Computational inference of the molecular logic for synaptic connectivity in C-elegans

被引:48
|
作者
Varadan, Vinay
Miller, David M., III
Anastassiou, Dimitris [1 ]
机构
[1] Columbia Univ, Ctr Computat Biol & Bioinformat C2B2, Dept Elect Engn, New York, NY 10027 USA
[2] Vanderbilt Univ, Dept Cell & Dev Biol, Nashville, TN 37232 USA
关键词
D O I
10.1093/bioinformatics/btl224
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Motivation: The nematode C. elegans is an ideal model organism in which to investigate the biomolecular mechanisms underlying the connectivity of neurons, because synaptic connections are described in a comprehensive wiring diagram and methods for defining gene expression profiles of individual neurons are now available. Results: Here we present computational techniques linking these two types of information. A systems-based approach ( EMBP: Entropy Minimization and Boolean Parsimony) identifies sets of synergistically interacting genes whose joint expression predicts neural connectivity. We introduce an information theoretic measure of the multivariate synergy, a fundamental concept in systems biology, connecting the members of these gene sets. We present and validate our preliminary results based on publicly available information, and demonstrate that their synergy is exceptionally high indicating joint involvement in pathways. Our strategy provides a robust methodology that will yield increasingly more accurate results as more neuron-specific gene expression data emerge. Ultimately, we expect our approach to provide important clues for universal mechanisms of neural interconnectivity.
引用
收藏
页码:E497 / E506
页数:10
相关论文
共 50 条
  • [1] Neurexin directs partner-specific synaptic connectivity in C-elegans
    Philbrook, Alison
    Ramachandran, Shankar
    Lambert, Christopher M.
    Oliver, Devyn
    Florman, Jeremy
    Alkema, Mark J.
    Lemons, Michele
    Francis, Michael M.
    ELIFE, 2018, 7
  • [2] Synaptic physiology in C-elegans
    Aamodt, S
    NATURE NEUROSCIENCE, 1999, 2 (09) : 782 - 782
  • [3] Synaptogenesis and synaptic remodeling in C-elegans
    Jin, Y
    Zhen, M
    Hallam, S
    DEVELOPMENTAL BIOLOGY, 1999, 210 (01) : 185 - 185
  • [4] Si elegans: Evaluation of an innovative optical synaptic connectivity method for C-elegans Phototaxis using FPGAs
    Machado, Pedro
    Memel, Alicia Costalago
    Lama, Nikesh
    Adama, David
    Appiah, Kofi
    McGinnity, T. M.
    Petrushin, Alexey
    Ferrara, Lorenzo
    Blau, Axel
    2016 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2016, : 185 - 191
  • [5] Synaptic modulation of the pharyngeal muscle of C-elegans
    Holden-Dye, L
    Walker, RJ
    JOURNAL OF PHYSIOLOGY-LONDON, 2002, 543 : 4S - 4S
  • [6] Computational rules for chemotaxis in the nematode C-elegans
    Ferrée, TC
    Lockery, SR
    JOURNAL OF COMPUTATIONAL NEUROSCIENCE, 1999, 6 (03) : 263 - 277
  • [7] Computational and experimental identification of C-elegans microRNAs
    Grad, Y
    Aach, J
    Hayes, GD
    Reinhart, BJ
    Church, GM
    Ruvkun, G
    Kim, J
    MOLECULAR CELL, 2003, 11 (05) : 1253 - 1263
  • [8] Studies of synaptic vesicle endocytosis in the nematode C-elegans
    Harris, TW
    Schuske, K
    Jorgensen, M
    TRAFFIC, 2001, 2 (09) : 597 - 605
  • [9] The synaptic vesicle cycle:: exocytosis and endocytosis in Drosophila and C-elegans
    Richmond, JE
    Broadie, KS
    CURRENT OPINION IN NEUROBIOLOGY, 2002, 12 (05) : 499 - 507
  • [10] Two Wnts Instruct Topographic Synaptic Innervation in C-elegans
    Mizumoto, Kota
    Shen, Kang
    CELL REPORTS, 2013, 5 (02): : 389 - 396