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Advances in Experimental Medicine and Biology 1400 Proteomics, Metabolomics, Interactomics and Systems Biology Daniel Martins-de-Souza   Editor Neuroproteomics as a Tool for Understanding Schizophrenia Advances in Experimental Medicine and Biology Volume 1400 Series Editors Wim E. Crusio, Institut de Neurosciences Cognitives et Intégratives d’Aquitaine, CNRS and University of Bordeaux, Pessac Cedex, France Haidong Dong, Departments of Urology and Immunology, Mayo Clinic, Rochester, MN, USA Heinfried H. Radeke, Institute of Pharmacology & Toxicology, Clinic of the Goethe University Frankfurt Main, Frankfurt am Main, Hessen, Germany Nima Rezaei, Research Center for Immunodeficiencies, Children’s Medical Center, Tehran University of Medical Sciences, Tehran, Iran Ortrud Steinlein, Institute of Human Genetics, LMU University Hospital, Munich, Germany Junjie Xiao, Cardiac Regeneration and Ageing Lab, Institute of Cardiovascular Science, School of Life Science, Shanghai University, Shanghai, China Advances in Experimental Medicine and Biology provides a platform for scientific contributions in the main disciplines of the biomedicine and the life sciences. This series publishes thematic volumes on contemporary research in the areas of microbiology, immunology, neurosciences, biochemistry, biomedical engineering, genetics, physiology, and cancer research. Covering emerging topics and techniques in basic and clinical science, it brings together clinicians and researchers from various fields. Advances in Experimental Medicine and Biology has been publishing exceptional works in the field for over 40 years, and is indexed in SCOPUS, Medline (PubMed), Journal Citation Reports/Science Edition, Science Citation Index Expanded (SciSearch, Web of Science), EMBASE, BIOSIS, Reaxys, EMBiology, the Chemical Abstracts Service (CAS), and Pathway Studio. 2019 Impact Factor: 2.450 5 Year Impact Factor: 2.324 More information about this series at http://www.springer.com/series/5584 Daniel Martins-de-Souza Editor Neuroproteomics as a Tool for Understanding Schizophrenia Editor Daniel Martins-de-Souza Institute of Biology, Laboratory of Neuroproteomics University of Campinas (UNICAMP) Campinas SP, Brazil ISSN 0065-2598 ISSN 2214-8019 (electronic) Advances in Experimental Medicine and Biology ISSN 2730-6216 ISSN 2730-6224 (electronic) Proteomics, Metabolomics, Interactomics and Systems Biology ISBN 978-3-030-97181-6 ISBN 978-3-030-97182-3 (eBook) https://doi.org/10.1007/978-3-030-97182-3 © The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerland AG 2022 This work is subject to copyright. All rights are solely and exclusively licensed by the Publisher, whether the whole or part of the material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storage and retrieval, electronic adaptation, computer software, or by similar or dissimilar methodology now known or hereafter developed. The use of general descriptive names, registered names, trademarks, service marks, etc. in this publication does not imply, even in the absence of a specific statement, that such names are exempt from the relevant protective laws and regulations and therefore free for general use. The publisher, the authors and the editors are safe to assume that the advice and information in this book are believed to be true and accurate at the date of publication. Neither the publisher nor the authors or the editors give a warranty, expressed or implied, with respect to the material contained herein or for any errors or omissions that may have been made. The publisher remains neutral with regard to jurisdictional claims in published maps and institutional affiliations. This Springer imprint is published by the registered company Springer Nature Switzerland AG The registered company address is: Gewerbestrasse 11, 6330 Cham, Switzerland Preface Schizophrenia is one of the most disabling diseases of humankind, alongside with other psychiatric disorders. It affects about 20 million people world- wide, and in the last few years, more than 1 million new cases are reported every year. Schizophrenia is incurable, and most patients – generally young adults – are incapable of working, studying, and having proper relationships with their family and friends. Antipsychotic medication is the main way of managing the disease, but its efficacy is debatable: a considerable number of patients give up medication because of severe side effects in relation to poor efficacy; in general, only part of the symptoms are managed and not all patients considered good responders are able to live their lives as prior to the disease. All these hurdles are because schizophrenia still needs to be better under- stood from a molecular perspective, despite all efforts in the past decades. In the post-genomic era, proteomics has emerged as a tool to depict molecular mechanisms through the large-scale analyses of expressed proteins and their post-translational modifications, enabling the quantification of differentially expressed proteins involved in a given disease and the connection of the dys- functional biological processes and biochemical pathways. Generated data have the potential to enlighten the molecular features of schizophrenia, which could be helpful down the road for the development of innovative medication and more effective treatment. Proteomics has been largely explored by scientists involved in schizophre- nia research in the last 20 years. Several laboratories across the globe engaged on this regard, and most of these efforts are compiled here. In ten chapters, authors approached proteomic studies (and metabolomics) in postmortem brain tissue, animal, and cellular pre-clinical models and as well as in the context of treatment, discussing how classical antipsychotics and newly pro- posed treatments modulate protein expression in different brain cell types. Knowledge contained in this book will help drawing new roads to be trav- elled from here on in the search of molecular comprehension of schizophre- nia. While these are rather basic information, distant for a clinical application, they are indispensable to build strategies based in precision medicine con- cepts which will in turn have an impact in patients’ lives. Campinas, SP, Brazil Daniel Martins-de-Souza v Contents Postmortem Brains: What Can Proteomics Tell us About the Sources of Schizophrenia? . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 1 Guilherme Reis-de-Oliveira, Bradley J. Smith, and Daniel Martins-de-Souza What Can We Learn from Animal Models to Study Schizophrenia? . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 15 Fernanda Crunfli, Caroline Brandão-Teles, Giuliana S. Zuccoli, Adriano J. M. Chaves Filho, Gabriela Maciel Vieira, Danyelle Silva-Amaral, José Alexandre Crippa, João F. C. Pedrazzi, Danielle S. Macêdo, Elaine Del-Bel, and Felipe V. Gomes Modeling Schizophrenia In Vitro: Challenges and Insights on Studying Brain Cells . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 35 Caroline Brandão-Teles, Giuliana S. Zuccoli, Bradley J. Smith, Gabriela Maciel Vieira, and Fernanda Crunfli Schizophrenia Outside the Brain . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 53 Aline Gazzola Fragnani Valença and Bradley Joseph Smith Molecular Features Triggered by Antipsychotic Medication in Brain Cells . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 65 Lívia Ramos-da-Silva and André S. L. M. Antunes Known and Unexplored Post- Translational Modification Pathways in Schizophrenia . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 75 Bradley J. Smith and Victor C. Carregari Molecular Findings Guiding the Modulation of the Endocannabinoid System as a Potential Target to Treat Schizophrenia . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 89 Giuliana S. Zuccoli, Caroline Brandão-Teles, Gabriela Maciel Vieira, Felipe V. Gomes, and Fernanda Crunfli Metabolomics: A Powerful Tool to Understand the Schizophrenia Biology . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 105 Flávia da Silva Zandonadi, Emerson Andrade Ferreira dos Santos, Mariana Silveira Marques, and Alessandra Sussulini vii viii Contents Modulating Specific Pathways In Vitro to Understand the Synaptic Dysfunction of Schizophrenia . . . . . . . . . . . . . . . . . . . . . 121 Verônica M. Saia-Cereda Proteomics and Schizophrenia: The Evolution of a Great Partnership . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 129 Bradley J. Smith, Victor C. Carregari, and Daniel Martins-de-Souza Index . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 139 Postmortem Brains: What Can Proteomics Tell us About the Sources of Schizophrenia? Guilherme Reis-de-Oliveira, Bradley J. Smith, and Daniel Martins-de-Souza Contents 1 Schizophrenia: Multifactorial Disorders Require Multifaceted Approaches 2 2 Proteomics and Postmortem Tissue: News About This Ideal Union 3 3 Bioinformatics: New Roads, New Perspectives 5 4 Knowledge: Sharing and Multiplying 9 5 Far Away from Conclusions 10 References 10 Abstract Modeling schizophrenia is challenging due to G. Reis-de-Oliveira (*) · B. J. Smith Lab of Neuroproteomics, Department of the uniquely human component of psychiatric Biochemistry and Tissue Biology, Institute of disorders. Despite several advances in cellular Biology, University of Campinas (UNICAMP), and animal modeling, postmortem brain tissue Campinas, Brazil derived from patients is still one of the D. Martins-de-Souza extremely few sources of information that Lab of Neuroproteomics, Department of comprises brain complexity, human genetics, Biochemistry and Tissue Biology, Institute of Biology, University of Campinas (UNICAMP), and patient experiences. Additionally, post- Campinas, Brazil mortem tissue from patients with schizophre- Instituto Nacional de Biomarcadores em nia can be used to drive hypotheses that can Neuropsiquiatria (INBION) Conselho Nacional de then be validated in other models, involving Desenvolvimento Científico e Tecnológico, either other animals or an in vitro approach. São Paulo, Brazil While evaluating high-throughput and sensi- Experimental Medicine Research Cluster (EMRC), tive techniques, shotgun proteomics allows for University of Campinas, Campinas, SP, Brazil the identification and quantitation of thou- D’Or Institute for Research and Education (IDOR), sands of proteins present in biological São Paulo, Brazil © The Author(s), under exclusive license to Springer Nature Switzerland AG 2022 1 D. Martins-de-Souza (ed.), Neuroproteomics as a Tool for Understanding Schizophrenia, Advances in Experimental Medicine and Biology 1400, https://doi.org/10.1007/978-3-030-97182-3_1 2 G. Reis-de-Oliveira et al. systems. In the context of schizophrenia, organoids, and other similar models). Despite the proteomics can map differentially regulated advances that have been made in creating more proteins throughout brain regions of patients robust models, the diagnosis of schizophrenia with schizophrenia, generating a large amount still relies on examining human-exclusive char- of information regarding the disorder’s patho- acteristics through interviews between psychia- physiology. In this chapter, our aim is to bring trists and patients, in which the latter will describe the literature up to date regarding proteomics their view of the world to reveal personal delu- tools applied to postmortem brains from sions, hallucinations, and other symptoms. patients with schizophrenia, additionally dis- In addition to animal models, postmortem cussing new findings, roads, and perspectives brains from patients with schizophrenia are com- for the comprehension of this severe disorder. plex systems that can improve our knowledge about this disorder since it allows us to obtain Keywords molecular information directly from the brains of patients that were diagnosed by specialized pro- Psychiatry · Schizophrenia · Postmortem · fessionals. Postmortem brains also originated Proteomics · Systems biology · Database from a complete biological system and therefore present a higher degree of similarity to living patients than induced animal models or in vitro models. Overall, results from postmortem human 1 Schizophrenia: Multifactorial tissues can be used to complement existing and Disorders Require support new hypotheses in other, more manage- Multifaceted Approaches able, and environment-controlled models. In order to get as much information as possi- The spectrum of psychiatric disorders is com- ble from the rare and precious samples, that is, posed of heterogeneous and multifactorial disor- postmortem brains from patients with schizo- ders that comprise schizophrenia, bipolar phrenia, various “omic” tools have the potential disorder, autism, and depression, among others to highlight new molecular features and path- (Adam, 2013). Within this spectrum of disorders, ways that can be used, respectively, in biomarker schizophrenia forms a pivotal category that pres- research and in drug discovery for novel ents psychotic and negative prodromal and treatments. Shotgun proteomics identifies and residual- phase symptoms lasting for over quantifies proteins in a given sample in an unbi- 6 months (Lieberman & First, 2018), in addition ased manner and is therefore, by definition, a to lifelong symptoms affecting the central ner- powerful strategy to elucidate the molecular vous system, periphery, and cognition. mechanisms of heterogeneous and multifactorial Studying the molecular mechanisms associ- disorders. Quantitative proteomics is capable of ated with – and potentially behind – the physio- measuring the abundance of thousands of pro- pathology of schizophrenia is particularly teins among conditions in a single experiment, challenging since studying and otherwise access- enabling a deeper investigation of protein abun- ing the brains of living patients are limited by dance, turnover, spatiotemporal distribution, ethical and practical reasons, even more so in post- translational modifications, and other char- controlled conditions. In response to this diffi- acteristics (Bludau & Aebersold, 2020). culty, several models have been developed to bet- This approach has been extensively used by ter understand the various molecular aspects of many research groups around the world that have this disorder, varying from complex systems (e.g. published original articles using proteomics with in vivo models, using rats, mice, or other ani- postmortem brain samples from patients with mals) to more biologically delimited systems schizophrenia. In 2017, our group reviewed the (e.g. in vitro models, using immortalized cell literature published until then and, in doing so, lines, induced pluripotent stem cells, cultured compiled proteomic results from studies using

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