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Nascimento JM, Saia-Cereda VM, Zuccoli GS, Reis-de-Oliveira G, Carregari VC, Smith BJ, Rehen SK, Martins-de-Souza D. Proteomic signatures of schizophrenia-sourced iPSC-derived neural cells and brain organoids are similar to patients' postmortem brains. Cell Biosci 2022; 12:189. [PMID: 36451159 PMCID: PMC9714120 DOI: 10.1186/s13578-022-00928-x] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2022] [Accepted: 11/08/2022] [Indexed: 12/03/2022] Open
Abstract
BACKGROUND Schizophrenia is a complex and severe neuropsychiatric disorder, with a wide range of debilitating symptoms. Several aspects of its multifactorial complexity are still unknown, and some are accepted to be an early developmental deficiency with a more specifically neurodevelopmental origin. Understanding the timepoints of disturbances during neural cell differentiation processes could lead to an insight into the development of the disorder. In this context, human brain organoids and neural cells differentiated from patient-derived induced pluripotent stem cells are of great interest as a model to study the developmental origins of the disease. RESULTS Here we evaluated the differential expression of proteins of schizophrenia patient-derived neural progenitors (NPCs), early neurons, and brain organoids in comparison to healthy individuals. Using bottom-up shotgun proteomics with a label-free approach for quantitative analysis, we found multiple dysregulated proteins since NPCs, modified, and disrupted the 21DIV neuronal differentiation, and cerebral organoids. Our experimental methods have shown impairments in pathways never before found in patient-derived induced pluripotent stem cells studies, such as spliceosomes and amino acid metabolism; but also, those such as axonal guidance and synaptogenesis, in line with postmortem tissue studies of schizophrenia patients. CONCLUSION In conclusion, here we provide comprehensive, large-scale, protein-level data of different neural cell models that may uncover early events in brain development, underlying several of the mechanisms within the origins of schizophrenia.
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Affiliation(s)
- Juliana Minardi Nascimento
- grid.411087.b0000 0001 0723 2494Laboratory of Neuroproteomics, Department of Biochemistry and Tissue Biology, Institute of Biology, University of Campinas (UNICAMP), Rua Monteiro Lobato, Campinas, SP 255, 13083-862 Brazil ,grid.472984.4D’Or Institute for Research and Education (IDOR), Rua Diniz Cordeiro, 30, Rio de Janeiro, RJ 22281-100 Brazil ,grid.411249.b0000 0001 0514 7202Department of Biosciences, Institute Science and Society, Federal University of São Paulo (UNIFESP), Santos, SP Brazil
| | - Verônica M. Saia-Cereda
- grid.411087.b0000 0001 0723 2494Laboratory of Neuroproteomics, Department of Biochemistry and Tissue Biology, Institute of Biology, University of Campinas (UNICAMP), Rua Monteiro Lobato, Campinas, SP 255, 13083-862 Brazil
| | - Giuliana S. Zuccoli
- grid.411087.b0000 0001 0723 2494Laboratory of Neuroproteomics, Department of Biochemistry and Tissue Biology, Institute of Biology, University of Campinas (UNICAMP), Rua Monteiro Lobato, Campinas, SP 255, 13083-862 Brazil
| | - Guilherme Reis-de-Oliveira
- grid.411087.b0000 0001 0723 2494Laboratory of Neuroproteomics, Department of Biochemistry and Tissue Biology, Institute of Biology, University of Campinas (UNICAMP), Rua Monteiro Lobato, Campinas, SP 255, 13083-862 Brazil
| | - Victor Corasolla Carregari
- grid.411087.b0000 0001 0723 2494Laboratory of Neuroproteomics, Department of Biochemistry and Tissue Biology, Institute of Biology, University of Campinas (UNICAMP), Rua Monteiro Lobato, Campinas, SP 255, 13083-862 Brazil
| | - Bradley J. Smith
- grid.411087.b0000 0001 0723 2494Laboratory of Neuroproteomics, Department of Biochemistry and Tissue Biology, Institute of Biology, University of Campinas (UNICAMP), Rua Monteiro Lobato, Campinas, SP 255, 13083-862 Brazil
| | - Stevens K. Rehen
- grid.472984.4D’Or Institute for Research and Education (IDOR), Rua Diniz Cordeiro, 30, Rio de Janeiro, RJ 22281-100 Brazil ,grid.8536.80000 0001 2294 473XInstitute of Biology, Federal University of Rio de Janeiro (UFRJ), Rio de Janeiro, RJ Brazil
| | - Daniel Martins-de-Souza
- grid.411087.b0000 0001 0723 2494Laboratory of Neuroproteomics, Department of Biochemistry and Tissue Biology, Institute of Biology, University of Campinas (UNICAMP), Rua Monteiro Lobato, Campinas, SP 255, 13083-862 Brazil ,grid.472984.4D’Or Institute for Research and Education (IDOR), Rua Diniz Cordeiro, 30, Rio de Janeiro, RJ 22281-100 Brazil ,grid.450640.30000 0001 2189 2026Instituto Nacional de Biomarcadores Em Neuropsiquiatria (INBION), Conselho Nacional de Desenvolvimento Científico E Tecnológico (CNPq), São Paulo, Brazil ,grid.411087.b0000 0001 0723 2494Experimental Medicine Research Cluster (EMRC), University of Campinas, Campinas, SP 13083-970 Brazil
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Zuccoli GS, Reis-de-Oliveira G, Garbes B, Falkai P, Schmitt A, Nakaya HI, Martins-de-Souza D. Linking proteomic alterations in schizophrenia hippocampus to NMDAr hypofunction in human neurons and oligodendrocytes. Eur Arch Psychiatry Clin Neurosci 2021; 271:1579-1586. [PMID: 33751207 DOI: 10.1007/s00406-021-01248-w] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/29/2020] [Accepted: 02/24/2021] [Indexed: 12/12/2022]
Abstract
Glutamatergic neurotransmission dysfunction and the early involvement of the hippocampus have been proposed to be important aspects of the pathophysiology of schizophrenia. Here, we performed proteomic analysis of hippocampus postmortem samples from schizophrenia patients as well as neural cells-neurons and oligodendrocytes-treated with MK-801, an NMDA receptor antagonist. There were similarities in processes such as oxidative stress and apoptotic process when comparing hippocampus samples with MK-801-treated neurons, and in proteins synthesis when comparing hippocampus samples with MK-801-treated oligodendrocytes. This reveals that studying the effects of glutamatergic dysfunction in different neural cells can contribute to a better understanding of what it is observed in schizophrenia patients' postmortem brains.
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Affiliation(s)
- Giuliana S Zuccoli
- Laboratory of Neuroproteomics, Department of Biochemistry and Tissue Biology, Institute of Biology, University of Campinas (UNICAMP), Campinas, Brazil
| | - Guilherme Reis-de-Oliveira
- Laboratory of Neuroproteomics, Department of Biochemistry and Tissue Biology, Institute of Biology, University of Campinas (UNICAMP), Campinas, Brazil
| | - Bruna Garbes
- Department of Clinical and Toxicological Analyses, School of Pharmaceutical Sciences, University of São Paulo (USP), São Paulo, Brazil
| | - Peter Falkai
- Department of Psychiatry and Psychotherapy, Ludwig Maximillian University of Munich (LMU), Munich, Germany
| | - Andrea Schmitt
- Department of Psychiatry and Psychotherapy, Ludwig Maximillian University of Munich (LMU), Munich, Germany
| | - Helder I Nakaya
- Department of Clinical and Toxicological Analyses, School of Pharmaceutical Sciences, University of São Paulo (USP), São Paulo, Brazil.
| | - Daniel Martins-de-Souza
- Laboratory of Neuroproteomics, Department of Biochemistry and Tissue Biology, Institute of Biology, University of Campinas (UNICAMP), Campinas, Brazil. .,Instituto Nacional de Biomarcadores Em Neuropsiquiatria (INBION), Conselho Nacional de Desenvolvimento Científico E Tecnológico, São Paulo, Brasil. .,Experimental Medicine Research Cluster (EMRC), University of Campinas, Campinas, Brazil. .,D'Or Institute for Research and Education (IDOR), São Paulo, Brazil.
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Hiltunen AE, Kangas SM, Ohlmeier S, Pietilä I, Hiltunen J, Tanila H, McKerlie C, Govindan S, Tuominen H, Kaarteenaho R, Hallman M, Uusimaa J, Hinttala R. Variant in NHLRC2 leads to increased hnRNP C2 in developing neurons and the hippocampus of a mouse model of FINCA disease. Mol Med 2020; 26:123. [PMID: 33297935 PMCID: PMC7724728 DOI: 10.1186/s10020-020-00245-4] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2020] [Accepted: 11/18/2020] [Indexed: 12/13/2022] Open
Abstract
Background FINCA disease is a pediatric cerebropulmonary disease caused by variants in the NHL repeat-containing 2 (NHLRC2) gene. Neurological symptoms are among the first manifestations of FINCA disease, but the consequences of NHLRC2 deficiency in the central nervous system are currently unexplored. Methods The orthologous mouse gene is essential for development, and its complete loss leads to early embryonic lethality. In the current study, we used CRISPR/Cas9 to generate an Nhlrc2 knockin (KI) mouse line, harboring the FINCA patient missense mutation (c.442G > T, p.Asp148Tyr). A FINCA mouse model, resembling the compound heterozygote genotype of FINCA patients, was obtained by crossing the KI and Nhlrc2 knockout mouse lines. To reveal NHLRC2-interacting proteins in developing neurons, we compared cortical neuronal precursor cells of E13.5 FINCA and wild-type mouse embryos by two-dimensional difference gel electrophoresis. Results Despite the significant decrease in NHLRC2, the mice did not develop severe early onset multiorgan disease in either sex. We discovered 19 altered proteins in FINCA neuronal precursor cells; several of which are involved in vesicular transport pathways and actin dynamics which have been previously reported in other cell types including human to have an association with dysfunctional NHLRC2. Interestingly, isoform C2 of hnRNP C1/C2 was significantly increased in both developing neurons and the hippocampus of adult female FINCA mice, connecting NHLRC2 dysfunction with accumulation of RNA binding protein. Conclusions We describe here the first NHLRC2-deficient mouse model to overcome embryonic lethality, enabling further studies on predisposing and causative mechanisms behind FINCA disease. Our novel findings suggest that disrupted RNA metabolism may contribute to the neurodegeneration observed in FINCA patients.
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Affiliation(s)
- Anniina E Hiltunen
- Medical Research Center Oulu and PEDEGO Research Unit, University of Oulu and Oulu University Hospital, PO Box 5000, 90014, Oulu, Finland. .,Biocenter Oulu, University of Oulu, Oulu, Finland.
| | - Salla M Kangas
- Medical Research Center Oulu and PEDEGO Research Unit, University of Oulu and Oulu University Hospital, PO Box 5000, 90014, Oulu, Finland.,Biocenter Oulu, University of Oulu, Oulu, Finland
| | - Steffen Ohlmeier
- Proteomics Core Facility, Biocenter Oulu, Faculty of Biochemistry and Molecular Medicine, University of Oulu, PO Box 5400, Oulu, 90014, Finland
| | - Ilkka Pietilä
- Medical Research Center Oulu and PEDEGO Research Unit, University of Oulu and Oulu University Hospital, PO Box 5000, 90014, Oulu, Finland.,Department of Immunology, Genetics and Pathology, Science for Life Laboratory, Uppsala University, Rudbeck Laboratory, Uppsala, Sweden
| | - Jori Hiltunen
- Medical Research Center Oulu and PEDEGO Research Unit, University of Oulu and Oulu University Hospital, PO Box 5000, 90014, Oulu, Finland
| | - Heikki Tanila
- A.I. Virtanen Institute, University of Eastern Finland, Kuopio, Finland
| | - Colin McKerlie
- The Hospital for Sick Children, Toronto, Canada.,Faculty of Medicine, University of Toronto, Toronto, Canada
| | - Subashika Govindan
- Tissue Engineering Laboratory, Hepia/HES-SO, University of Applied Sciences Western Switzerland, Geneva, Switzerland
| | - Hannu Tuominen
- Department of Pathology, Cancer and Translational Medicine Research Unit, University of Oulu, Oulu, Finland.,Department of Pathology, Oulu University Hospital, Oulu, Finland
| | - Riitta Kaarteenaho
- Research Unit of Internal Medicine, Respiratory Research, University of Oulu, Oulu, Finland.,Medical Research Center Oulu and Unit of Internal Medicine and Respiratory Medicine, Oulu University Hospital, Oulu, Finland
| | - Mikko Hallman
- Medical Research Center Oulu and PEDEGO Research Unit, University of Oulu and Oulu University Hospital, PO Box 5000, 90014, Oulu, Finland
| | - Johanna Uusimaa
- Medical Research Center Oulu and PEDEGO Research Unit, University of Oulu and Oulu University Hospital, PO Box 5000, 90014, Oulu, Finland.,Clinic for Children and Adolescents, Paediatric Neurology Unit, Oulu University Hospital, Oulu, Finland
| | - Reetta Hinttala
- Medical Research Center Oulu and PEDEGO Research Unit, University of Oulu and Oulu University Hospital, PO Box 5000, 90014, Oulu, Finland.,Biocenter Oulu, University of Oulu, Oulu, Finland
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4
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Brandão-Teles C, de Almeida V, Cassoli JS, Martins-de-Souza D. Biochemical Pathways Triggered by Antipsychotics in Human [corrected] Oligodendrocytes: Potential of Discovering New Treatment Targets. Front Pharmacol 2019; 10:186. [PMID: 30890939 PMCID: PMC6411851 DOI: 10.3389/fphar.2019.00186] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2018] [Accepted: 02/14/2019] [Indexed: 01/22/2023] Open
Abstract
Schizophrenia is a psychiatric disorder that affects more than 21 million people worldwide. It is an incurable disorder and the primary means of managing symptoms is through administration of pharmacological treatments, which consist heavily of antipsychotics. First-generation antipsychotics have the properties of D2 receptor antagonists. Second-generation antipsychotics are antagonists of both D2 and 5HT2 receptors. Recently, there has been increasing interest in the effects of antipsychotics beyond their neuronal targets and oligodendrocytes are one of the main candidates. Thus, our aim was to evaluate the molecular effects of typical and atypical drugs across the proteome of the human oligodendrocyte cell line, MO3.13. For this, we performed a mass spectrometry-based, bottom-up shotgun proteomic analysis to identify differences triggered by typical (chlorpromazine and haloperidol) and atypical (quetiapine and risperidone) antipsychotics. Proteins which showed changes in their expression levels were analyzed in silico using Ingenuity® Pathway Analysis, which implicated dysregulation of canonical pathways for each treatment. Our results shed light on the biochemical pathways involved in the mechanisms of action of these drugs, which may guide the identification of novel biomarkers and the development of new and improved treatments.
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Affiliation(s)
- Caroline Brandão-Teles
- Laboratory of Neuroproteomics, Department of Biochemistry and Tissue Biology, Institute of Biology, University of Campinas, Campinas, Brazil
| | - Valéria de Almeida
- Laboratory of Neuroproteomics, Department of Biochemistry and Tissue Biology, Institute of Biology, University of Campinas, Campinas, Brazil
| | - Juliana S. Cassoli
- Laboratory of Neuroproteomics, Department of Biochemistry and Tissue Biology, Institute of Biology, University of Campinas, Campinas, Brazil
- Faculdade de Palmas, Palmas, Brazil
| | - Daniel Martins-de-Souza
- Laboratory of Neuroproteomics, Department of Biochemistry and Tissue Biology, Institute of Biology, University of Campinas, Campinas, Brazil
- UNICAMP’s Neurobiology Center, Campinas, Brazil
- Instituto Nacional de Biomarcadores em Neuropsiquiatria, Conselho Nacional de Desenvolvimento Científico e Tecnológico, São Paulo, Brazil
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5
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Zhou Y, Dong F, Mao Y. Control of CNS functions by RNA-binding proteins in neurological diseases. ACTA ACUST UNITED AC 2018; 4:301-313. [PMID: 30410853 DOI: 10.1007/s40495-018-0140-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
Purpose of Review This review summarizes recent studies on the molecular mechanisms of RNA binding proteins (RBPs) that control neurological functions and pathogenesis in various neurodevelopmental and neurodegenerative diseases, including autism spectrum disorders, schizophrenia, Alzheimer's disease, amyotrophic lateral sclerosis, frontotemporal dementia, and spinocerebellar ataxia. Recent Findings RBPs are critical players in gene expression that regulate every step of posttranscriptional modifications. Recent genome-wide approaches revealed that many proteins associate with RNA, but do not contain any known RNA binding motifs. Additionally, many causal and risk genes of neurodevelopmental and neurodegenerative diseases are RBPs. Development of high-throughput sequencing methods has mapped out the fingerprints of RBPs on transcripts and provides unprecedented potential to discover new mechanisms of neurological diseases. Insights into how RBPs modulate neural development are important for designing effective therapies for numerous neurodevelopmental and neurodegenerative diseases. Summary RBPs have diverse mechanisms for modulating RNA processing and, thereby, controlling neurogenesis. Understanding the role of disease-associated RBPs in neurogenesis is vital for developing novel treatments for neurological diseases.
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Affiliation(s)
- Yijing Zhou
- Department of Biology, Pennsylvania State University, University Park, PA, 16802, USA
| | - Fengping Dong
- Department of Biology, Pennsylvania State University, University Park, PA, 16802, USA
| | - Yingwei Mao
- Department of Biology, Pennsylvania State University, University Park, PA, 16802, USA
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6
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Saia-Cereda VM, Santana AG, Schmitt A, Falkai P, Martins-de-Souza D. The Nuclear Proteome of White and Gray Matter from Schizophrenia Postmortem Brains. MOLECULAR NEUROPSYCHIATRY 2017; 3:37-52. [PMID: 28879200 PMCID: PMC5582429 DOI: 10.1159/000477299] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/27/2017] [Accepted: 05/03/2017] [Indexed: 12/14/2022]
Abstract
Schizophrenia (SCZ) is a serious neuropsychiatric disorder that manifests through several symptoms from early adulthood. Numerous studies over the last decades have led to significant advances in increasing our understanding of the factors involved in SCZ. For example, mass spectrometry-based proteomic analysis has provided important insights by uncovering protein dysfunctions inherent to SCZ. Here, we present a comprehensive analysis of the nuclear proteome of postmortem brain tissues from corpus callosum (CC) and anterior temporal lobe (ATL). We show an overview of the role of deregulated nuclear proteins in these two main regions of the brain: the first, mostly composed of glial cells and axons of neurons, and the second, represented mainly by neuronal cell bodies. These samples were collected from SCZ patients in an attempt to characterize the role of the nucleus in the disease process. With the ATL nucleus enrichment, we found 224 proteins present at different levels, and 76 of these were nuclear proteins. In the CC analysis, we identified 119 present at different levels, and 24 of these were nuclear proteins. The differentially expressed nuclear proteins of ATL are mainly associated with the spliceosome, whereas those of the CC region are associated with calcium/calmodulin signaling.
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Affiliation(s)
- Verônica M. Saia-Cereda
- Laboratory of Neuroproteomics, Department of Biochemistry and Tissue Biology, Institute of Biology, University of Campinas (UNICAMP), Campinas, Brazil
| | - Aline G. Santana
- Laboratory of Neuroproteomics, Department of Biochemistry and Tissue Biology, Institute of Biology, University of Campinas (UNICAMP), Campinas, Brazil
| | - Andrea Schmitt
- Department of Psychiatry and Psychotherapy, Ludwig Maximilian University (LMU), Munich, Germany
- Laboratory of Neurosciences (LIM-27), Institute of Psychiatry, University of São Paulo, São Paulo, Brazil
| | - Peter Falkai
- Department of Psychiatry and Psychotherapy, Ludwig Maximilian University (LMU), Munich, Germany
| | - Daniel Martins-de-Souza
- Laboratory of Neuroproteomics, Department of Biochemistry and Tissue Biology, Institute of Biology, University of Campinas (UNICAMP), Campinas, Brazil
- UNICAMP's Neurobiology Center, Campinas, Brazil
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7
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Mladinov M, Sedmak G, Fuller HR, Babić Leko M, Mayer D, Kirincich J, Štajduhar A, Borovečki F, Hof PR, Šimić G. Gene expression profiling of the dorsolateral and medial orbitofrontal cortex in schizophrenia. Transl Neurosci 2016; 7:139-150. [PMID: 28123834 PMCID: PMC5234522 DOI: 10.1515/tnsci-2016-0021] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2016] [Accepted: 11/05/2016] [Indexed: 12/29/2022] Open
Abstract
Schizophrenia is a complex polygenic disorder of unknown etiology. Over 3,000 candidate genes associated with schizophrenia have been reported, most of which being mentioned only once. Alterations in cognitive processing - working memory, metacognition and mentalization - represent a core feature of schizophrenia, which indicates the involvement of the prefrontal cortex in the pathophysiology of this disorder. Hence we compared the gene expression in postmortem tissue from the left and right dorsolateral prefrontal cortex (DLPFC, Brodmann's area 46), and the medial part of the orbitofrontal cortex (MOFC, Brodmann's area 11/12), in six patients with schizophrenia and six control brains. Although in the past decade several studies performed transcriptome profiling in schizophrenia, this is the first study to investigate both hemispheres, providing new knowledge about possible brain asymmetry at the level of gene expression and its relation to schizophrenia. We found that in the left hemisphere, twelve genes from the DLPFC and eight genes from the MOFC were differentially expressed in patients with schizophrenia compared to controls. In the right hemisphere there was only one gene differentially expressed in the MOFC. We reproduce the involvement of previously reported genes TARDBP and HNRNPC in the pathogenesis of schizophrenia, and report seven novel genes: SART1, KAT7, C1D, NPM1, EVI2A, XGY2, and TTTY15. As the differentially expressed genes only partially overlap with previous studies that analyzed other brain regions, our findings indicate the importance of considering prefrontal cortical regions, especially those in the left hemisphere, for obtaining disease-relevant insights.
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Affiliation(s)
- Mihovil Mladinov
- Department of Neuroscience, Croatian Institute for Brain Research, University of Zagreb Medical School, Zagreb, Croatia; Department of Psychiatry and Psychotherapy, University of Tübingen, Tübingen, Germany
| | - Goran Sedmak
- Department of Neuroscience, Croatian Institute for Brain Research, University of Zagreb Medical School, Zagreb, Croatia
| | - Heidi R Fuller
- Wolfson Centre for Inherited Neuromuscular Disease, RJAH Orthopaedic Hospital, Oswestry, SY10 7AG, UK and Institute for Science and Technology in Medicine, Keele University, Staffordshire, ST5 5BG, United Kingdom of Great Britain and Northern Ireland
| | - Mirjana Babić Leko
- Department of Neuroscience, Croatian Institute for Brain Research, University of Zagreb Medical School, Zagreb, Croatia
| | - Davor Mayer
- Department of Forensic Medicine, University of Zagreb Medical School, Zagreb, Croatia
| | - Jason Kirincich
- Department of Neuroscience, Croatian Institute for Brain Research, University of Zagreb Medical School, Zagreb, Croatia
| | - Andrija Štajduhar
- Department of Neuroscience, Croatian Institute for Brain Research, University of Zagreb Medical School, Zagreb, Croatia
| | - Fran Borovečki
- Department of Neurology, University Clinical Hospital Zagreb, Zagreb, Croatia
| | - Patrick R Hof
- Fishberg Department of Neuroscience, and Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, United States of America
| | - Goran Šimić
- Department of Neuroscience, Croatian Institute for Brain Research, University of Zagreb Medical School, Zagreb, Croatia
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Tavares R, Wajnberg G, Scherer NDM, Pauletti BA, Cassoli JS, Ferreira CG, Paes Leme AF, de Araujo-Souza PS, Martins-de-Souza D, Passetti F. Unveiling alterative splice diversity from human oligodendrocyte proteome data. J Proteomics 2016; 151:293-301. [PMID: 27222040 DOI: 10.1016/j.jprot.2016.05.023] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2015] [Revised: 05/14/2016] [Accepted: 05/20/2016] [Indexed: 10/21/2022]
Abstract
Oligodendrocytes produce and maintain the myelin sheath of axons in the central nervous system. Because misassembled myelin sheaths have been associated with brain disorders such as multiple sclerosis and schizophrenia, recent advances have been made towards the description of the oligodendrocyte proteome. The identification of splice variants represented in the proteome is as important as determining the level of oligodendrocyte-associated proteins. Here, we used an oligodendrocyte proteome dataset deposited in ProteomeXchange to search against a customized protein sequence file containing computationally predicted splice variants. Our approach resulted in the identification of 39 splice variants, including one variant from the GTPase KRAS gene and another from the human glutaminase gene family. We also detected the mRNA expression of five selected splice variants and demonstrated that a fraction of these have their canonical proteins participating in direct protein-protein interactions. In conclusion, we believe our findings contribute to the molecular characterization of oligodendrocytes and may encourage other research groups working with central nervous system disorders to investigate the biological significance of these splice variants. The splice variants identified in this study may encode proteins that could be targeted in novel treatment strategies and diagnostic methods. SIGNIFICANCE Several disorders of the central nervous system (CNS) are associated with misassembled myelin sheaths, which are produced and maintained by oligodendrocytes (OL). Recently, the OL proteome has been explored to identify key proteins and molecular functions associated with CNS disorders. We developed an innovative approach to select, with a higher level of confidence, a relevant list of splice variants from a proteome dataset and detected the mRNA expression of five selected variants: EEF1D, KRAS, MFF, SDR39U1, and SUGT1. We also described splice variants extracted from OL proteome data. Among the splice variants identified, some are from genes previously linked to CNS and related disorders. Our findings may contribute to oligodendrocyte characterization and encourage other research groups to investigate the biological role of splice variants and to improve current treatments and diagnostic methods for CNS disorders.
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Affiliation(s)
- Raphael Tavares
- Laboratory of Functional Genomics and Bioinformatics, Oswaldo Cruz Institute, Fundação Oswaldo Cruz (FIOCRUZ), Rio de Janeiro, RJ, Brazil; Bioinformatics Unit, Clinical Research Coordination, Instituto Nacional de Câncer (INCA), Rio de Janeiro, RJ, Brazil
| | - Gabriel Wajnberg
- Laboratory of Functional Genomics and Bioinformatics, Oswaldo Cruz Institute, Fundação Oswaldo Cruz (FIOCRUZ), Rio de Janeiro, RJ, Brazil; Bioinformatics Unit, Clinical Research Coordination, Instituto Nacional de Câncer (INCA), Rio de Janeiro, RJ, Brazil
| | - Nicole de Miranda Scherer
- Bioinformatics Unit, Clinical Research Coordination, Instituto Nacional de Câncer (INCA), Rio de Janeiro, RJ, Brazil
| | - Bianca Alves Pauletti
- Laboratório de Espectrometria de Massas, Laboratório Nacional de Biociências (LNBio), CNPEM, Campinas, SP, Brazil
| | - Juliana S Cassoli
- Laboratory of Neuroproteomics, Department of Biochemistry and Tissue Biology, Institute of Biology, University of Campinas (UNICAMP), Campinas, SP, Brazil
| | - Carlos Gil Ferreira
- Clinical Research Coordination, Instituto Nacional de Câncer (INCA), Rio de Janeiro, RJ, Brazil
| | - Adriana Franco Paes Leme
- Laboratório de Espectrometria de Massas, Laboratório Nacional de Biociências (LNBio), CNPEM, Campinas, SP, Brazil
| | - Patricia Savio de Araujo-Souza
- Department of Immunobiology, Fluminense Federal University (UFF), Niterói, RJ, Brazil; Program of Cellular Biology, Instituto Nacional de Câncer (INCA), Rio de Janeiro, RJ, Brazil
| | - Daniel Martins-de-Souza
- Laboratory of Neuroproteomics, Department of Biochemistry and Tissue Biology, Institute of Biology, University of Campinas (UNICAMP), Campinas, SP, Brazil
| | - Fabio Passetti
- Laboratory of Functional Genomics and Bioinformatics, Oswaldo Cruz Institute, Fundação Oswaldo Cruz (FIOCRUZ), Rio de Janeiro, RJ, Brazil; Bioinformatics Unit, Clinical Research Coordination, Instituto Nacional de Câncer (INCA), Rio de Janeiro, RJ, Brazil.
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9
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Sellmann C, Villarín Pildaín L, Schmitt A, Leonardi-Essmann F, Durrenberger PF, Spanagel R, Arzberger T, Kretzschmar H, Zink M, Gruber O, Herrera-Marschitz M, Reynolds R, Falkai P, Gebicke-Haerter PJ, Matthäus F. Gene expression in superior temporal cortex of schizophrenia patients. Eur Arch Psychiatry Clin Neurosci 2014; 264:297-309. [PMID: 24287731 DOI: 10.1007/s00406-013-0473-5] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/06/2013] [Accepted: 11/12/2013] [Indexed: 11/24/2022]
Abstract
We investigated gene expression pattern obtained from microarray data of 10 schizophrenia patients and 10 control subjects. Brain tissue samples were obtained postmortem; thus, the different ages of the patients at death also allowed a study of the dynamic behavior of the expression patterns over a time frame of many years. We used statistical tests and dimensionality reduction methods to characterize the subset of genes differentially expressed in the two groups. A set of 10 genes were significantly downregulated, and a larger set of 40 genes were upregulated in the schizophrenia patients. Interestingly, the set of upregulated genes includes a large number of genes associated with gene transcription (zinc finger proteins and histone methylation) and apoptosis. We furthermore identified genes with a significant trend correlating with age in the control (MLL3) or the schizophrenia group (SOX5, CTRL). Assessments of correlations of other genes with the disorder (RRM1) or with the duration of medication could not be resolved, because all patients were medicated. This hypothesis-free approach uncovered a series of genes differentially expressed in schizophrenia that belong to a number of distinct cell functions, such as apoptosis, transcriptional regulation, cell motility, energy metabolism and hypoxia.
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Affiliation(s)
- C Sellmann
- Institute for Pharmacy and Molecular Biotechnology, University of Heidelberg, Im Neuenheimer Feld 364, 69120, Heidelberg, Germany
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Iwata K, Café-Mendes CC, Schmitt A, Steiner J, Manabe T, Matsuzaki H, Falkai P, Turck CW, Martins-de-Souza D. The human oligodendrocyte proteome. Proteomics 2013; 13:3548-53. [DOI: 10.1002/pmic.201300201] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2013] [Revised: 08/28/2013] [Accepted: 10/07/2013] [Indexed: 11/08/2022]
Affiliation(s)
- Keiko Iwata
- Department of Psychiatry and Psychotherapy; Ludwig Maximilians University of Munich (LMU); Munich Germany
- Research Center for Child Mental Development; University of Fukui; Japan
- Department of Development of Functional Brain Activities; United Graduate School of Child Development; Osaka University, Kanazawa University, Hamamatsu University School of Medicine; Chiba University and University of Fukui; Fukui Japan
| | - Cecilia C. Café-Mendes
- Max Planck Institute for Psychiatry; Proteomics and Biomarkers; Munich Germany
- Lab. de Neurobiologia Celular, Inst. Ciências Biomédicas; Universidade de São Paulo (USP); São Paulo SP Brazil
| | - Andrea Schmitt
- Department of Psychiatry and Psychotherapy; Ludwig Maximilians University of Munich (LMU); Munich Germany
- Lab. de Neurociências (LIM-27); Inst. de Psiquaitria, Faculdade de Medicina da Universidade de Sao Paulo; São Paulo Brazil
| | - Johann Steiner
- Department of Psychiatry; University of Magdeburg; Magdeburg Germany
| | - Takayuki Manabe
- Division of Gene Expression Mechanism; Institute for Comprehensive Medical Science; Fujita Health University; Aichi Japan
| | - Hideo Matsuzaki
- Research Center for Child Mental Development; University of Fukui; Japan
- Department of Development of Functional Brain Activities; United Graduate School of Child Development; Osaka University, Kanazawa University, Hamamatsu University School of Medicine; Chiba University and University of Fukui; Fukui Japan
| | - Peter Falkai
- Department of Psychiatry and Psychotherapy; Ludwig Maximilians University of Munich (LMU); Munich Germany
| | - Christoph W. Turck
- Max Planck Institute for Psychiatry; Proteomics and Biomarkers; Munich Germany
| | - Daniel Martins-de-Souza
- Department of Psychiatry and Psychotherapy; Ludwig Maximilians University of Munich (LMU); Munich Germany
- Max Planck Institute for Psychiatry; Proteomics and Biomarkers; Munich Germany
- Lab. de Neurociências (LIM-27); Inst. de Psiquaitria, Faculdade de Medicina da Universidade de Sao Paulo; São Paulo Brazil
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Huyghe A, Horzinski L, Hénaut A, Gaillard M, Bertini E, Schiffmann R, Rodriguez D, Dantal Y, Boespflug-Tanguy O, Fogli A. Developmental splicing deregulation in leukodystrophies related to EIF2B mutations. PLoS One 2012; 7:e38264. [PMID: 22737209 PMCID: PMC3380860 DOI: 10.1371/journal.pone.0038264] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2011] [Accepted: 05/03/2012] [Indexed: 11/19/2022] Open
Abstract
Leukodystrophies (LD) are rare inherited disorders that primarily affect the white matter (WM) of the central nervous system. The large heterogeneity of LD results from the diversity of the genetically determined defects that interfere with glial cells functions. Astrocytes have been identified as the primary target of LD with cystic myelin breakdown including those related to mutations in the ubiquitous translation initiation factor eIF2B. EIF2B is involved in global protein synthesis and its regulation under normal and stress conditions. Little is known about how eIF2B mutations have a major effect on WM. We performed a transcriptomic analysis using fibroblasts of 10 eIF2B-mutated patients with a severe phenotype and 10 age matched patients with other types of LD in comparison to control fibroblasts. ANOVA was used to identify genes that were statistically significantly differentially expressed at basal state and after ER-stress. The pattern of differentially expressed genes between basal state and ER-stress did not differ significantly among each of the three conditions. However, 70 genes were specifically differentially expressed in eIF2B-mutated fibroblasts whatever the stress conditions tested compared to controls, 96% being under-expressed. Most of these genes were involved in mRNA regulation and mitochondrial metabolism. The 13 most representative genes, including genes belonging to the Heterogeneous Nuclear Ribonucleoprotein (HNRNP) family, described as regulators of splicing events and stability of mRNA, were dysregulated during the development of eIF2B-mutated brains. HNRNPH1, F and C mRNA were over-expressed in foetus but under-expressed in children and adult brains. The abnormal regulation of HNRNP expression in the brain of eIF2B-mutated patients was concomitant with splicing dysregulation of the main genes involved in glial maturation such as PLP1 for oligodendrocytes and GFAP in astrocytes. These findings demonstrate a developmental deregulation of splicing events in glial cells that is related to abnormal production of HNRNP, in eIF2B-mutated brains.
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Affiliation(s)
- Aurélia Huyghe
- Génétique, Reproduction et Développement (GReD) Faculté de Médecine, Clermont-Ferrand, France
- Université de Clermont, UFR Médecine, Clermont-Ferrand, France
| | - Laetitia Horzinski
- Génétique, Reproduction et Développement (GReD) Faculté de Médecine, Clermont-Ferrand, France
- Université de Clermont, UFR Médecine, Clermont-Ferrand, France
| | - Alain Hénaut
- Systématique, Adaptation, Evolution, CNRS - Université Pierre et Marie Curie, Paris, France
| | - Marina Gaillard
- Génétique, Reproduction et Développement (GReD) Faculté de Médecine, Clermont-Ferrand, France
- Université de Clermont, UFR Médecine, Clermont-Ferrand, France
| | - Enrico Bertini
- Division of Neuromuscular and Neurodegenerative Disorders, Laboratory of Molecular Medicine, Department of Neuroscience, Bambino Gesu’Hospital Instituto di Ricovero e Cura a Carattere Scientifico (IRCCS), Rome, Italy
| | - Raphael Schiffmann
- Institute of Metabolic Disease, Baylor Research Institute, Dallas, Texas, United States of America
| | - Diana Rodriguez
- Assistance Publique-Hôpitaux de Paris, Hôpital Armand Trousseau, Service de Neuropédiatrie, Paris, France
- INSERM U676, Hopital Robert Debré, Paris, France
- Université Pierre et Marie Curie, Paris, France
| | - Yann Dantal
- Soluscience, Faculté de Médecine, Clermont-Ferrand, France
| | - Odile Boespflug-Tanguy
- Génétique, Reproduction et Développement (GReD) Faculté de Médecine, Clermont-Ferrand, France
- INSERM U676, Hopital Robert Debré, Paris, France
- Assistance Publique-Hôpitaux de Paris, Hôpital Robert Debré, Service de Neuropédiatrie et Maladies Métaboliques, Paris, France
- Université Paris Diderot, Sorbonne Cité, Paris, France
| | - Anne Fogli
- Génétique, Reproduction et Développement (GReD) Faculté de Médecine, Clermont-Ferrand, France
- Université de Clermont, UFR Médecine, Clermont-Ferrand, France
- Centre Hospitalier Universitaire de Clermont-Ferrand, Service de Biochimie Médicale et Biologie Moléculaire, Clermont-Ferrand, France
- * E-mail:
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