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Yao T, Zhang J, Yates TB, Shrestha HK, Engle NL, Ployet R, John C, Feng K, Bewg WP, Chen MSS, Lu H, Harding SA, Qiao Z, Jawdy SS, Shu M, Yuan W, Mozaffari K, Harman-Ware AE, Happs RM, York LM, Binder BM, Yoshinaga Y, Daum C, Tschaplinski TJ, Abraham PE, Tsai CJ, Barry K, Lipzen A, Schmutz J, Tuskan GA, Chen JG, Muchero W. Expression quantitative trait loci mapping identified PtrXB38 as a key hub gene in adventitious root development in Populus. New Phytol 2023; 239:2248-2264. [PMID: 37488708 DOI: 10.1111/nph.19126] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/30/2023] [Accepted: 06/13/2023] [Indexed: 07/26/2023]
Abstract
Plant establishment requires the formation and development of an extensive root system with architecture modulated by complex genetic networks. Here, we report the identification of the PtrXB38 gene as an expression quantitative trait loci (eQTL) hotspot, mapped using 390 leaf and 444 xylem Populus trichocarpa transcriptomes. Among predicted targets of this trans-eQTL were genes involved in plant hormone responses and root development. Overexpression of PtrXB38 in Populus led to significant increases in callusing and formation of both stem-born roots and base-born adventitious roots. Omics studies revealed that genes and proteins controlling auxin transport and signaling were involved in PtrXB38-mediated adventitious root formation. Protein-protein interaction assays indicated that PtrXB38 interacts with components of endosomal sorting complexes required for transport machinery, implying that PtrXB38-regulated root development may be mediated by regulating endocytosis pathway. Taken together, this work identified a crucial root development regulator and sheds light on the discovery of other plant developmental regulators through combining eQTL mapping and omics approaches.
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Affiliation(s)
- Tao Yao
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
| | - Jin Zhang
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
- State Key Laboratory of Subtropical Silviculture, College of Forestry and Biotechnology, Zhejiang A&F University, Hangzhou, 311300, China
| | - Timothy B Yates
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
- Bredesen Center for Interdisciplinary Research, University of Tennessee, Knoxville, TN, 37996, USA
| | - Him K Shrestha
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
- Graduate School of Genome Science and Technology, University of Tennessee, Knoxville, TN, 37996, USA
| | - Nancy L Engle
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
| | - Raphael Ployet
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
| | - Cai John
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
- Bredesen Center for Interdisciplinary Research, University of Tennessee, Knoxville, TN, 37996, USA
| | - Kai Feng
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
| | - William Patrick Bewg
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
- Warnell School of Forestry and Natural Resources, University of Georgia, Athens, GA, 30602, USA
- Department of Genetics, University of Georgia, Athens, GA, 30602, USA
- Department of Plant Biology, University of Georgia, Athens, GA, 30602, USA
| | - Margot S S Chen
- Warnell School of Forestry and Natural Resources, University of Georgia, Athens, GA, 30602, USA
- Department of Genetics, University of Georgia, Athens, GA, 30602, USA
- Department of Plant Biology, University of Georgia, Athens, GA, 30602, USA
| | - Haiwei Lu
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
- Department of Academic Education, Central Community College - Hastings, Hastings, NE, 68902, USA
| | - Scott A Harding
- Warnell School of Forestry and Natural Resources, University of Georgia, Athens, GA, 30602, USA
- Department of Genetics, University of Georgia, Athens, GA, 30602, USA
- Department of Plant Biology, University of Georgia, Athens, GA, 30602, USA
| | - Zhenzhen Qiao
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
| | - Sara S Jawdy
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
| | - Mengjun Shu
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
| | - Wenya Yuan
- State Key Laboratory of Subtropical Silviculture, College of Forestry and Biotechnology, Zhejiang A&F University, Hangzhou, 311300, China
| | - Khadijeh Mozaffari
- Warnell School of Forestry and Natural Resources, University of Georgia, Athens, GA, 30602, USA
- Department of Genetics, University of Georgia, Athens, GA, 30602, USA
- Department of Plant Biology, University of Georgia, Athens, GA, 30602, USA
| | - Anne E Harman-Ware
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
- Renewable Resources and Enabling Sciences Center, National Renewable Energy Laboratory, Golden, CO, 80401, USA
| | - Renee M Happs
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
- Renewable Resources and Enabling Sciences Center, National Renewable Energy Laboratory, Golden, CO, 80401, USA
| | - Larry M York
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
| | - Brad M Binder
- Department of Biochemistry & Cellular and Molecular Biology, University of Tennessee, Knoxville, TN, 37996, USA
| | - Yuko Yoshinaga
- US Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Christopher Daum
- US Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Timothy J Tschaplinski
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
| | - Paul E Abraham
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
| | - Chung-Jui Tsai
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
- State Key Laboratory of Subtropical Silviculture, College of Forestry and Biotechnology, Zhejiang A&F University, Hangzhou, 311300, China
| | - Kerrie Barry
- US Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Anna Lipzen
- US Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
| | - Jeremy Schmutz
- US Department of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, 94720, USA
- HudsonAlpha Institute for Biotechnology, Huntsville, AL, 35806, USA
| | - Gerald A Tuskan
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
| | - Jin-Gui Chen
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
| | - Wellington Muchero
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, 37831, USA
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Zhang J, Yang Y, Zheng K, Xie M, Feng K, Jawdy SS, Gunter LE, Ranjan P, Singan VR, Engle N, Lindquist E, Barry K, Schmutz J, Zhao N, Tschaplinski TJ, LeBoldus J, Tuskan GA, Chen JG, Muchero W. Genome-wide association studies and expression-based quantitative trait loci analyses reveal roles of HCT2 in caffeoylquinic acid biosynthesis and its regulation by defense-responsive transcription factors in Populus. New Phytol 2018; 220:502-516. [PMID: 29992670 DOI: 10.1111/nph.15297] [Citation(s) in RCA: 69] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/23/2018] [Accepted: 05/29/2018] [Indexed: 05/18/2023]
Abstract
3-O-caffeoylquinic acid, also known as chlorogenic acid (CGA), functions as an intermediate in lignin biosynthesis in the phenylpropanoid pathway. It is widely distributed among numerous plant species and acts as an antioxidant in both plants and animals. Using GC-MS, we discovered consistent and extreme variation in CGA content across a population of 739 4-yr-old Populus trichocarpa accessions. We performed genome-wide association studies (GWAS) from 917 P. trichocarpa accessions and expression-based quantitative trait loci (eQTL) analyses to identify key regulators. The GWAS and eQTL analyses resolved an overlapped interval encompassing a hydroxycinnamoyl-CoA:shikimate hydroxycinnamoyl transferase 2 (PtHCT2) that was significantly associated with CGA and partially characterized metabolite abundances. PtHCT2 leaf expression was significantly correlated with CGA abundance and it was regulated by cis-eQTLs containing W-box for WRKY binding. Among all nine PtHCT homologs, PtHCT2 is the only one that responds to infection by the fungal pathogen Sphaerulina musiva (a Populus pathogen). Validation using protoplast-based transient expression system suggests that PtHCT2 is regulated by the defense-responsive WRKY. These results are consistent with reports of CGA functioning as an antioxidant in response to biotic stress. This study provides insights into data-driven and omics-based inference of gene function in woody species.
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Affiliation(s)
- Jin Zhang
- Oak Ridge National Laboratory, Biosciences Division and Center for Bioenergy Innovation, Oak Ridge, TN, 37831, USA
| | - Yongil Yang
- Oak Ridge National Laboratory, Biosciences Division and Center for Bioenergy Innovation, Oak Ridge, TN, 37831, USA
| | - Kaijie Zheng
- Oak Ridge National Laboratory, Biosciences Division and Center for Bioenergy Innovation, Oak Ridge, TN, 37831, USA
| | - Meng Xie
- Oak Ridge National Laboratory, Biosciences Division and Center for Bioenergy Innovation, Oak Ridge, TN, 37831, USA
| | - Kai Feng
- Oak Ridge National Laboratory, Biosciences Division and Center for Bioenergy Innovation, Oak Ridge, TN, 37831, USA
| | - Sara S Jawdy
- Oak Ridge National Laboratory, Biosciences Division and Center for Bioenergy Innovation, Oak Ridge, TN, 37831, USA
| | - Lee E Gunter
- Oak Ridge National Laboratory, Biosciences Division and Center for Bioenergy Innovation, Oak Ridge, TN, 37831, USA
| | - Priya Ranjan
- Oak Ridge National Laboratory, Biosciences Division and Center for Bioenergy Innovation, Oak Ridge, TN, 37831, USA
| | - Vasanth R Singan
- US Department of Energy Joint Genome Institute, Walnut Creek, CA, 94598, USA
| | - Nancy Engle
- Oak Ridge National Laboratory, Biosciences Division and Center for Bioenergy Innovation, Oak Ridge, TN, 37831, USA
| | - Erika Lindquist
- US Department of Energy Joint Genome Institute, Walnut Creek, CA, 94598, USA
| | - Kerrie Barry
- US Department of Energy Joint Genome Institute, Walnut Creek, CA, 94598, USA
| | - Jeremy Schmutz
- US Department of Energy Joint Genome Institute, Walnut Creek, CA, 94598, USA
- HudsonAlpha Institute for Biotechnology, Huntsville, AL, 35806, USA
| | - Nan Zhao
- Institute of Agriculture, University of Tennessee, Knoxville, TN, 37996, USA
| | - Timothy J Tschaplinski
- Oak Ridge National Laboratory, Biosciences Division and Center for Bioenergy Innovation, Oak Ridge, TN, 37831, USA
| | - Jared LeBoldus
- Department of Botany and Plant Pathology, Oregon State University, Corvallis, OR, 97331, USA
| | - Gerald A Tuskan
- Oak Ridge National Laboratory, Biosciences Division and Center for Bioenergy Innovation, Oak Ridge, TN, 37831, USA
| | - Jin-Gui Chen
- Oak Ridge National Laboratory, Biosciences Division and Center for Bioenergy Innovation, Oak Ridge, TN, 37831, USA
| | - Wellington Muchero
- Oak Ridge National Laboratory, Biosciences Division and Center for Bioenergy Innovation, Oak Ridge, TN, 37831, USA
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