Gene Coexpression Networks Reveal Key Drivers of Phenotypic Divergence in Lake Whitefish

被引:90
作者
Filteau, Marie [1 ]
Pavey, Scott A. [1 ]
St-Cyr, Jerome [1 ]
Bernatchez, Louis [1 ]
机构
[1] Univ Laval, Dept Biol, IBIS, Quebec City, PQ G1K 7P4, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
ecological speciation; Coregonus cupleaformis; coexpression networks; microarray; phenotype; gill raker; ECOLOGICAL SPECIATION; COREGONUS SP; EXPRESSION; CONSERVATION; EVOLUTION; MODULES; TRANSCRIPTION; GENOMICS; ASSOCIATION; ANNOTATION;
D O I
10.1093/molbev/mst053
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
A functional understanding of processes involved in adaptive divergence is one of the awaiting opportunities afforded by high-throughput transcriptomic technologies. Functional analysis of coexpressed genes has succeeded in the biomedical field in identifying key drivers of disease pathways. However, in ecology and evolutionary biology, functional interpretation of transcriptomic data is still limited. Here, we used Weighted Gene Co-Expression Network Analysis (WGCNA) to identify modules of coexpressed genes in muscle and brain tissue of a lake whitefish backcross progeny. Modules were connected to gradients of known adaptive traits involved in the ecological speciation process between benthic and limnetic ecotypes. Key drivers, that is, hub genes of functional modules related to reproduction, growth, and behavior were identified, and module preservation was assessed in natural populations. Using this approach, we identified modules of coexpressed genes involved in phenotypic divergence and their key drivers, and further identified a module part specifically rewired in the backcross progeny. Functional analysis of transcriptomic data can significantly contribute to the understanding of the mechanisms underlying ecological speciation. Our findings point to bone morphogenetic protein and calcium signaling as common pathways involved in coordinated evolution of trophic behavior, trophic morphology (gill rakers), and reproduction. Results also point to pathways implicating hemoglobins and constitutive stress response (HSP70) governing growth in lake whitefish.
引用
收藏
页码:1384 / 1396
页数:13
相关论文
共 69 条
[1]   FKBP12, the 12-kDa FK506-binding protein, is a physiologic regulator of the cell cycle [J].
Aghdasi, B ;
Ye, KQ ;
Resnick, A ;
Huang, A ;
Ha, HC ;
Guo, X ;
Dawson, TM ;
Dawson, VL ;
Snyder, SH .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2001, 98 (05) :2425-2430
[2]   Comparing Statistical Methods for Constructing Large Scale Gene Networks [J].
Allen, Jeffrey D. ;
Xie, Yang ;
Chen, Min ;
Girard, Luc ;
Xiao, Guanghua .
PLOS ONE, 2012, 7 (01)
[3]  
Asano H, 1999, MOL CELL BIOL, V19, P3571
[4]   Network biology:: Understanding the cell's functional organization [J].
Barabási, AL ;
Oltvai, ZN .
NATURE REVIEWS GENETICS, 2004, 5 (02) :101-U15
[5]  
Bernatchez L, 1999, BIOL J LINN SOC, V68, P173, DOI 10.1111/j.1095-8312.1999.tb01165.x
[6]  
Bernatchez Louis, 2004, P175
[7]   On the origin of species: insights from the ecological genomics of lake whitefish [J].
Bernatchez, Louis ;
Renaut, Sebastien ;
Whiteley, Andrew R. ;
Derome, Nicolas ;
Jeukens, Julie ;
Landry, Lysandre ;
Lu, Guoqing ;
Nolte, Arne W. ;
Ostbye, Kjartan ;
Rogers, Sean M. ;
St-Cyr, Jerome .
PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY B-BIOLOGICAL SCIENCES, 2010, 365 (1547) :1783-1800
[8]   The gene balance hypothesis: implications for gene regulation, quantitative traits and evolution [J].
Birchler, James A. ;
Veitia, Reiner A. .
NEW PHYTOLOGIST, 2010, 186 (01) :54-62
[9]   The evolution of gene expression levels in mammalian organs [J].
Brawand, David ;
Soumillon, Magali ;
Necsulea, Anamaria ;
Julien, Philippe ;
Csardi, Gabor ;
Harrigan, Patrick ;
Weier, Manuela ;
Liechti, Angelica ;
Aximu-Petri, Ayinuer ;
Kircher, Martin ;
Albert, Frank W. ;
Zeller, Ulrich ;
Khaitovich, Philipp ;
Gruetzner, Frank ;
Bergmann, Sven ;
Nielsen, Rasmus ;
Paeaebo, Svante ;
Kaessmann, Henrik .
NATURE, 2011, 478 (7369) :343-+
[10]   What do we need to know about speciation? [J].
Butlin, Roger ;
Debelle, Allan ;
Kerth, Claudius ;
Snook, Rhonda R. ;
Beukeboom, Leo W. ;
Cajas, Ruth F. Castillo ;
Diao, Wenwen ;
Maan, Martine E. ;
Paolucci, Silvia ;
Weissing, Franz J. ;
van de Zande, Louis ;
Hoikkala, Anneli ;
Geuverink, Elzemiek ;
Jennings, Jackson ;
Kankare, Maaria ;
Knott, K. Emily ;
Tyukmaeva, Venera I. ;
Zoumadakis, Christos ;
Ritchie, Michael G. ;
Barker, Daniel ;
Immonen, Elina ;
Kirkpatrick, Mark ;
Noor, Mohamed ;
Macias Garcia, Constantino ;
Schmitt, Thomas ;
Schilthuizen, Menno .
TRENDS IN ECOLOGY & EVOLUTION, 2012, 27 (01) :27-39