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
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