Frontiers in Plant Science (Oct 2019)
Finding New Cell Wall Regulatory Genes in Populus trichocarpa Using Multiple Lines of Evidence
- Anna Furches,
- Anna Furches,
- David Kainer,
- Deborah Weighill,
- Deborah Weighill,
- Annabel Large,
- Annabel Large,
- Annabel Large,
- Piet Jones,
- Piet Jones,
- Angelica M. Walker,
- Angelica M. Walker,
- Angelica M. Walker,
- Angelica M. Walker,
- Jonathon Romero,
- Jonathon Romero,
- Joao Gabriel Felipe Machado Gazolla,
- Wayne Joubert,
- Manesh Shah,
- Jared Streich,
- Priya Ranjan,
- Priya Ranjan,
- Jeremy Schmutz,
- Jeremy Schmutz,
- Avinash Sreedasyam,
- David Macaya-Sanz,
- Nan Zhao,
- Madhavi Z. Martin,
- Xiaolan Rao,
- Richard A. Dixon,
- Stephen DiFazio,
- Timothy J. Tschaplinski,
- Jin-Gui Chen,
- Gerald A. Tuskan,
- Daniel Jacobson,
- Daniel Jacobson
Affiliations
- Anna Furches
- Biosciences Division, and The Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, United States
- Anna Furches
- The Bredesen Center for Interdisciplinary Research and Graduate Education, University of Tennessee, Knoxville, TN, United States
- David Kainer
- Biosciences Division, and The Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, United States
- Deborah Weighill
- Biosciences Division, and The Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, United States
- Deborah Weighill
- The Bredesen Center for Interdisciplinary Research and Graduate Education, University of Tennessee, Knoxville, TN, United States
- Annabel Large
- Biosciences Division, and The Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, United States
- Annabel Large
- Oak Ridge Associated Universities (ORAU), Oak Ridge, TN, United States
- Annabel Large
- Department of Chemical and Biomolecular Engineering, University of Tennessee, Knoxville, TN, United States
- Piet Jones
- Biosciences Division, and The Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, United States
- Piet Jones
- The Bredesen Center for Interdisciplinary Research and Graduate Education, University of Tennessee, Knoxville, TN, United States
- Angelica M. Walker
- Biosciences Division, and The Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, United States
- Angelica M. Walker
- Oak Ridge Associated Universities (ORAU), Oak Ridge, TN, United States
- Angelica M. Walker
- Department of Computer Science, Johns Hopkins University, Baltimore, MD, United States
- Angelica M. Walker
- Department of Biology, Johns Hopkins University, Baltimore, MD, United States
- Jonathon Romero
- Biosciences Division, and The Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, United States
- Jonathon Romero
- The Bredesen Center for Interdisciplinary Research and Graduate Education, University of Tennessee, Knoxville, TN, United States
- Joao Gabriel Felipe Machado Gazolla
- Biosciences Division, and The Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, United States
- Wayne Joubert
- Oak Ridge Leadership Computing Facility, Oak Ridge National Laboratory, Oak Ridge, TN, United States
- Manesh Shah
- Biosciences Division, and The Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, United States
- Jared Streich
- Biosciences Division, and The Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, United States
- Priya Ranjan
- Biosciences Division, and The Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, United States
- Priya Ranjan
- Department of Plant Sciences, The University of Tennessee Institute of Agriculture, University of Tennessee, Knoxville, TN, United States
- Jeremy Schmutz
- Joint Genome Institute, Walnut Creek, CA, United States
- Jeremy Schmutz
- 0HudsonAlpha Institute for Biotechnology, Huntsville, AL, United States
- Avinash Sreedasyam
- 0HudsonAlpha Institute for Biotechnology, Huntsville, AL, United States
- David Macaya-Sanz
- 1Department of Biology, West Virginia University, Morgantown, WV, United States
- Nan Zhao
- Department of Plant Sciences, The University of Tennessee Institute of Agriculture, University of Tennessee, Knoxville, TN, United States
- Madhavi Z. Martin
- Biosciences Division, and The Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, United States
- Xiaolan Rao
- 2BioDiscovery Institute and Department of Biological Sciences, University of North Texas, Denton, TX, United States
- Richard A. Dixon
- 2BioDiscovery Institute and Department of Biological Sciences, University of North Texas, Denton, TX, United States
- Stephen DiFazio
- 1Department of Biology, West Virginia University, Morgantown, WV, United States
- Timothy J. Tschaplinski
- Biosciences Division, and The Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, United States
- Jin-Gui Chen
- Biosciences Division, and The Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, United States
- Gerald A. Tuskan
- Biosciences Division, and The Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, United States
- Daniel Jacobson
- Biosciences Division, and The Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, United States
- Daniel Jacobson
- The Bredesen Center for Interdisciplinary Research and Graduate Education, University of Tennessee, Knoxville, TN, United States
- DOI
- https://doi.org/10.3389/fpls.2019.01249
- Journal volume & issue
-
Vol. 10
Abstract
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.
Keywords
- lines of evidence
- cell wall
- regulation
- Genome Wide Association Study
- candidate gene identification
- network analysis