in human DS-related AD (DS-AD) are not fully investigated to date. Recent advancements in omics platforms are uncovering new insights into neurodegeneration. Genomics, spatial transcriptomics, proteomics, and metabolomics are novel methodologies that provide more data in greater detail than ever before; however, these methods have not been used to analyze the mTOR pathways in connection to DS-AD. Using these new techniques can unveil unexpected insights into pathological cellular mechanisms through an unbiased approach.
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Affiliation(s)
- Abigail J. Wohlfert
- Department of Modern Human Anatomy and Cell & Developmental Biology, University of Colorado Anschutz Medical Campus, Aurora, CO 80045, USA;
| | - Jeremiah Phares
- Department of Neurosurgery, University of Colorado Anschutz Medical Center, Aurora, CO 80045, USA;
| | - Ann-Charlotte Granholm
- Department of Neurosurgery, University of Colorado Anschutz Medical Center, Aurora, CO 80045, USA;
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Shi Z, Das S, Morabito S, Miyoshi E, Stocksdale J, Emerson N, Srinivasan SS, Shahin A, Rahimzadeh N, Cao Z, Silva J, Castaneda AA, Head E, Thompson L, Swarup V. Single-nucleus multi-omics identifies shared and distinct pathways in Pick's and Alzheimer's disease. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.09.06.611761. [PMID: 39282421 PMCID: PMC11398495 DOI: 10.1101/2024.09.06.611761] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 09/19/2024]
Abstract
The study of neurodegenerative diseases, particularly tauopathies like Pick's disease (PiD) and Alzheimer's disease (AD), offers insights into the underlying regulatory mechanisms. By investigating epigenomic variations in these conditions, we identified critical regulatory changes driving disease progression, revealing potential therapeutic targets. Our comparative analyses uncovered disease-enriched non-coding regions and genome-wide transcription factor (TF) binding differences, linking them to target genes. Notably, we identified a distal human-gained enhancer (HGE) associated with E3 ubiquitin ligase (UBE3A), highlighting disease-specific regulatory alterations. Additionally, fine-mapping of AD risk genes uncovered loci enriched in microglial enhancers and accessible in other cell types. Shared and distinct TF binding patterns were observed in neurons and glial cells across PiD and AD. We validated our findings using CRISPR to excise a predicted enhancer region in UBE3A and developed an interactive database (http://swaruplab.bio.uci.edu/scROAD) to visualize predicted single-cell TF occupancy and regulatory networks.
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Affiliation(s)
- Zechuan Shi
- Department of Neurobiology and Behavior, Charlie Dunlop School of Biological Sciences, University of California, Irvine, CA 92697, USA
- Institute for Memory Impairments and Neurological Disorders, University of California, Irvine, CA 92697, USA
| | - Sudeshna Das
- Department of Neurobiology and Behavior, Charlie Dunlop School of Biological Sciences, University of California, Irvine, CA 92697, USA
- Institute for Memory Impairments and Neurological Disorders, University of California, Irvine, CA 92697, USA
| | - Samuel Morabito
- Department of Neurobiology and Behavior, Charlie Dunlop School of Biological Sciences, University of California, Irvine, CA 92697, USA
- Institute for Memory Impairments and Neurological Disorders, University of California, Irvine, CA 92697, USA
- Mathematical, Computational and Systems Biology Program, University of California, Irvine, CA 92697, USA
| | - Emily Miyoshi
- Department of Neurobiology and Behavior, Charlie Dunlop School of Biological Sciences, University of California, Irvine, CA 92697, USA
- Institute for Memory Impairments and Neurological Disorders, University of California, Irvine, CA 92697, USA
| | - Jennifer Stocksdale
- Department of Neurobiology and Behavior, Charlie Dunlop School of Biological Sciences, University of California, Irvine, CA 92697, USA
- Department of Biological Chemistry, University of California, Irvine, CA 92697, USA
| | - Nora Emerson
- Department of Neurobiology and Behavior, Charlie Dunlop School of Biological Sciences, University of California, Irvine, CA 92697, USA
- Institute for Memory Impairments and Neurological Disorders, University of California, Irvine, CA 92697, USA
| | - Shushrruth Sai Srinivasan
- Institute for Memory Impairments and Neurological Disorders, University of California, Irvine, CA 92697, USA
- Mathematical, Computational and Systems Biology Program, University of California, Irvine, CA 92697, USA
- Department of Computer Science, University of California, Irvine, CA 92697, USA
| | - Arshi Shahin
- Department of Neurobiology and Behavior, Charlie Dunlop School of Biological Sciences, University of California, Irvine, CA 92697, USA
| | - Negin Rahimzadeh
- Department of Neurobiology and Behavior, Charlie Dunlop School of Biological Sciences, University of California, Irvine, CA 92697, USA
- Mathematical, Computational and Systems Biology Program, University of California, Irvine, CA 92697, USA
| | - Zhenkun Cao
- Department of Neurobiology and Behavior, Charlie Dunlop School of Biological Sciences, University of California, Irvine, CA 92697, USA
| | - Justine Silva
- Department of Neurobiology and Behavior, Charlie Dunlop School of Biological Sciences, University of California, Irvine, CA 92697, USA
| | - Andres Alonso Castaneda
- Department of Neurobiology and Behavior, Charlie Dunlop School of Biological Sciences, University of California, Irvine, CA 92697, USA
| | - Elizabeth Head
- Department of Pathology and Laboratory Medicine, University of California, Irvine, CA 92697, USA
| | - Leslie Thompson
- Department of Neurobiology and Behavior, Charlie Dunlop School of Biological Sciences, University of California, Irvine, CA 92697, USA
- Institute for Memory Impairments and Neurological Disorders, University of California, Irvine, CA 92697, USA
- Department of Biological Chemistry, University of California, Irvine, CA 92697, USA
| | - Vivek Swarup
- Department of Neurobiology and Behavior, Charlie Dunlop School of Biological Sciences, University of California, Irvine, CA 92697, USA
- Mathematical, Computational and Systems Biology Program, University of California, Irvine, CA 92697, USA
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Adeoye T, Shah SI, Ullah G. Systematic Analysis of Biological Processes Reveals Gene Co-expression Modules Driving Pathway Dysregulation in Alzheimer's Disease. Aging Dis 2024:AD.2024.0429. [PMID: 38913039 DOI: 10.14336/ad.2024.0429] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2024] [Accepted: 06/12/2024] [Indexed: 06/25/2024] Open
Abstract
Alzheimer's disease (AD) manifests as a complex systems pathology with intricate interplay among various genes and biological processes. Traditional differential gene expression (DEG) analysis, while commonly employed to characterize AD-driven perturbations, does not sufficiently capture the full spectrum of underlying biological processes. Utilizing single-nucleus RNA-sequencing data from postmortem brain samples across key regions-middle temporal gyrus, superior frontal gyrus, and entorhinal cortex-we provide a comprehensive systematic analysis of disrupted processes in AD. We go beyond the DEG-centric analysis by integrating pathway activity analysis with weighted gene co-expression patterns to comprehensively map gene interconnectivity, identifying region- and cell-type-specific drivers of biological processes associated with AD. Our analysis reveals profound modular heterogeneity in neurons and glia as well as extensive AD-related functional disruptions. Co-expression networks highlighted the extended involvement of astrocytes and microglia in biological processes beyond neuroinflammation, such as calcium homeostasis, glutamate regulation, lipid metabolism, vesicle-mediated transport, and TOR signaling. We find limited representation of DEGs within dysregulated pathways across neurons and glial cells, suggesting that differential gene expression alone may not adequately represent the disease complexity. Further dissection of inferred gene modules revealed distinct dynamics of hub DEGs in neurons versus glia, suggesting that DEGs exert more impact on neurons compared to glial cells in driving modular dysregulations underlying perturbed biological processes. Interestingly, we observe an overall downregulation of astrocyte and microglia modules across all brain regions in AD, indicating a prevailing trend of functional repression in glial cells across these regions. Notable genes from the CALM and HSP90 families emerged as hub genes across neuronal modules in all brain regions, suggesting conserved roles as drivers of synaptic dysfunction in AD. Our findings demonstrate the importance of an integrated, systems-oriented approach combining pathway and network analysis to comprehensively understand the cell-type-specific roles of genes in AD-related biological processes.
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Rahimzadeh N, Srinivasan SS, Zhang J, Swarup V. Gene networks and systems biology in Alzheimer's disease: Insights from multi-omics approaches. Alzheimers Dement 2024; 20:3587-3605. [PMID: 38534018 PMCID: PMC11095483 DOI: 10.1002/alz.13790] [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: 10/20/2023] [Revised: 01/25/2024] [Accepted: 02/17/2024] [Indexed: 03/28/2024]
Abstract
Despite numerous studies in the field of dementia and Alzheimer's disease (AD), a comprehensive understanding of this devastating disease remains elusive. Bulk transcriptomics have provided insights into the underlying genetic factors at a high level. Subsequent technological advancements have focused on single-cell omics, encompassing techniques such as single-cell RNA sequencing and epigenomics, enabling the capture of RNA transcripts and chromatin states at a single cell or nucleus resolution. Furthermore, the emergence of spatial omics has allowed the study of gene responses in the vicinity of amyloid beta plaques or across various brain regions. With the vast amount of data generated, utilizing gene regulatory networks to comprehensively study this disease has become essential. This review delves into some techniques employed in the field of AD, explores the discoveries made using these techniques, and provides insights into the future of the field.
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Affiliation(s)
- Negin Rahimzadeh
- Mathematical, Computational, and Systems Biology (MCSB) ProgramUniversity of California IrvineIrvineCaliforniaUSA
| | - Shushrruth Sai Srinivasan
- Mathematical, Computational, and Systems Biology (MCSB) ProgramUniversity of California IrvineIrvineCaliforniaUSA
| | - Jing Zhang
- Department of Computer ScienceUniversity of CaliforniaIrvineCaliforniaUSA
| | - Vivek Swarup
- Department of Neurobiology and BehaviorUniversity of California IrvineIrvineCaliforniaUSA
- Institute for Memory Impairments and Neurological Disorders (MIND)University of California IrvineIrvineCaliforniaUSA
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Gaur P, Bryois J, Calini D, Foo L, Hoozemans JJM, Malhotra D, Menon V. Single-nucleus and spatial transcriptomic profiling of human temporal cortex and white matter reveals novel associations with AD pathology. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.04.23.590816. [PMID: 38712204 PMCID: PMC11071354 DOI: 10.1101/2024.04.23.590816] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/08/2024]
Abstract
Alzheimer's disease (AD) is a neurodegenerative disorder with complex pathological manifestations and is the leading cause of cognitive decline and dementia in elderly individuals. A major goal in AD research is to identify new therapeutic pathways by studying the molecular and cellular changes in the disease, either downstream or upstream of the pathological hallmarks. In this study, we present a comprehensive investigation of cellular heterogeneity from the temporal cortex region of 40 individuals, comprising healthy donors and individuals with differing tau and amyloid burden. Using single-nucleus transcriptome analysis of 430,271 nuclei from both gray and white matter of these individuals, we identified cell type-specific subclusters in both neuronal and glial cell types with varying degrees of association with AD pathology. In particular, these associations are present in layer specific glutamatergic (excitatory) neuronal types, along with GABAergic (inhibitory) neurons and glial subtypes. These associations were observed in early as well as late pathological progression. We extended this analysis by performing multiplexed in situ hybridization using the CARTANA platform, capturing 155 genes in 13 individuals with varying levels of tau pathology. By modeling the spatial distribution of these genes and their associations with the pathology, we not only replicated key findings from our snRNA data analysis, but also identified a set of cell type-specific genes that show selective enrichment or depletion near pathological inclusions. Together, our findings allow us to prioritize specific cell types and pathways for targeted interventions at various stages of pathological progression in AD.
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Affiliation(s)
- Pallavi Gaur
- Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, NY, USA
| | - Julien Bryois
- Roche Pharma Research and Early Development, Neuroscience and Rare Diseases, Roche Innovation Center, CH-4070, Basel, Switzerland
| | - Daniela Calini
- Roche Pharma Research and Early Development, Neuroscience and Rare Diseases, Roche Innovation Center, CH-4070, Basel, Switzerland
| | - Lynette Foo
- Roche Pharma Research and Early Development, Neuroscience and Rare Diseases, Roche Innovation Center, CH-4070, Basel, Switzerland
| | - Jeroen J M Hoozemans
- Department of Pathology, Amsterdam Neuroscience, Amsterdam UMC, Amsterdam, Netherlands
| | - Dheeraj Malhotra
- Roche Pharma Research and Early Development, Neuroscience and Rare Diseases, Roche Innovation Center, CH-4070, Basel, Switzerland
- MS Research Unit, Biogen, Cambridge, MA, USA
| | - Vilas Menon
- Center for Translational and Computational Neuroimmunology, Department of Neurology, Columbia University Irving Medical Center, NY, USA
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Aldecoa I, Barroeta I, Carroll SL, Fortea J, Gilmore A, Ginsberg SD, Guzman SJ, Hamlett ED, Head E, Perez SE, Potter H, Molina‐Porcel L, Raha‐Chowdhury R, Wisniewski T, Yong WH, Zaman S, Ghosh S, Mufson EJ, Granholm A. Down Syndrome Biobank Consortium: A perspective. Alzheimers Dement 2024; 20:2262-2272. [PMID: 38270275 PMCID: PMC10984425 DOI: 10.1002/alz.13692] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2023] [Revised: 12/14/2023] [Accepted: 12/16/2023] [Indexed: 01/26/2024]
Abstract
Individuals with Down syndrome (DS) have a partial or complete trisomy of chromosome 21, resulting in an increased risk for early-onset Alzheimer's disease (AD)-type dementia by early midlife. Despite ongoing clinical trials to treat late-onset AD, individuals with DS are often excluded. Furthermore, timely diagnosis or management is often not available. Of the genetic causes of AD, people with DS represent the largest cohort. Currently, there is a knowledge gap regarding the underlying neurobiological mechanisms of DS-related AD (DS-AD), partly due to limited access to well-characterized brain tissue and biomaterials for research. To address this challenge, we created an international consortium of brain banks focused on collecting and disseminating brain tissue from persons with DS throughout their lifespan, named the Down Syndrome Biobank Consortium (DSBC) consisting of 11 biobanking sites located in Europe, India, and the USA. This perspective describes the DSBC harmonized protocols and tissue dissemination goals.
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Affiliation(s)
- Iban Aldecoa
- Pathology DepartmentHospital Clinic de Barcelona‐University of BarcelonaBarcelonaSpain
- Neurological Tissue Bank of the BiobankHospital Clinic de Barcelona‐FCRB/IDIBAPSBarcelonaSpain
| | - Isabel Barroeta
- Neurology DepartmentHospital de la Santa Creu i Sant Pau, NeurologyBarcelonaSpain
| | - Steven L. Carroll
- Department of Pathology & Laboratory MedicineMedical University of South CarolinaCharlestonSouth CarolinaUSA
| | - Juan Fortea
- Neurology DepartmentHospital de la Santa Creu i Sant Pau, NeurologyBarcelonaSpain
| | - Anah Gilmore
- University of Colorado Denver Anschutz Medical Campus, NeurosurgeryAuroraColoradoUSA
| | - Stephen D. Ginsberg
- Center for Dementia Research, Nathan Kline InstituteOrangeburgNew YorkUSA
- Departments of PsychiatryNeuroscience & Physiology, and the NYU Neuroscience Institute, New York University Grossman School of MedicineNew YorkNew YorkUSA
| | - Samuel J. Guzman
- Department of PathologyUniversity of Colorado Anschutz Medical CampusAuroraColoradoUSA
| | - Eric D. Hamlett
- Department of Pathology & Laboratory MedicineMedical University of South CarolinaCharlestonSouth CarolinaUSA
| | - Elizabeth Head
- Department of Pathology and Laboratory MedicineUniversity of California Irvine, UCI School of Medicine D440 Medical Sciences IIrvineCaliforniaUSA
| | - Sylvia E. Perez
- Barrow Neurological InstituteTranslational Neurosciences and NeurologyPhoenixArizonaUSA
| | - Huntington Potter
- University of Colorado Denver Anschutz Medical Campus, NeurologyAuroraColoradoUSA
| | - Laura Molina‐Porcel
- Pathology DepartmentHospital Clinic de Barcelona‐University of BarcelonaBarcelonaSpain
- Alzheimer's Disease and Other Cognitive Disorders UnitNeurology Service, Hospital Clínic, IDIBAPS, University of BarcelonaBarcelonaSpain
| | - Ruma Raha‐Chowdhury
- Department of PsychiatryCambridge Intellectual & Developmental Disabilities Research GroupUniversity of CambridgeCambridgeUK
| | - Thomas Wisniewski
- Center for Cognitive Neurology, Departments of Neurology, Pathology and PsychiatryNew York University Grossman School of MedicineNew YorkNew YorkUSA
| | - William H. Yong
- Department of Pathology and Laboratory MedicineUniversity of California Irvine, UCI School of Medicine D440 Medical Sciences IIrvineCaliforniaUSA
| | - Shahid Zaman
- Department of PsychiatryCambridge Intellectual & Developmental Disabilities Research GroupUniversity of CambridgeCambridgeUK
| | - Sujay Ghosh
- Department of ZoologyCytogenetics and Genomics Research UnitKolkataIndia
| | - Elliott J. Mufson
- Barrow Neurological InstituteTranslational Neurosciences and NeurologyPhoenixArizonaUSA
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