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Jacobs M, Thompson S, Platts AE, Body MJA, Kelsey A, Saad A, Abeli P, Teresi SJ, Schilmiller A, Beaudry R, Feldmann MJ, Knapp SJ, Song GQ, Miles T, Edger PP. Uncovering genetic and metabolite markers associated with resistance against anthracnose fruit rot in northern highbush blueberry. HORTICULTURE RESEARCH 2023; 10:uhad169. [PMID: 38025975 PMCID: PMC10660357 DOI: 10.1093/hr/uhad169] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/04/2023] [Revised: 08/29/2023] [Indexed: 12/01/2023]
Abstract
Anthracnose fruit rot (AFR), caused by the fungal pathogen Colletotrichum fioriniae, is among the most destructive and widespread fruit disease of blueberry, impacting both yield and overall fruit quality. Blueberry cultivars have highly variable resistance against AFR. To date, this pathogen is largely controlled by applying various fungicides; thus, a more cost-effective and environmentally conscious solution for AFR is needed. Here we report three quantitative trait loci associated with AFR resistance in northern highbush blueberry (Vaccinium corymbosum). Candidate genes within these genomic regions are associated with the biosynthesis of flavonoids (e.g. anthocyanins) and resistance against pathogens. Furthermore, we examined gene expression changes in fruits following inoculation with Colletotrichum in a resistant cultivar, which revealed an enrichment of significantly differentially expressed genes associated with certain specialized metabolic pathways (e.g. flavonol biosynthesis) and pathogen resistance. Using non-targeted metabolite profiling, we identified a flavonol glycoside with properties consistent with a quercetin rhamnoside as a compound exhibiting significant abundance differences among the most resistant and susceptible individuals from the genetic mapping population. Further analysis revealed that this compound exhibits significant abundance differences among the most resistant and susceptible individuals when analyzed as two groups. However, individuals within each group displayed considerable overlapping variation in this compound, suggesting that its abundance may only be partially associated with resistance against C. fioriniae. These findings should serve as a powerful resource that will enable breeding programs to more easily develop new cultivars with superior resistance to AFR and as the basis of future research studies.
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Affiliation(s)
- MacKenzie Jacobs
- Department of Biochemistry and Molecular Biology, Michigan State University, East Lansing, MI 48824, USA
- Department of Horticulture, Michigan State University, East Lansing, MI 48824, USA
- Molecular Plant Science Program, Michigan State University, East Lansing, MI 48824, USA
| | - Samantha Thompson
- Molecular Plant Science Program, Michigan State University, East Lansing, MI 48824, USA
- Department of Plant, Soil and Microbial Sciences, Michigan State University, East Lansing, MI 48824, USA
| | - Adrian E Platts
- Department of Horticulture, Michigan State University, East Lansing, MI 48824, USA
| | - Melanie J A Body
- Department of Horticulture, Michigan State University, East Lansing, MI 48824, USA
| | - Alexys Kelsey
- Department of Horticulture, Michigan State University, East Lansing, MI 48824, USA
| | - Amanda Saad
- Department of Horticulture, Michigan State University, East Lansing, MI 48824, USA
| | - Patrick Abeli
- Department of Horticulture, Michigan State University, East Lansing, MI 48824, USA
- Department of Horticulture and Natural Resources, Kansas State University, Olathe, KS 66061, USA
| | - Scott J Teresi
- Department of Horticulture, Michigan State University, East Lansing, MI 48824, USA
- Genetics and Genome Sciences Program, Michigan State University, East Lansing, MI 48824, USA
| | - Anthony Schilmiller
- Mass Spectrometry & Metabolomics Core, Michigan State University, East Lansing, MI 48824, USA
| | - Randolph Beaudry
- Department of Horticulture, Michigan State University, East Lansing, MI 48824, USA
| | - Mitchell J Feldmann
- Department of Plant Sciences, University of California, Davis, CA 95616, USA
| | - Steven J Knapp
- Department of Plant Sciences, University of California, Davis, CA 95616, USA
| | - Guo-qing Song
- Department of Horticulture, Michigan State University, East Lansing, MI 48824, USA
| | - Timothy Miles
- Molecular Plant Science Program, Michigan State University, East Lansing, MI 48824, USA
- Department of Plant, Soil and Microbial Sciences, Michigan State University, East Lansing, MI 48824, USA
- Genetics and Genome Sciences Program, Michigan State University, East Lansing, MI 48824, USA
| | - Patrick P Edger
- Department of Horticulture, Michigan State University, East Lansing, MI 48824, USA
- Molecular Plant Science Program, Michigan State University, East Lansing, MI 48824, USA
- Genetics and Genome Sciences Program, Michigan State University, East Lansing, MI 48824, USA
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Liu X, Luo M, Li M, Wei J. Transcriptomic Analysis Reveals LncRNAs Associated with Flowering of Angelica sinensis during Vernalization. Curr Issues Mol Biol 2022; 44:1867-1888. [PMID: 35678657 PMCID: PMC9164074 DOI: 10.3390/cimb44050128] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2022] [Revised: 04/19/2022] [Accepted: 04/23/2022] [Indexed: 11/16/2022] Open
Abstract
Angelica sinensis is a “low-temperature and long-day” perennial plant that produces bioactive compounds such as phthalides, organic acids, and polysaccharides for various types of clinical agents, including those with cardio-cerebrovascular, hepatoprotective, and immunomodulatory effects. To date, the regulatory mechanism of flowering under the photoperiod has been revealed, while the regulatory network of flowering genes during vernalization, especially in the role of lncRNAs, has yet to be identified. Here, lncRNAs associated with flowering were identified based on the full-length transcriptomic analysis of A. sinensis at vernalization and freezing temperatures, and the coexpressed mRNAs of lncRNAs were validated by qRT-PCR. We obtained a total of 2327 lncRNAs after assessing the protein-coding potential of coexpressed mRNAs, with 607 lncRNAs aligned against the TAIR database of model plant Arabidopsis, 345 lncRNAs identified, and 272 lncRNAs characterized on the SwissProt database. Based on the biological functions of coexpressed mRNAs, the 272 lncRNAs were divided into six categories: (1) chromatin, DNA/RNA and protein modification; (2) flowering; (3) stress response; (4) metabolism; (5) bio-signaling; and (6) energy and transport. The differential expression levels of representatively coexpressed mRNAs were almost consistent with the flowering of A. sinensis. It can be concluded that the flowering of A. sinensis is positively or negatively regulated by lncRNAs, which provides new insights into the regulation mechanism of the flowering of A. sinensis.
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Affiliation(s)
- Xiaoxia Liu
- State Key Laboratory of Aridland Crop Science, College of Life Science and Technology, Gansu Agricultural University, Lanzhou 730070, China; (X.L.); (M.L.)
| | - Mimi Luo
- State Key Laboratory of Aridland Crop Science, College of Life Science and Technology, Gansu Agricultural University, Lanzhou 730070, China; (X.L.); (M.L.)
| | - Mengfei Li
- State Key Laboratory of Aridland Crop Science, College of Life Science and Technology, Gansu Agricultural University, Lanzhou 730070, China; (X.L.); (M.L.)
- Correspondence: (M.L.); (J.W.)
| | - Jianhe Wei
- Institute of Medicinal Plant Development, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing 100193, China
- Correspondence: (M.L.); (J.W.)
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