TY - JOUR
T1 - Finding New Cell Wall Regulatory Genes in Populus trichocarpa Using Multiple Lines of Evidence
AU - Furches, Anna
AU - Kainer, David
AU - Weighill, Deborah
AU - Large, Annabel
AU - Jones, Piet
AU - Walker, Angelica M.
AU - Romero, Jonathon
AU - Gazolla, Joao Gabriel Felipe Machado
AU - Joubert, Wayne
AU - Shah, Manesh
AU - Streich, Jared
AU - Ranjan, Priya
AU - Schmutz, Jeremy
AU - Sreedasyam, Avinash
AU - Macaya-Sanz, David
AU - Zhao, Nan
AU - Martin, Madhavi Z.
AU - Rao, Xiaolan
AU - Dixon, Richard A.
AU - DiFazio, Stephen
AU - Tschaplinski, Timothy J.
AU - Chen, Jin Gui
AU - Tuskan, Gerald A.
AU - Jacobson, Daniel
N1 - Publisher Copyright:
© Copyright © 2019 Furches, Kainer, Weighill, Large, Jones, Walker, Romero, Gazolla, Joubert, Shah, Streich, Ranjan, Schmutz, Sreedasyam, Macaya-Sanz, Zhao, Martin, Rao, Dixon, DiFazio, Tschaplinski, Chen, Tuskan and Jacobson.
PY - 2019/10/8
Y1 - 2019/10/8
N2 - Understanding the regulatory network controlling cell wall biosynthesis is of great interest in Populus trichocarpa, both because of its status as a model woody perennial and its importance for lignocellulosic products. We searched for genes with putatively unknown roles in regulating cell wall biosynthesis using an extended network-based Lines of Evidence (LOE) pipeline to combine multiple omics data sets in P. trichocarpa, including gene coexpression, gene comethylation, population level pairwise SNP correlations, and two distinct SNP-metabolite Genome Wide Association Study (GWAS) layers. By incorporating validation, ranking, and filtering approaches we produced a list of nine high priority gene candidates for involvement in the regulation of cell wall biosynthesis. We subsequently performed a detailed investigation of candidate gene GROWTH-REGULATING FACTOR 9 (PtGRF9). To investigate the role of PtGRF9 in regulating cell wall biosynthesis, we assessed the genome-wide connections of PtGRF9 and a paralog across data layers with functional enrichment analyses, predictive transcription factor binding site analysis, and an independent comparison to eQTN data. Our findings indicate that PtGRF9 likely affects the cell wall by directly repressing genes involved in cell wall biosynthesis, such as PtCCoAOMT and PtMYB.41, and indirectly by regulating homeobox genes. Furthermore, evidence suggests that PtGRF9 paralogs may act as transcriptional co-regulators that direct the global energy usage of the plant. Using our extended pipeline, we show multiple lines of evidence implicating the involvement of these genes in cell wall regulatory functions and demonstrate the value of this method for prioritizing candidate genes for experimental validation.
AB - Understanding the regulatory network controlling cell wall biosynthesis is of great interest in Populus trichocarpa, both because of its status as a model woody perennial and its importance for lignocellulosic products. We searched for genes with putatively unknown roles in regulating cell wall biosynthesis using an extended network-based Lines of Evidence (LOE) pipeline to combine multiple omics data sets in P. trichocarpa, including gene coexpression, gene comethylation, population level pairwise SNP correlations, and two distinct SNP-metabolite Genome Wide Association Study (GWAS) layers. By incorporating validation, ranking, and filtering approaches we produced a list of nine high priority gene candidates for involvement in the regulation of cell wall biosynthesis. We subsequently performed a detailed investigation of candidate gene GROWTH-REGULATING FACTOR 9 (PtGRF9). To investigate the role of PtGRF9 in regulating cell wall biosynthesis, we assessed the genome-wide connections of PtGRF9 and a paralog across data layers with functional enrichment analyses, predictive transcription factor binding site analysis, and an independent comparison to eQTN data. Our findings indicate that PtGRF9 likely affects the cell wall by directly repressing genes involved in cell wall biosynthesis, such as PtCCoAOMT and PtMYB.41, and indirectly by regulating homeobox genes. Furthermore, evidence suggests that PtGRF9 paralogs may act as transcriptional co-regulators that direct the global energy usage of the plant. Using our extended pipeline, we show multiple lines of evidence implicating the involvement of these genes in cell wall regulatory functions and demonstrate the value of this method for prioritizing candidate genes for experimental validation.
KW - Genome Wide Association Study
KW - Populus trichocarpa
KW - candidate gene identification
KW - cell wall
KW - lines of evidence
KW - multi-omic
KW - network analysis
KW - regulation
UR - http://www.scopus.com/inward/record.url?scp=85073792612&partnerID=8YFLogxK
U2 - 10.3389/fpls.2019.01249
DO - 10.3389/fpls.2019.01249
M3 - Article
AN - SCOPUS:85073792612
SN - 1664-462X
VL - 10
JO - Frontiers in Plant Science
JF - Frontiers in Plant Science
M1 - 1249
ER -