Consensus Coexpression Network Analysis Identifies Key Regulators of Flower and Fruit Development in Wild Strawberry

被引:54
作者
Shahan, Rachel [1 ]
Zawora, Christopher [1 ]
Wight, Haley [1 ]
Sittmann, John [1 ]
Wang, Wanpeng [1 ]
Mount, Stephen M. [1 ]
Liu, Zhongchi [1 ]
机构
[1] Univ Maryland, Dept Cell Biol & Mol Genet, College Pk, MD 20742 USA
基金
美国国家科学基金会;
关键词
F-BOX PROTEIN; RNA-SEQ DATA; UNUSUAL-FLORAL-ORGANS; GENE-EXPRESSION; MICROARRAY DATA; FRAGARIA-VESCA; ARABIDOPSIS; IRON; MERISTEM; TRANSPORTER;
D O I
10.1104/pp.18.00086
中图分类号
Q94 [植物学];
学科分类号
071001 ;
摘要
The diploid strawberry, Fragaria vesca, is a developing model system for the economically important Rosaceae family. Strawberry fleshy fruit develops from the floral receptacle and its ripening is nonclimacteric. The external seed configuration of strawberry fruit facilitates the study of seed-to-fruit cross tissue communication, particularly phytohormone biosynthesis and transport. To investigate strawberry fruit development, we previously generated spatial and temporal transcriptome data profiling F. vesca flower and fruit development pre- and post-fertilization. In this study, we combined 46 of our existing RNA-seq libraries to generate coexpression networks using the Weighted Gene Co-Expression Network Analysis package in R. We then applied a posthoc consensus clustering approach and used bootstrapping to demonstrate consensus clustering's ability to produce robust and reproducible clusters. Further, we experimentally tested hypotheses based on the networks, including increased iron transport from the receptacle to the seed post-fertilization and characterized a F. vesca floral mutant and its candidate gene. To increase their utility, the networks are presented in a web interface (www.fv.rosaceaefruits.org) for easy exploration and identification of coexpressed genes. Together, the work reported here illustrates ways to generate robust networks optimized for the mining of large transcriptome data sets, thereby providing a useful resource for hypothesis generation and experimental design in strawberry and related Rosaceae fruit crops.
引用
收藏
页码:202 / 216
页数:15
相关论文
共 77 条
[1]   Gene expression analysis of strawberry achene and receptacle maturation using DNA microarrays [J].
Aharoni, A ;
O'Connell, AP .
JOURNAL OF EXPERIMENTAL BOTANY, 2002, 53 (377) :2073-2087
[2]  
Alexa A., 2016, TOPGO ENRICHMENT ANA
[3]   Transcriptome Dynamics and Potential Roles of Sox6 in the Postnatal Heart [J].
An, Chung-Il ;
Ichihashi, Yasunori ;
Peng, Jie ;
Sinha, Neelima R. ;
Hagiwara, Nobuko .
PLOS ONE, 2016, 11 (11)
[4]   Guidance for RNA-seq co-expression network construction and analysis: safety in numbers [J].
Ballouz, S. ;
Verleyen, W. ;
Gillis, J. .
BIOINFORMATICS, 2015, 31 (13) :2123-2130
[5]  
Bass JIF, 2013, NAT METHODS, V10, P1169, DOI [10.1038/NMETH.2728, 10.1038/nmeth.2728]
[6]  
Brumbarova T., 2014, BIO PROTOC, V4, pe1245
[7]   An Arabidopsis F-box protein acts as a transcriptional co-factor to regulate floral development [J].
Chae, Eunyoung ;
Tan, Queenie K. -G. ;
Hill, Theresa A. ;
Irish, Vivian F. .
DEVELOPMENT, 2008, 135 (07) :1235-1245
[8]   Discovery of novel transcripts and gametophytic functions via RNA-seq analysis of maize gametophytic transcriptomes [J].
Chettoor, Antony ;
Givan, Scott ;
Cole, Rex ;
Coker, Clayton ;
Unger-Wallace, Erica ;
Vejlupkova, Zuzana ;
Vollbrecht, Erik ;
Fowler, John ;
Evans, Matthew .
GENOME BIOLOGY, 2014, 15 (07)
[9]  
Conesa Ana, 2008, Int J Plant Genomics, V2008, P619832, DOI 10.1155/2008/619832
[10]   Identification of MIR390a precursor processing-defective mutants in Arabidopsis by direct genome sequencing [J].
Cuperus, Josh T. ;
Montgomery, Taiowa A. ;
Fahlgren, Noah ;
Burke, Russell T. ;
Townsend, Tiffany ;
Sullivan, Christopher M. ;
Carrington, James C. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2010, 107 (01) :466-471