Function, dynamics and evolution of network motif modules in integrated gene regulatory networks of worm and plant

被引:15
作者
Defoort, Jonas [1 ,2 ,3 ]
Van de Peer, Yves [1 ,2 ,3 ,4 ]
Vermeirssen, Vanessa [1 ,2 ,3 ,5 ]
机构
[1] Univ Ghent, Dept Plant Biotechnol & Bioinformat, B-9052 Ghent, Belgium
[2] VIB Ctr Plant Syst Biol, B-9052 Ghent, Belgium
[3] Univ Ghent, Bioinformat Inst Ghent, B-9052 Ghent, Belgium
[4] Univ Pretoria, Dept Biochem Genet & Microbiol, ZA-0028 Pretoria, South Africa
[5] Odisee Univ Coll, Technol Campus Gent,Gebroeders Smetstr 1, B-9000 Ghent, Belgium
基金
欧洲研究理事会;
关键词
CHROMATIN-REMODELING COMPLEXES; PROTEIN-INTERACTION NETWORK; GENOME-WIDE IDENTIFICATION; TRANSCRIPTION FACTORS; CAENORHABDITIS-ELEGANS; COEXPRESSION NETWORKS; INFORMATION RESOURCE; TOPOLOGICAL MOTIFS; CELLULAR NETWORKS; MICRORNA TARGETS;
D O I
10.1093/nar/gky468
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Gene regulatory networks (GRNs) consist of different molecular interactions that closely work together to establish proper gene expression in time and space. Especially in higher eukaryotes, many questions remain on how these interactions collectively coordinate gene regulation. We study high quality GRNs consisting of undirected protein-protein, genetic and homologous interactions, and directed protein-DNA, regulatory and miRNA-mRNA interactions in the worm Caenorhabditis elegans and the plant Ara-bidopsis thaliana. Our data-integration framework integrates interactions in composite network motifs, clusters these in biologically relevant, higher-order topological network motif modules, overlays these with gene expression profiles and discovers novel connections between modules and regulators. Similar modules exist in the integrated GRNs of worm and plant. We show how experimental or computational methodologies underlying a certain data type impact network topology. Through phylogenetic decomposition, we found that proteins of worm and plant tend to functionally interact with proteins of a similar age, while at the regulatory level TFs favor same age, but also older target genes. Despite some influence of the duplication mode difference, we also observe at the motif and module level for both species a preference for age homogeneity for undirected and age heterogeneity for directed interactions. This leads to a model where novel genes are added together to the GRNs in a specific biological functional context, regulated by one or more TFs that also target older genes in the GRNs. Overall, we detected topological, functional and evolutionary properties of GRNs that are potentially universal in all species.
引用
收藏
页码:6480 / 6503
页数:24
相关论文
共 157 条
[1]   Transcriptional network growing models using motif-based preferential attachment [J].
Abdelzaher, Ahmed F. ;
Al-Musawi, Ahmad F. ;
Ghosh, Preetam ;
Mayo, Michael L. ;
Perkins, Edward J. .
FRONTIERS IN BIOENGINEERING AND BIOTECHNOLOGY, 2015, 3
[2]   Integration of New Genes into Cellular Networks, and Their Structural Maturation [J].
Abrusan, Gyoergy .
GENETICS, 2013, 195 (04) :1407-+
[3]   Network motifs: theory and experimental approaches [J].
Alon, Uri .
NATURE REVIEWS GENETICS, 2007, 8 (06) :450-461
[4]   Functional modularity of nuclear hormone receptors in a Caenorhabditis elegans metabolic gene regulatory network [J].
Arda, H. Efsun ;
Taubert, Stefan ;
MacNeil, Lesley T. ;
Conine, Colin C. ;
Tsuda, Ben ;
Van Gilst, Marc ;
Sequerra, Reynaldo ;
Doucette-Stamm, Lynn ;
Yamamoto, Keith R. ;
Walhout, Albertha J. M. .
MOLECULAR SYSTEMS BIOLOGY, 2010, 6
[5]   Evolution of Cis-Regulatory Elements and Regulatory Networks in Duplicated Genes of Arabidopsis [J].
Arsovski, Andrej A. ;
Pradinuk, Julian ;
Guo, Xu Qiu ;
Wang, Sishuo ;
Adams, Keith L. .
PLANT PHYSIOLOGY, 2015, 169 (04) :2982-2991
[6]   Switch-like Transitions Insulate Network Motifs to Modularize Biological Networks [J].
Atay, Oguzhan ;
Doncic, Andreas ;
Skotheim, Jan M. .
CELL SYSTEMS, 2016, 3 (02) :121-132
[7]   Network biology:: Understanding the cell's functional organization [J].
Barabási, AL ;
Oltvai, ZN .
NATURE REVIEWS GENETICS, 2004, 5 (02) :101-U15
[8]   Emergence of scaling in random networks [J].
Barabási, AL ;
Albert, R .
SCIENCE, 1999, 286 (5439) :509-512
[9]   Artefacts in statistical analyses of network motifs: general framework and application to metabolic networks [J].
Beber, Moritz Emanuel ;
Fretter, Christoph ;
Jain, Shubham ;
Sonnenschein, Nikolaus ;
Mueller-Hannemann, Matthias ;
Huett, Marc-Thorsten .
JOURNAL OF THE ROYAL SOCIETY INTERFACE, 2012, 9 (77) :3426-3435
[10]   Higher-order organization of complex networks [J].
Benson, Austin R. ;
Gleich, David F. ;
Leskovec, Jure .
SCIENCE, 2016, 353 (6295) :163-166