Systems approach to explore components and interactions in the presynapse

The application of proteomic techniques to neuroscientific research provides an opportunity for a greater understanding of nervous system structure and function. As increasing amounts of neuroproteomic data become available, it is necessary to formulate methods to integrate these data in a meaningful way to obtain a more comprehensive picture of neuronal subcompartments. Furthermore, computational methods can be used to make biologically relevant predictions from large proteomic data sets. Here, we applied an integrated proteomics and systems biology approach to characterize the presynaptic (PRE) nerve terminal. For this, we carried out proteomic analyses of presynaptically enriched fractions, and generated a PRE literature‐based protein–protein interaction network. We combined these with other proteomic analyses to generate a core list of 117 PRE proteins, and used graph theory‐inspired algorithms to predict 92 additional components and a PRE complex containing 17 proteins. Some of these predictions were validated experimentally, indicating that the computational analyses can identify novel proteins and complexes in a subcellular compartment. We conclude that the combination of techniques (proteomics, data integration, and computational analyses) used in this study are useful in obtaining a comprehensive understanding of functional components, especially low‐abundance entities and/or interactions in the PRE nerve terminal.

[1]  Rainer Breitling,et al.  What is Systems Biology? , 2010, Front. Physiology.

[2]  Avi Ma'ayan,et al.  SNAVI: Desktop application for analysis and visualization of large-scale signaling networks , 2009, BMC Systems Biology.

[3]  Richard D Emes,et al.  Evolutionary expansion and anatomical specialization of synapse proteome complexity , 2008, Nature Neuroscience.

[4]  Susana R. Neves,et al.  Design Logic of a Cannabinoid Receptor Signaling Network That Triggers Neurite Outgrowth , 2008, Science.

[5]  Sergio Cerutti,et al.  Protein fingerprints of cultured CA3-CA1 hippocampal neurons: comparative analysis of the distribution of synaptosomal and cytosolic proteins , 2008, BMC Neuroscience.

[6]  Peter R. Baker,et al.  Quantitative Analysis of Synaptic Phosphorylation and Protein Expression*S , 2008, Molecular & Cellular Proteomics.

[7]  Seth I. Berger,et al.  Genes2Networks: connecting lists of gene symbols using mammalian protein interactions databases , 2007, BMC Bioinformatics.

[8]  Daniel B. McClatchy,et al.  Quantification of the synaptosomal proteome of the rat cerebellum during post-natal development. , 2007, Genome research.

[9]  Ka Wan Li,et al.  Quantitative proteomics and protein network analysis of hippocampal synapses of CaMKIIalpha mutant mice. , 2007, Journal of proteome research.

[10]  E. F. Stanley,et al.  A proteomic screen for presynaptic terminal N-type calcium channel (CaV2.2) binding partners. , 2007, Journal of biochemistry and molecular biology.

[11]  Jacqueline Burré,et al.  Immunoisolation and subfractionation of synaptic vesicle proteins. , 2007, Analytical biochemistry.

[12]  N. Abul-Husn,et al.  Morphine Administration Alters the Profile of Hippocampal Postsynaptic Density-associated Proteins , 2007, Molecular & Cellular Proteomics.

[13]  Y. Zhang,et al.  IntAct—open source resource for molecular interaction data , 2006, Nucleic Acids Res..

[14]  Chen Zhang,et al.  SynDB: a Synapse protein DataBase based on synapse ontology , 2006, Nucleic Acids Res..

[15]  I. Jurisica,et al.  Unequal evolutionary conservation of human protein interactions in interologous networks , 2007, Genome Biology.

[16]  H. Schägger,et al.  Analysis of the synaptic vesicle proteome using three gel‐based protein separation techniques , 2006, Proteomics.

[17]  Helmut Grubmüller,et al.  Molecular Anatomy of a Trafficking Organelle , 2006, Cell.

[18]  Michael R. Schmidt,et al.  Quantitative Proteomics Analysis of Detergent-resistant Membranes from Chemical Synapses , 2006, Molecular & Cellular Proteomics.

[19]  J Douglas Armstrong,et al.  Reconstructing protein complexes: From proteomics to systems biology , 2006, Proteomics.

[20]  Lakshmi A Devi,et al.  Neuroproteomics of the Synapse and Drug Addiction , 2006, Journal of Pharmacology and Experimental Therapeutics.

[21]  C. Hoogenraad,et al.  Relative and Absolute Quantification of Postsynaptic Density Proteome Isolated from Rat Forebrain and Cerebellum*S , 2006, Molecular & Cellular Proteomics.

[22]  Burkhard Rost,et al.  Protein–Protein Interactions More Conserved within Species than across Species , 2006, PLoS Comput. Biol..

[23]  Alma L. Burlingame,et al.  Comprehensive Identification of Phosphorylation Sites in Postsynaptic Density Preparations*S , 2006, Molecular & Cellular Proteomics.

[24]  Ke Gong,et al.  Pctaire1 Phosphorylates N-Ethylmaleimide-sensitive Fusion Protein , 2006, Journal of Biological Chemistry.

[25]  S. Grant,et al.  Molecular characterization and comparison of the components and multiprotein complexes in the postsynaptic proteome , 2006, Journal of neurochemistry.

[26]  Mark Gerstein,et al.  Predicting interactions in protein networks by completing defective cliques , 2006, Bioinform..

[27]  S. Grant,et al.  The proteomes of neurotransmitter receptor complexes form modular networks with distributed functionality underlying plasticity and behaviour , 2006, Molecular systems biology.

[28]  L. Vinadé,et al.  Preparation of postsynaptic density fraction from hippocampal slices and proteomic analysis. , 2006, Biochemical and biophysical research communications.

[29]  K. S. Deshpande,et al.  Human protein reference database—2006 update , 2005, Nucleic Acids Res..

[30]  Mike Tyers,et al.  BioGRID: a general repository for interaction datasets , 2005, Nucleic Acids Res..

[31]  M. Karas,et al.  Immunoisolation of two synaptic vesicle pools from synaptosomes: a proteomics analysis , 2005, Journal of neurochemistry.

[32]  Zin Z. Khaing,et al.  Proteomic comparison of two fractions derived from the transsynaptic scaffold , 2005, Journal of neuroscience research.

[33]  Prahlad T. Ram,et al.  Formation of Regulatory Patterns During Signal Propagation in a Mammalian Cellular Network , 2005, Science.

[34]  Gilbert S Omenn,et al.  An evaluation, comparison, and accurate benchmarking of several publicly available MS/MS search algorithms: Sensitivity and specificity analysis , 2005, Proteomics.

[35]  R. Aebersold,et al.  Proteomic analysis of synaptosomes using isotope‐coded affinity tags and mass spectrometry , 2005, Proteomics.

[36]  Frank A Witzmann,et al.  A proteomic survey of rat cerebral cortical synaptosomes , 2005, Proteomics.

[37]  Kiyoshi Asai,et al.  Accurate extraction of functional associations between proteins based on common interaction partners and common domains , 2005, Bioinform..

[38]  R. Annan,et al.  IQGAP1 Promotes Neurite Outgrowth in a Phosphorylation-dependent Manner* , 2005, Journal of Biological Chemistry.

[39]  Egisto Boschetti,et al.  Prefractionation techniques in proteome analysis: The mining tools of the third millennium , 2005, Electrophoresis.

[40]  L. Huber,et al.  Zooming in: Fractionation strategies in proteomics , 2004, Proteomics.

[41]  C. Thompson,et al.  The synaptic vesicle proteome: A comparative study in membrane protein identification , 2004, Proteomics.

[42]  D. Benson,et al.  Maturation of glutamatergic and GABAergic synapse composition in hippocampal neurons , 2004, Neuropharmacology.

[43]  Thomas A Neubert,et al.  Identification and Verification of Novel Rodent Postsynaptic Density Proteins*S , 2004, Molecular & Cellular Proteomics.

[44]  Réka Albert,et al.  Conserved network motifs allow protein-protein interaction prediction , 2004, Bioinform..

[45]  M. Gerstein,et al.  Annotation transfer between genomes: protein-protein interologs and protein-DNA regulogs. , 2004, Genome research.

[46]  Steven P Gygi,et al.  Semiquantitative Proteomic Analysis of Rat Forebrain Postsynaptic Density Fractions by Mass Spectrometry* , 2004, Journal of Biological Chemistry.

[47]  Eckart D Gundelfinger,et al.  Proteomics Analysis of Rat Brain Postsynaptic Density , 2004, Journal of Biological Chemistry.

[48]  Takashi Yamauchi,et al.  Molecular constituents of the postsynaptic density fraction revealed by proteomic analysis using multidimensional liquid chromatography‐tandem mass spectrometry , 2003, Journal of neurochemistry.

[49]  Etienne Gagnon,et al.  Organelle proteomics: looking at less to see more. , 2003, Trends in cell biology.

[50]  M. Samanta,et al.  Predicting protein functions from redundancies in large-scale protein interaction networks , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[51]  Laszlo Prokai,et al.  Proteomic analysis of the synaptic plasma membrane fraction isolated from rat forebrain. , 2003, Brain research. Molecular brain research.

[52]  Alcino J. Silva,et al.  The RAS Effector RIN1 Modulates the Formation of Aversive Memories , 2003, The Journal of Neuroscience.

[53]  S. Saravana,et al.  The authors have declared no conflicts of interest. , 2003 .

[54]  Rolf Kötter,et al.  Neuroscience databases : a practical guide , 2003 .

[55]  Gary D Bader,et al.  Analyzing yeast protein–protein interaction data obtained from different sources , 2002, Nature Biotechnology.

[56]  G. Bokoch,et al.  Nucleotide exchange factor GEF-H1 mediates cross-talk between microtubules and the actin cytoskeleton , 2002, Nature Cell Biology.

[57]  M. Mattson,et al.  Numb modifies neuronal vulnerability to amyloid β-peptide in an isoform-specific manner by a mechanism involving altered calcium homeostasis , 2002, NeuroMolecular Medicine.

[58]  Yingming Zhao,et al.  The Presynaptic Particle Web Ultrastructure, Composition, Dissolution, and Reconstitution , 2001, Neuron.

[59]  J. Blake,et al.  Creating the Gene Ontology Resource : Design and Implementation The Gene Ontology Consortium 2 , 2001 .

[60]  C. Greer,et al.  Compartmental organization of the olfactory bulb glomerulus , 1999, The Journal of comparative neurology.

[61]  J. Bishop,et al.  Src interacts with dynamin and synapsin in neuronal cells. , 1998, Proceedings of the National Academy of Sciences of the United States of America.

[62]  E. Ziff Enlightening the Postsynaptic Density , 1997, Neuron.

[63]  A. Czernik,et al.  Biochemical and functional characterization of the synaptic vesicle-associated form of CA2+/calmodulin-dependent protein kinase II. , 1996, Brain research. Molecular brain research.