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Nagasaki H, Shirasawa K, Hoshikawa K, Isobe S, Ezura H, Aoki K, Hirakawa H. Genomic variation across distribution of Micro-Tom, a model cultivar of tomato (Solanum lycopersicum). DNA Res 2024; 31:dsae016. [PMID: 38845356 PMCID: PMC11481021 DOI: 10.1093/dnares/dsae016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2023] [Revised: 02/09/2024] [Accepted: 06/02/2024] [Indexed: 10/17/2024] Open
Abstract
Micro-Tom is a cultivar of tomato (Solanum lycopersicum), which is known as a major crop and model plant in Solanaceae. Micro-Tom has phenotypic traits such as dwarfism, and substantial EMS-mutagenized lines have been reported. After Micro-Tom was generated in Florida, USA, it was distributed to research institutes worldwide and used as a genetic resource. In Japan, the Micro-Tom lines have been genetically fixed; currently, three lines have been re-distributed from three institutes, but many phenotypes among the lines have been observed. We have determined the genome sequence de novo of the Micro-Tom KDRI line, one of the Micro-Tom lines distributed from Kazusa DNA Research Institute (KDRI) in Japan, and have built chromosome-scale pseudomolecules. Genotypes among six Micro-Tom lines, including three in Japan, one in the United States, one in France, and one in Brazil showed phenotypic alternation. Here, we unveiled the swift emergence of genetic diversity in both phenotypes and genotypes within the Micro-Tom genome sequence during its propagation. These findings offer valuable insights crucial for the management of bioresources.
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Affiliation(s)
- Hideki Nagasaki
- Department of Applied Genomics, Kazusa DNA Research Institute, 2-6-7 Kazusa-kamatari, Kisarazu, Chiba 292-0818, Japan
| | - Kenta Shirasawa
- Department of Frontier Research and Development, Kazusa DNA Research Institute, 2-6-7 Kazusa-kamatari, Kisarazu, Chiba 292-0818, Japan
| | - Ken Hoshikawa
- Tsukuba Plant Innovation Research Center, Institute of Life and Environmental Sciences, University of Tsukuba, Tsukuba 305-8572, Japan
- Biological Resources and Post-harvest Division, Japan International Research Center for Agricultural Sciences, 1-1 Ohwashi, Tsukuba, Ibaraki 305-8686, Japan
| | - Sachiko Isobe
- Department of Applied Genomics, Kazusa DNA Research Institute, 2-6-7 Kazusa-kamatari, Kisarazu, Chiba 292-0818, Japan
| | - Hiroshi Ezura
- Tsukuba Plant Innovation Research Center, Institute of Life and Environmental Sciences, University of Tsukuba, Tsukuba 305-8572, Japan
| | - Koh Aoki
- Graduate School of Life and Environmental Sciences, Osaka Metropolitan University, 1-1 Gakuen-cho, Naka-ku, Sakai, Osaka 599-8531, Japan
| | - Hideki Hirakawa
- Department of Applied Genomics, Kazusa DNA Research Institute, 2-6-7 Kazusa-kamatari, Kisarazu, Chiba 292-0818, Japan
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Dixon MM, Afkairin A, Manter DK, Vivanco J. Rhizosphere Microbiome Co-Occurrence Network Analysis across a Tomato Domestication Gradient. Microorganisms 2024; 12:1756. [PMID: 39338431 PMCID: PMC11434442 DOI: 10.3390/microorganisms12091756] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2024] [Revised: 08/21/2024] [Accepted: 08/22/2024] [Indexed: 09/30/2024] Open
Abstract
When plant-available phosphorus (P) is lost from a soil solution, it often accumulates in the soil as a pool of unavailable legacy P. To acquire legacy P, plants employ recovery strategies, such as forming associations with soil microbes. However, the degree to which plants rely on microbial associations for this purpose varies with crop domestication and subsequent breeding. Here, by generating microbial co-occurrence networks, we sought to explore rhizosphere bacterial interactions in low-P conditions and how they change with tomato domestication and breeding. We grew wild tomato, traditional tomato (developed circa 1900), and modern tomato (developed circa 2020) in high-P and low-P soil throughout their vegetative developmental stage. Co-occurrence network analysis revealed that as the tomatoes progressed along the stages of domestication, the rhizosphere microbiome increased in complexity in a P deficit. However, with the addition of P fertilizer, the wild tomato group became more complex, surpassing the complexity of traditional and modern tomato, suggesting a high degree of responsiveness in the rhizosphere microbiome to P fertilizer by wild tomato relatives. By illustrating these changing patterns of network complexity in the tomato rhizosphere microbiome, we can further understand how plant domestication and breeding have shaped plant-microbe interactions.
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Affiliation(s)
- Mary M Dixon
- Department of Horticulture and Landscape Architecture, Colorado State University, Fort Collins, CO 80523, USA
| | - Antisar Afkairin
- Department of Horticulture and Landscape Architecture, Colorado State University, Fort Collins, CO 80523, USA
| | - Daniel K Manter
- United States Department of Agriculture-Agricultural Research Service, Soil Management and Sugar Beet Research, Fort Collins, CO 80526, USA
| | - Jorge Vivanco
- Department of Horticulture and Landscape Architecture, Colorado State University, Fort Collins, CO 80523, USA
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de la Rosa S, Schol CR, Ramos Peregrina Á, Winter DJ, Hilgers AM, Maeda K, Iida Y, Tarallo M, Jia R, Beenen HG, Rocafort M, de Wit PJGM, Bowen JK, Bradshaw RE, Joosten MHAJ, Bai Y, Mesarich CH. Sequential breakdown of the Cf-9 leaf mould resistance locus in tomato by Fulvia fulva. THE NEW PHYTOLOGIST 2024; 243:1522-1538. [PMID: 38922927 DOI: 10.1111/nph.19925] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/02/2024] [Accepted: 06/06/2024] [Indexed: 06/28/2024]
Abstract
Leaf mould, caused by Fulvia fulva, is a devastating disease of tomato plants. In many commercial tomato cultivars, resistance to this disease is governed by the Cf-9 locus, which encodes five paralogous receptor-like proteins. Two of these proteins confer resistance: Cf-9C recognises the previously identified F. fulva effector Avr9 and provides resistance during all plant growth stages, while Cf-9B recognises the yet-unidentified F. fulva effector Avr9B and provides mature plant resistance only. In recent years, F. fulva strains have emerged that can overcome the Cf-9 locus, with Cf-9C circumvented through Avr9 deletion. To understand how Cf-9B is circumvented, we set out to identify Avr9B. Comparative genomics, transient expression assays and gene complementation experiments were used to identify Avr9B, while gene sequencing was used to assess Avr9B allelic variation across a world-wide strain collection. A strict correlation between Avr9 deletion and resistance-breaking mutations in Avr9B was observed in strains recently collected from Cf-9 cultivars, whereas Avr9 deletion but no mutations in Avr9B were observed in older strains. This research showcases how F. fulva has evolved to sequentially break down the Cf-9 locus and stresses the urgent need for commercial tomato cultivars that carry novel, stacked resistance genes active against this pathogen.
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Affiliation(s)
- Silvia de la Rosa
- Laboratory of Molecular Plant Pathology, School of Agriculture and Environment, Massey University, Palmerston North, 4410, New Zealand
| | - Christiaan R Schol
- Plant Breeding, Wageningen University & Research, Wageningen, 6708 PB, the Netherlands
- Laboratory of Phytopathology, Wageningen University & Research, Wageningen, 6708 PB, the Netherlands
| | - Ángeles Ramos Peregrina
- Plant Breeding, Wageningen University & Research, Wageningen, 6708 PB, the Netherlands
- Laboratory of Phytopathology, Wageningen University & Research, Wageningen, 6708 PB, the Netherlands
| | - David J Winter
- Bioinformatics Group, School of Food Technology and Natural Sciences, Massey University, Palmerston North, 4410, New Zealand
| | - Anne M Hilgers
- Plant Breeding, Wageningen University & Research, Wageningen, 6708 PB, the Netherlands
- Laboratory of Phytopathology, Wageningen University & Research, Wageningen, 6708 PB, the Netherlands
| | - Kazuya Maeda
- Laboratory of Plant Pathology, Faculty of Agriculture, Setsunan University, Hirakata, Osaka, 573-0101, Japan
| | - Yuichiro Iida
- Laboratory of Plant Pathology, Faculty of Agriculture, Setsunan University, Hirakata, Osaka, 573-0101, Japan
| | - Mariana Tarallo
- Laboratory of Molecular Plant Pathology, School of Food Technology and Natural Sciences, Massey University, Palmerston North, 4410, New Zealand
- Bioprotection Aotearoa, Massey University, Palmerston North, 4410, New Zealand
| | - Ruifang Jia
- Laboratory of Phytopathology, Wageningen University & Research, Wageningen, 6708 PB, the Netherlands
| | - Henriek G Beenen
- Laboratory of Phytopathology, Wageningen University & Research, Wageningen, 6708 PB, the Netherlands
| | - Mercedes Rocafort
- Laboratory of Molecular Plant Pathology, School of Agriculture and Environment, Massey University, Palmerston North, 4410, New Zealand
| | - Pierre J G M de Wit
- Laboratory of Phytopathology, Wageningen University & Research, Wageningen, 6708 PB, the Netherlands
| | - Joanna K Bowen
- The New Zealand Institute for Plant and Food Research Ltd, Mount Albert Research Centre, Auckland, 1025, New Zealand
| | - Rosie E Bradshaw
- Laboratory of Molecular Plant Pathology, School of Food Technology and Natural Sciences, Massey University, Palmerston North, 4410, New Zealand
- Bioprotection Aotearoa, Massey University, Palmerston North, 4410, New Zealand
| | - Matthieu H A J Joosten
- Laboratory of Phytopathology, Wageningen University & Research, Wageningen, 6708 PB, the Netherlands
| | - Yuling Bai
- Plant Breeding, Wageningen University & Research, Wageningen, 6708 PB, the Netherlands
| | - Carl H Mesarich
- Laboratory of Molecular Plant Pathology, School of Agriculture and Environment, Massey University, Palmerston North, 4410, New Zealand
- Bioprotection Aotearoa, Massey University, Palmerston North, 4410, New Zealand
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Fuentes RR, Nieuwenhuis R, Chouaref J, Hesselink T, van Dooijeweert W, van den Broeck HC, Schijlen E, Schouten HJ, Bai Y, Fransz P, Stam M, de Jong H, Trivino SD, de Ridder D, van Dijk ADJ, Peters SA. A catalogue of recombination coldspots in interspecific tomato hybrids. PLoS Genet 2024; 20:e1011336. [PMID: 38950081 PMCID: PMC11244794 DOI: 10.1371/journal.pgen.1011336] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2023] [Revised: 07/12/2024] [Accepted: 06/09/2024] [Indexed: 07/03/2024] Open
Abstract
Increasing natural resistance and resilience in plants is key for ensuring food security within a changing climate. Breeders improve these traits by crossing cultivars with their wild relatives and introgressing specific alleles through meiotic recombination. However, some genomic regions are devoid of recombination especially in crosses between divergent genomes, limiting the combinations of desirable alleles. Here, we used pooled-pollen sequencing to build a map of recombinant and non-recombinant regions between tomato and five wild relatives commonly used for introgressive tomato breeding. We detected hybrid-specific recombination coldspots that underscore the role of structural variations in modifying recombination patterns and maintaining genetic linkage in interspecific crosses. Crossover regions and coldspots show strong association with specific TE superfamilies exhibiting differentially accessible chromatin between somatic and meiotic cells. About two-thirds of the genome are conserved coldspots, located mostly in the pericentromeres and enriched with retrotransposons. The coldspots also harbor genes associated with agronomic traits and stress resistance, revealing undesired consequences of linkage drag and possible barriers to breeding. We presented examples of linkage drag that can potentially be resolved by pairing tomato with other wild species. Overall, this catalogue will help breeders better understand crossover localization and make informed decisions on generating new tomato varieties.
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Affiliation(s)
- Roven Rommel Fuentes
- Bioinformatics Group, Wageningen University and Research, Wageningen, The Netherlands
- Chromosome Biology, Max Planck Institute for Plant Breeding Research, Cologne, Germany
| | - Ronald Nieuwenhuis
- Business Unit of Bioscience, Cluster Applied Bioinformatics, Wageningen University and Research, Wageningen, The Netherlands
| | - Jihed Chouaref
- Swammerdam Institute for Life Sciences, University of Amsterdam, Amsterdam, The Netherlands
- Department of Human Genetics, Leiden University Medical Center, Leiden, The Netherlands
| | - Thamara Hesselink
- Business Unit of Bioscience, Cluster Applied Bioinformatics, Wageningen University and Research, Wageningen, The Netherlands
| | - Willem van Dooijeweert
- Centre for Genetic Resources, Wageningen University and Research, Wageningen, The Netherlands
| | - Hetty C van den Broeck
- Business Unit of Bioscience, Cluster Applied Bioinformatics, Wageningen University and Research, Wageningen, The Netherlands
| | - Elio Schijlen
- Business Unit of Bioscience, Cluster Applied Bioinformatics, Wageningen University and Research, Wageningen, The Netherlands
| | - Henk J Schouten
- Plant Breeding, Wageningen University and Research, Wageningen, The Netherlands
| | - Yuling Bai
- Plant Breeding, Wageningen University and Research, Wageningen, The Netherlands
| | - Paul Fransz
- Swammerdam Institute for Life Sciences, University of Amsterdam, Amsterdam, The Netherlands
| | - Maike Stam
- Swammerdam Institute for Life Sciences, University of Amsterdam, Amsterdam, The Netherlands
| | - Hans de Jong
- Laboratory of Genetics, Wageningen University and Research, Wageningen, The Netherlands
| | - Sara Diaz Trivino
- Business Unit of Bioscience, Cluster Applied Bioinformatics, Wageningen University and Research, Wageningen, The Netherlands
| | - Dick de Ridder
- Bioinformatics Group, Wageningen University and Research, Wageningen, The Netherlands
| | - Aalt D J van Dijk
- Bioinformatics Group, Wageningen University and Research, Wageningen, The Netherlands
| | - Sander A Peters
- Business Unit of Bioscience, Cluster Applied Bioinformatics, Wageningen University and Research, Wageningen, The Netherlands
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Yoshiyama Y, Wakabayashi Y, Mercer KL, Kawabata S, Kobayashi T, Tabuchi T, Yamori W. Natural genetic variation in dynamic photosynthesis is correlated with stomatal anatomical traits in diverse tomato species across geographical habitats. JOURNAL OF EXPERIMENTAL BOTANY 2024:erae082. [PMID: 38606772 DOI: 10.1093/jxb/erae082] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/20/2023] [Accepted: 02/23/2024] [Indexed: 04/13/2024]
Abstract
Plants grown under field conditions experience fluctuating light. Understanding the natural genetic variations for a similarly dynamic photosynthetic response among untapped germplasm resources, as well as the underlying mechanisms, may offer breeding strategies to improve production using molecular approaches. Here, we measured gas exchange under fluctuating light, along with stomatal density and size, in eight wild tomato species and two tomato cultivars. The photosynthetic induction response showed significant diversity, with some wild species having faster induction rates than the two cultivars. Species with faster photosynthetic induction rates had higher daily integrated photosynthesis, but lower average water use efficiency because of high stomatal conductance under natural fluctuating light. The variation in photosynthetic induction was closely associated with the speed of stomatal responses, highlighting its critical role in maximizing photosynthesis under fluctuating light conditions. Moreover, stomatal size was negatively correlated with stomatal density within a species, and plants with smaller stomata at a higher density had a quicker photosynthetic response than those with larger stomata at lower density. Our findings show that the response of stomatal conductance plays a pivotal role in photosynthetic induction, with smaller stomata at higher density proving advantageous for photosynthesis under fluctuating light in tomato species. The interspecific variation in the rate of stomatal responses could offer an untapped resource for optimizing dynamic photosynthetic responses under field conditions.
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Affiliation(s)
- Yugo Yoshiyama
- Graduate School of Agricultural and Life Sciences, The University of Tokyo, Nishitokyo, Tokyo, Japan
| | - Yu Wakabayashi
- Graduate School of Agricultural and Life Sciences, The University of Tokyo, Nishitokyo, Tokyo, Japan
| | - Kristin L Mercer
- Graduate School of Agricultural and Life Sciences, The University of Tokyo, Nishitokyo, Tokyo, Japan
- Ohio State University, Department of Horticulture and Crop Science, Columbus, OH, USA
| | - Saneyuki Kawabata
- Graduate School of Agricultural and Life Sciences, The University of Tokyo, Nishitokyo, Tokyo, Japan
| | - Takayuki Kobayashi
- Department of Advanced Food Sciences, College of Agriculture, Tamagawa University, Machida, Tokyo, Japan
| | - Toshihito Tabuchi
- Department of Advanced Food Sciences, College of Agriculture, Tamagawa University, Machida, Tokyo, Japan
| | - Wataru Yamori
- Graduate School of Agricultural and Life Sciences, The University of Tokyo, Nishitokyo, Tokyo, Japan
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Feldmann MJ, Pincot DDA, Cole GS, Knapp SJ. Genetic gains underpinning a little-known strawberry Green Revolution. Nat Commun 2024; 15:2468. [PMID: 38504104 PMCID: PMC10951273 DOI: 10.1038/s41467-024-46421-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2023] [Accepted: 02/26/2024] [Indexed: 03/21/2024] Open
Abstract
The annual production of strawberry has increased by one million tonnes in the US and 8.4 million tonnes worldwide since 1960. Here we show that the US expansion was driven by genetic gains from Green Revolution breeding and production advances that increased yields by 2,755%. Using a California population with a century-long breeding history and phenotypes of hybrids observed in coastal California environments, we estimate that breeding has increased fruit yields by 2,974-6,636%, counts by 1,454-3,940%, weights by 228-504%, and firmness by 239-769%. Using genomic prediction approaches, we pinpoint the origin of the Green Revolution to the early 1950s and uncover significant increases in additive genetic variation caused by transgressive segregation and phenotypic diversification. Lastly, we show that the most consequential Green Revolution breeding breakthrough was the introduction of photoperiod-insensitive, PERPETUAL FLOWERING hybrids in the 1970s that doubled yields and drove the dramatic expansion of strawberry production in California.
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Affiliation(s)
- Mitchell J Feldmann
- Department of Plant Sciences, University of California Davis, One Shields Avenue, Davis, CA, 95616, USA
| | - Dominique D A Pincot
- Department of Plant Sciences, University of California Davis, One Shields Avenue, Davis, CA, 95616, USA
| | - Glenn S Cole
- Department of Plant Sciences, University of California Davis, One Shields Avenue, Davis, CA, 95616, USA
| | - Steven J Knapp
- Department of Plant Sciences, University of California Davis, One Shields Avenue, Davis, CA, 95616, USA.
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Molitor C, Kurowski TJ, Fidalgo de Almeida PM, Kevei Z, Spindlow DJ, Chacko Kaitholil SR, Iheanyichi JU, Prasanna HC, Thompson AJ, Mohareb FR. A chromosome-level genome assembly of Solanum chilense, a tomato wild relative associated with resistance to salinity and drought. FRONTIERS IN PLANT SCIENCE 2024; 15:1342739. [PMID: 38525148 PMCID: PMC10957597 DOI: 10.3389/fpls.2024.1342739] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/22/2023] [Accepted: 02/12/2024] [Indexed: 03/26/2024]
Abstract
Introduction Solanum chilense is a wild relative of tomato reported to exhibit resistance to biotic and abiotic stresses. There is potential to improve tomato cultivars via breeding with wild relatives, a process greatly accelerated by suitable genomic and genetic resources. Methods In this study we generated a high-quality, chromosome-level, de novo assembly for the S. chilense accession LA1972 using a hybrid assembly strategy with ~180 Gbp of Illumina short reads and ~50 Gbp long PacBio reads. Further scaffolding was performed using Bionano optical maps and 10x Chromium reads. Results The resulting sequences were arranged into 12 pseudomolecules using Hi-C sequencing. This resulted in a 901 Mbp assembly, with a completeness of 95%, as determined by Benchmarking with Universal Single-Copy Orthologs (BUSCO). Sequencing of RNA from multiple tissues resulting in ~219 Gbp of reads was used to annotate the genome assembly with an RNA-Seq guided gene prediction, and for a de novo transcriptome assembly. This chromosome-level, high-quality reference genome for S. chilense accession LA1972 will support future breeding efforts for more sustainable tomato production. Discussion Gene sequences related to drought and salt resistance were compared between S. chilense and S. lycopersicum to identify amino acid variations with high potential for functional impact. These variants were subsequently analysed in 84 resequenced tomato lines across 12 different related species to explore the variant distributions. We identified a set of 7 putative impactful amino acid variants some of which may also impact on fruit development for example the ethylene-responsive transcription factor WIN1 and ethylene-insensitive protein 2. These variants could be tested for their ability to confer functional phenotypes to cultivars that have lost these variants.
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Affiliation(s)
- Corentin Molitor
- The Bioinformatics Group, School of Water, Energy and Environment, Cranfield University, Wharley End, United Kingdom
| | - Tomasz J. Kurowski
- The Bioinformatics Group, School of Water, Energy and Environment, Cranfield University, Wharley End, United Kingdom
| | | | - Zoltan Kevei
- Soil, Agrifood and Biosciences, Cranfield University, Wharley End, United Kingdom
| | - Daniel J. Spindlow
- The Bioinformatics Group, School of Water, Energy and Environment, Cranfield University, Wharley End, United Kingdom
| | - Steffimol R. Chacko Kaitholil
- The Bioinformatics Group, School of Water, Energy and Environment, Cranfield University, Wharley End, United Kingdom
| | - Justice U. Iheanyichi
- The Bioinformatics Group, School of Water, Energy and Environment, Cranfield University, Wharley End, United Kingdom
| | - H. C. Prasanna
- Division of Vegetable Crops, ICAR-Indian Institute of Horticultural Research, Bangalore, India
| | - Andrew J. Thompson
- Soil, Agrifood and Biosciences, Cranfield University, Wharley End, United Kingdom
| | - Fady R. Mohareb
- The Bioinformatics Group, School of Water, Energy and Environment, Cranfield University, Wharley End, United Kingdom
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Martina M, De Rosa V, Magon G, Acquadro A, Barchi L, Barcaccia G, De Paoli E, Vannozzi A, Portis E. Revitalizing agriculture: next-generation genotyping and -omics technologies enabling molecular prediction of resilient traits in the Solanaceae family. FRONTIERS IN PLANT SCIENCE 2024; 15:1278760. [PMID: 38375087 PMCID: PMC10875072 DOI: 10.3389/fpls.2024.1278760] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/17/2023] [Accepted: 01/22/2024] [Indexed: 02/21/2024]
Abstract
This review highlights -omics research in Solanaceae family, with a particular focus on resilient traits. Extensive research has enriched our understanding of Solanaceae genomics and genetics, with historical varietal development mainly focusing on disease resistance and cultivar improvement but shifting the emphasis towards unveiling resilience mechanisms in genebank-preserved germplasm is nowadays crucial. Collecting such information, might help researchers and breeders developing new experimental design, providing an overview of the state of the art of the most advanced approaches for the identification of the genetic elements laying behind resilience. Building this starting point, we aim at providing a useful tool for tackling the global agricultural resilience goals in these crops.
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Affiliation(s)
- Matteo Martina
- Department of Agricultural, Forest and Food Sciences (DISAFA), Plant Genetics, University of Torino, Grugliasco, Italy
| | - Valeria De Rosa
- Department of Agricultural, Food, Environmental and Animal Sciences (DI4A), University of Udine, Udine, Italy
| | - Gabriele Magon
- Department of Agronomy, Food, Natural Resources, Animals and Environment (DAFNAE), Laboratory of Plant Genetics and Breeding, University of Padua, Legnaro, Italy
| | - Alberto Acquadro
- Department of Agricultural, Forest and Food Sciences (DISAFA), Plant Genetics, University of Torino, Grugliasco, Italy
| | - Lorenzo Barchi
- Department of Agricultural, Forest and Food Sciences (DISAFA), Plant Genetics, University of Torino, Grugliasco, Italy
| | - Gianni Barcaccia
- Department of Agronomy, Food, Natural Resources, Animals and Environment (DAFNAE), Laboratory of Plant Genetics and Breeding, University of Padua, Legnaro, Italy
| | - Emanuele De Paoli
- Department of Agricultural, Food, Environmental and Animal Sciences (DI4A), University of Udine, Udine, Italy
| | - Alessandro Vannozzi
- Department of Agronomy, Food, Natural Resources, Animals and Environment (DAFNAE), Laboratory of Plant Genetics and Breeding, University of Padua, Legnaro, Italy
| | - Ezio Portis
- Department of Agricultural, Forest and Food Sciences (DISAFA), Plant Genetics, University of Torino, Grugliasco, Italy
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9
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Gramazio P, Alonso D, Arrones A, Villanueva G, Plazas M, Toppino L, Barchi L, Portis E, Ferrante P, Lanteri S, Rotino GL, Giuliano G, Vilanova S, Prohens J. Conventional and new genetic resources for an eggplant breeding revolution. JOURNAL OF EXPERIMENTAL BOTANY 2023; 74:6285-6305. [PMID: 37419672 DOI: 10.1093/jxb/erad260] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/16/2023] [Accepted: 07/05/2023] [Indexed: 07/09/2023]
Abstract
Eggplant (Solanum melongena) is a major vegetable crop with great potential for genetic improvement owing to its large and mostly untapped genetic diversity. It is closely related to over 500 species of Solanum subgenus Leptostemonum that belong to its primary, secondary, and tertiary genepools and exhibit a wide range of characteristics useful for eggplant breeding, including traits adaptive to climate change. Germplasm banks worldwide hold more than 19 000 accessions of eggplant and related species, most of which have yet to be evaluated. Nonetheless, eggplant breeding using the cultivated S. melongena genepool has yielded significantly improved varieties. To overcome current breeding challenges and for adaptation to climate change, a qualitative leap forward in eggplant breeding is necessary. The initial findings from introgression breeding in eggplant indicate that unleashing the diversity present in its relatives can greatly contribute to eggplant breeding. The recent creation of new genetic resources such as mutant libraries, core collections, recombinant inbred lines, and sets of introgression lines will be another crucial element and will require the support of new genomics tools and biotechnological developments. The systematic utilization of eggplant genetic resources supported by international initiatives will be critical for a much-needed eggplant breeding revolution to address the challenges posed by climate change.
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Affiliation(s)
- Pietro Gramazio
- Instituto de Conservación y Mejora de la Agrodiversidad Valenciana, Universitat Politècnica de València, Camino de Vera 14, 46022 Valencia, Spain
| | - David Alonso
- Instituto de Conservación y Mejora de la Agrodiversidad Valenciana, Universitat Politècnica de València, Camino de Vera 14, 46022 Valencia, Spain
| | - Andrea Arrones
- Instituto de Conservación y Mejora de la Agrodiversidad Valenciana, Universitat Politècnica de València, Camino de Vera 14, 46022 Valencia, Spain
| | - Gloria Villanueva
- Instituto de Conservación y Mejora de la Agrodiversidad Valenciana, Universitat Politècnica de València, Camino de Vera 14, 46022 Valencia, Spain
| | - Mariola Plazas
- Instituto de Conservación y Mejora de la Agrodiversidad Valenciana, Universitat Politècnica de València, Camino de Vera 14, 46022 Valencia, Spain
| | - Laura Toppino
- CREA Research Centre for Genomics and Bioinformatics, Via Paullese 28, 26836 Montanaso Lombardo, LO, Italy
| | - Lorenzo Barchi
- Dipartimento di Scienze Agrarie, Forestali e Alimentari (DISAFA), Plant Genetics, University of Turin, Largo P. Braccini 2, 10095 Grugliasco, TO, Italy
| | - Ezio Portis
- Dipartimento di Scienze Agrarie, Forestali e Alimentari (DISAFA), Plant Genetics, University of Turin, Largo P. Braccini 2, 10095 Grugliasco, TO, Italy
| | - Paola Ferrante
- Agenzia Nazionale Per Le Nuove Tecnologie, L'energia e Lo Sviluppo Economico Sostenibile (ENEA), Casaccia Research Centre, Rome, Italy
| | - Sergio Lanteri
- Dipartimento di Scienze Agrarie, Forestali e Alimentari (DISAFA), Plant Genetics, University of Turin, Largo P. Braccini 2, 10095 Grugliasco, TO, Italy
| | - Giuseppe Leonardo Rotino
- CREA Research Centre for Genomics and Bioinformatics, Via Paullese 28, 26836 Montanaso Lombardo, LO, Italy
| | - Giovanni Giuliano
- Agenzia Nazionale Per Le Nuove Tecnologie, L'energia e Lo Sviluppo Economico Sostenibile (ENEA), Casaccia Research Centre, Rome, Italy
| | - Santiago Vilanova
- Instituto de Conservación y Mejora de la Agrodiversidad Valenciana, Universitat Politècnica de València, Camino de Vera 14, 46022 Valencia, Spain
| | - Jaime Prohens
- Instituto de Conservación y Mejora de la Agrodiversidad Valenciana, Universitat Politècnica de València, Camino de Vera 14, 46022 Valencia, Spain
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10
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Lin YP, Chen HW, Yeh PM, Anand SS, Lin J, Li J, Noble T, Nair R, Schafleitner R, Samsononova M, Bishop-von-Wettberg E, Nuzhdin S, Ting CT, Lawn RJ, Lee CR. Demographic history and distinct selection signatures of two domestication genes in mungbean. PLANT PHYSIOLOGY 2023; 193:1197-1212. [PMID: 37335936 DOI: 10.1093/plphys/kiad356] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/22/2023] [Revised: 05/10/2023] [Accepted: 06/03/2023] [Indexed: 06/21/2023]
Abstract
Domestication is the long and complex process underlying the evolution of crops, in which artificial directional selection transformed wild progenitors into the desired form, affecting genomic variation and leaving traces of selection at targeted loci. However, whether genes controlling important domestication traits follow the same evolutionary pattern expected under the standard selective sweep model remains unclear. With whole-genome resequencing of mungbean (Vigna radiata), we investigated this issue by resolving its global demographic history and targeted dissection of the molecular footprints of genes underlying 2 key traits representing different stages of domestication. Mungbean originated in Asia, and the Southeast Asian wild population migrated to Australia about 50 thousand generations ago. Later in Asia, the cultivated form diverged from the wild progenitor. We identified the gene associated with the pod shattering resistance trait, VrMYB26a, with lower expression across cultivars and reduced polymorphism in the promoter region, reflecting a hard selective sweep. On the other hand, the stem determinacy trait was associated with VrDet1. We found that 2 ancient haplotypes of this gene have lower gene expression and exhibited intermediate frequencies in cultivars, consistent with selection favoring independent haplotypes in a soft selective sweep. In mungbean, contrasting signatures of selection were identified from the detailed dissection of 2 important domestication traits. The results suggest complex genetic architecture underlying the seemingly simple process of directional artificial selection and highlight the limitations of genome-scan methods relying on hard selective sweeps.
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Affiliation(s)
- Ya-Ping Lin
- Institute of Ecology and Evolutionary Biology, National Taiwan University, Taipei 10617, Taiwan
- World Vegetable Center, Tainan 74199, Taiwan
| | - Hung-Wei Chen
- Institute of Ecology and Evolutionary Biology, National Taiwan University, Taipei 10617, Taiwan
| | - Pei-Min Yeh
- Institute of Ecology and Evolutionary Biology, National Taiwan University, Taipei 10617, Taiwan
| | - Shashi S Anand
- Institute of Ecology and Evolutionary Biology, National Taiwan University, Taipei 10617, Taiwan
| | - Jiunn Lin
- Institute of Plant Biology, National Taiwan University, Taipei 10617, Taiwan
| | - Juan Li
- Institute of Ecology and Evolutionary Biology, National Taiwan University, Taipei 10617, Taiwan
- Institute of Ecology and Evolution, University of Bern, 3012 Bern, Switzerland
- Swiss Institute for Bioinformatics, 1015 Lausanne, Switzerland
| | - Thomas Noble
- Australian Department of Agriculture and Fisheries, Warwick, Queensland 4370, Australia
| | - Ramakrishnan Nair
- World Vegetable Center South and Central Asia, ICRISAT Campus, Patancheru, Hyderabad, Telangana 502324, India
| | | | - Maria Samsononova
- Mathematical Biology and Bioinformatics Laboratory, Peter the Great St. Petersburg Polytechnic University, 19525 St. Petersburg, Russia
| | - Eric Bishop-von-Wettberg
- Mathematical Biology and Bioinformatics Laboratory, Peter the Great St. Petersburg Polytechnic University, 19525 St. Petersburg, Russia
- Department of Plant and Soil Science and Gund Institute for the Environment, University of Vermont, Burlington, VT 05405, USA
| | - Sergey Nuzhdin
- Department of Biological Sciences, University of Southern California, Los Angeles, CA 90089, USA
| | - Chau-Ti Ting
- Department of Life Science, National Taiwan University, Taipei 10617, Taiwan
| | - Robert J Lawn
- College of Science & Engineering, James Cook University, Townsville, Queensland 4814, Australia
| | - Cheng-Ruei Lee
- Institute of Ecology and Evolutionary Biology, National Taiwan University, Taipei 10617, Taiwan
- Institute of Plant Biology, National Taiwan University, Taipei 10617, Taiwan
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11
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Zannat A, Hussain MA, Md Abdullah AH, Hossain MI, Saifullah M, Safhi FA, Alshallash KS, Mansour E, ElSayed AI, Hossain MS. Exploring genotypic variability and interrelationships among growth, yield, and quality characteristics in diverse tomato genotypes. Heliyon 2023; 9:e18958. [PMID: 37600404 PMCID: PMC10432218 DOI: 10.1016/j.heliyon.2023.e18958] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2022] [Revised: 07/27/2023] [Accepted: 08/03/2023] [Indexed: 08/22/2023] Open
Abstract
Tomato is the most consumed vegetable crop worldwide, with excellent beneficial health properties and high content of vitamins, minerals, carotenoids, total antioxidants, and phenolic compounds. Hence, improving its genotypes is crucial to sustain its production and ensure food security, principally under the fast-growing worldwide population and abrupt global climate change. The present study aimed to explore the genotypic variability associated with specific characteristics in twenty-five diverse tomato genotypes. In addition, the relationships between growth, yield, and quality traits using both univariate (correlation coefficient, path analysis) and multivariate (principal component, principal coordinates, canonical variate) analysis methods were explored. The results indicated that the evaluated genotypes possessed highly significant variation. This is appropriate for future hybridization through tomato breeding programs. All evaluated genotypes demonstrated considerable potential to develop strong hybrid vigour for growth, yield, and quality characteristics. In particular, the genotypes LS009, LS011, and LS014 could be considered promising, high-yielding, and resistant to yellow leaf curl virus infestation (YLCV) disease parents for future breeding schemes. The number of fruits per plant, fruit diameter, and fruit weight proved strong positive relationships with fruit yield. Accordingly, these characteristics demonstrate their importance in improving fruit yield and could be exploited as indirect criteria for selecting high-yielding tomato genotypes through breeding programs.
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Affiliation(s)
- Arova Zannat
- Department of Horticulture, Sher-e-Bangla Agricultural University, Bangladesh
| | - Md Arif Hussain
- Department of Biochemistry, Sher-e-Bangla Agricultural University, Bangladesh
| | - Abu Habib Md Abdullah
- Department of Agricultural Extension and Rural Development, Bangabandhu Sheikh Mujibur Rahman Agricultural University, Bangladesh
| | - Md Ismail Hossain
- Department of Horticulture, Sher-e-Bangla Agricultural University, Bangladesh
| | - Md Saifullah
- Natural Resources Management Division, Bangladesh Agricultural Research Council, Farmgate, Dhaka, 1215, Bangladesh
| | - Fatmah A. Safhi
- Department of Biology, College of Science, Princess Nourah bint Abdulrahman University, P.O. Box 84428, Riyadh, 11671, Saudi Arabia
| | - Khalid S. Alshallash
- College of Science and Humanities-Huraymila, Imam Mohammed Bin Saud Islamic University (IMSIU), Riyadh, 11432, Saudi Arabia
| | - Elsayed Mansour
- Department of Crop Science, Faculty of Agriculture, Zagazig University, Zagazig, 44519, Egypt
| | - Abdelaleim I. ElSayed
- Department of Biochemistry, Faculty of Agriculture, Zagazig University, 44511, Zagazig, Egypt
| | - Md Sazzad Hossain
- Department of Agronomy and Haor Agriculture, Sylhet Agricultural University, Sylhet, 3100, Bangladesh
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12
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Furumizu C, Sawa S. A rapid method for detection of the root-knot nematode resistance gene, Mi-1.2, in tomato cultivars. PLANT BIOTECHNOLOGY (TOKYO, JAPAN) 2023; 40:105-108. [PMID: 38213925 PMCID: PMC10777121 DOI: 10.5511/plantbiotechnology.22.1206a] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/18/2022] [Accepted: 12/06/2022] [Indexed: 01/13/2024]
Abstract
Molecular markers have been widely used in plant breeding to improve the accuracy and efficiency of trait selection. In particular, molecular markers are powerful in facilitating the introgression of resistance genes by circumventing costly and time-consuming infection assays. To achieve their practical use, it is important to ensure the tight linkage between the markers and the traits. Here we report a new cleaved amplified polymorphic sequence (CAPS) marker, Mi1713, for the root-knot nematode resistance gene, Mi-1.2, in cultivated tomato. The Mi1713 marker is designed in the conserved region of Mi-1.2 and its homologs in tomato and other nightshade species. Combined with a single-step procedure for preparing PCR templates, the Mi1713 marker enables rapid and reliable screening for the presence of Mi-1.2. The approach described in this study is applicable in designing CAPS markers for various genes or alleles of interest in tomato and other crops.
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Affiliation(s)
- Chihiro Furumizu
- Natural Science Center for Basic Research and Development, Hiroshima University, Hiroshima 739-8527, Japan
- Graduate School of Science and Technology, Kumamoto University, Kumamoto 860-8555, Japan
| | - Shinichiro Sawa
- Graduate School of Science and Technology, Kumamoto University, Kumamoto 860-8555, Japan
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13
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Menconi J, Perata P, Gonzali S. Novel R2R3 MYB transcription factors regulate anthocyanin synthesis in Aubergine tomato plants. BMC PLANT BIOLOGY 2023; 23:148. [PMID: 36935480 PMCID: PMC10026432 DOI: 10.1186/s12870-023-04153-7] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/19/2022] [Accepted: 03/01/2023] [Indexed: 06/18/2023]
Abstract
BACKGROUND A high content in anthocyanins, for their health beneficial properties, represents an added value for fruits and vegetables. Tomato (Solanum lycopersicum) is one of the most consumed vegetables worldwide and is rich in vitamins and carotenoids. In recent years, purple-skinned tomatoes, enriched of anthocyanins, were produced recovering allelic variants from wild Solanum species. The molecular basis of the Anthocyanin fruit (Aft) locus, exploited by breeders to activate the anthocyanin synthesis in tomato epicarp, has been recently identified in the correct splicing of the R2R3 MYB gene AN2like. Aubergine (Abg) is a tomato accession which introgressed from Solanum lycopersicoides a locus activating the synthesis of anthocyanins in the fruit. The Abg locus was mapped in the region of chromosome 10 containing Aft and the possibility that Abg and Aft represented alleles of the same gene was hypothesized. RESULTS We dissected the R2R3 MYB gene cluster located in the Abg genomic introgression and demonstrated that AN2like is correctly spliced in Abg plants and is expressed in the fruit epicarp. Moreover, its silencing specifically inhibits the anthocyanin synthesis. The Abg allele of AN2like undergoes alternative splicing and produces two proteins with different activities. Furthermore, in Abg the master regulator of the anthocyanin synthesis in tomato vegetative tissues, AN2, is very poorly expressed. Finally, a novel R2R3 MYB gene was identified: it encodes another positive regulator of the pathway, whose activity was lost in tomato and in its closest relatives. CONCLUSION In this study, we propose that AN2like is responsible of the anthocyanin production in Abg fruits. Unlike wild type tomato, the Abg allele of AN2like is active and able to regulate its targets. Furthermore, in Abg alternative splicing leads to two forms of AN2like with different activities, likely representing a novel type of regulation of anthocyanin synthesis in tomato.
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Affiliation(s)
- Jacopo Menconi
- PlantLab, Center of Plant Sciences, Scuola Superiore Sant'Anna, Piazza Martiri della Libertà 33, Pisa, 56127, Italy
| | - Pierdomenico Perata
- PlantLab, Center of Plant Sciences, Scuola Superiore Sant'Anna, Piazza Martiri della Libertà 33, Pisa, 56127, Italy
| | - Silvia Gonzali
- PlantLab, Center of Plant Sciences, Scuola Superiore Sant'Anna, Piazza Martiri della Libertà 33, Pisa, 56127, Italy.
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14
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Peters SA, Underwood CJ. Technology-driven approaches for meiosis research in tomato and wild relatives. PLANT REPRODUCTION 2023; 36:97-106. [PMID: 36149478 PMCID: PMC9957858 DOI: 10.1007/s00497-022-00450-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Accepted: 09/06/2022] [Indexed: 06/16/2023]
Abstract
Meiosis is a specialized cell division during reproduction where one round of chromosomal replication is followed by genetic recombination and two rounds of segregation to generate recombined, ploidy-reduced spores. Meiosis is crucial to the generation of new allelic combinations in natural populations and artificial breeding programs. Several plant species are used in meiosis research including the cultivated tomato (Solanum lycopersicum) which is a globally important crop species. Here we outline the unique combination of attributes that make tomato a powerful model system for meiosis research. These include the well-characterized behavior of chromosomes during tomato meiosis, readily available genomics resources, capacity for genome editing, clonal propagation techniques, lack of recent polyploidy and the possibility to generate hybrids with twelve related wild species. We propose that further exploitation of genome bioinformatics, genome editing and artificial intelligence in tomato will help advance the field of plant meiosis research. Ultimately this will help address emerging themes including the evolution of meiosis, how recombination landscapes are determined, and the effect of temperature on meiosis.
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Affiliation(s)
- Sander A Peters
- Business Unit Bioscience, Cluster Applied Bioinformatics, Wageningen University and Research, Droevendaalsesteeg 1, 6708 PB, Wageningen, The Netherlands.
| | - Charles J Underwood
- Department of Chromosome Biology, Max Planck Institute for Plant Breeding Research, Carl-von-Linné-Weg 10, 50829, Cologne, Germany.
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15
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Bhandari P, Kim J, Lee TG. Genetic architecture of fresh-market tomato yield. BMC PLANT BIOLOGY 2023; 23:18. [PMID: 36624387 PMCID: PMC9827693 DOI: 10.1186/s12870-022-04018-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/26/2022] [Accepted: 12/22/2022] [Indexed: 06/17/2023]
Abstract
BACKGROUND The fresh-market tomato (Solanum lycopersicum) is bred for direct consumption and is selected for a high yield of large fruits. To understand the genetic variations (distinct types of DNA sequence polymorphism) that influence the yield, we collected the phenotypic variations in the yields of total fruit, extra-large-sized fruit, small-sized fruit, or red-colored fruit from 68 core inbred contemporary U.S. fresh-market tomatoes for three consecutive years and the genomic information in 8,289,741 single nucleotide polymorphism (SNP) positions from the whole-genome resequencing of these tomatoes. RESULTS Genome-wide association (GWA) mapping using the SNP data with or without SNP filtering steps using the regularization methods, validated with quantitative trait loci (QTL) linkage mapping, identified 18 significant association signals for traits evaluated. Among them, 10 of which were not located within genomic regions previously identified as being associated with fruit size/shape. When mapping-driven association signals [558 SNPs associated with 28 yield (component) traits] were used to calculate genomic estimated breeding values (GEBVs) of evaluated traits, the prediction accuracies of the extra-large-sized fruit and small-sized fruit yields were higher than those of the total and red-colored fruit yields, as we tested the generated breeding values in inbred tomatoes and F2 populations. Improved accuracy in GEBV calculation of evaluated traits was achieved by using 364 SNPs identified using the regularization methods. CONCLUSIONS Together, these results provide an understanding of the genetic variations underlying the heritable phenotypic variability in yield in contemporary tomato breeding and the information necessary for improving such economically important and complex quantitative trait through breeding.
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Affiliation(s)
- Prashant Bhandari
- Horticultural Sciences Department, University of Florida, Gainesville, FL, 32611, USA
| | - Juhee Kim
- Gulf Coast Research and Education Center, University of Florida, Wimauma, FL, 33598, USA
| | - Tong Geon Lee
- Horticultural Sciences Department, University of Florida, Gainesville, FL, 32611, USA.
- Gulf Coast Research and Education Center, University of Florida, Wimauma, FL, 33598, USA.
- Plant Breeders Working Group, University of Florida, Gainesville, FL, 32611, USA.
- Plant Molecular and Cellular Biology Graduate Program, University of Florida, Gainesville, FL, 32611, USA.
- Bayer, Chesterfield, MO, 63017, USA.
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16
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Tripodi P, D’Alessandro A, Francese G. An integrated genomic and biochemical approach to investigate the potentiality of heirloom tomatoes: Breeding resources for food quality and sustainable agriculture. FRONTIERS IN PLANT SCIENCE 2023; 13:1031776. [PMID: 36684727 PMCID: PMC9846345 DOI: 10.3389/fpls.2022.1031776] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/30/2022] [Accepted: 12/05/2022] [Indexed: 06/17/2023]
Abstract
A revival of interest in traditional varieties reflects the change in consumer preferences and the greater awareness of the quality of locally grown products. As ancient cultivars, heirlooms have been selected for decades in specific habitats and represent nowadays potential germplasm sources to consider for breeding high-quality products and cultivation in sustainable agriculture. In this study, 60 heirloom tomato (Solanum lycopersicum L.) accessions, including diverse varietal types (beefsteak, globe, oxheart, plum, and cherry), were profiled over two seasons for the main chemical and biochemical fruit traits. A medium-high level of heritability was found for all traits ranging from 0.52 for soluble solids to 0.99 for fruit weight. The average content of ascorbic acid was ~31 mg 100 g-1 of fw in both seasons, while the greatest variability was found for carotenoids with peaks of 245.65 μg g-1 of fw for total lycopene and 32.29 μg g-1 of fw for β-carotene. Dissection of genotypic (G) and seasonal (Y) factors highlighted genotype as the main source of variation for all traits. No significant effect of Y and G × Y was found for ascorbic acid and fruit weight, respectively, whereas a high influence of Y was found on the variation of lycopene. Molecular fingerprinting was performed using the 10K SolCAP array, yielding a total of 7,591 SNPs. Population structure, phylogenetic relationships, and principal components analysis highlighted a differentiation of plum and cherry genotypes with respect to the beefsteak and globe types. These results were confirmed by multivariate analysis of phenotypic traits, shedding light on how breeding and selection focused on fruit characteristics have influenced the genetic and phenotypic makeup of heirlooms. Marker-trait association showed 11 significantly associated loci for β-carotene and fruit weight. For β-carotene, a single variant on chromosome 8 was found at 12 kb to CCD8, a cleavage dioxygenase playing a key role in the biosynthesis of apocarotenoids. For fruit weight, a single association was located at less than 3 Mbp from SLSUN31 and fw11.3, two candidates involved in the increasing of fruit mass. These results highlight the potentiality of heirlooms for genetic improvement and candidate gene identification.
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17
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Zheng M, Deng Y, Zhou Y, Liu R, Liu Y, Wang H, Zhu W, Zhou Z, Diao J. Multifaceted effects of difenoconazole in tomato fruit ripening: Physiology, flavour and nutritional quality. PLANT PHYSIOLOGY AND BIOCHEMISTRY : PPB 2023; 194:223-235. [PMID: 36434985 DOI: 10.1016/j.plaphy.2022.11.015] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/12/2022] [Revised: 11/11/2022] [Accepted: 11/13/2022] [Indexed: 06/16/2023]
Abstract
Difenoconazole is widely used in crop growth, however, its effects on the quality of agricultural products are poorly studied. In this study, the application of difenoconazole on tomato plants could increase soluble sugar content, reduce organic acid and raise accumulation of nutrient-related metabolites during late fruit ripening. Consumer surveys in our study showed that the treatment of difenoconazole tomatoes group had higher sweetness and lower acidity, and those tomatoes were preferred by consumers. Alterations in fruit flavor-related attributes were at least in part corroborated by the abundance of transcripts related to sucrose (SlLin5, SlLin7, SlSuS2, SlSuS6, SlSPS1, SlSPS3) and organic acids (CS, ICDH, cMDH) anabolism. Furthermore, the difenoconazole also significantly promoted the expression of phytohormones synthesis genes, and consequently increased abscisic acid and ethylene levels. Our study not only provides theoretical support for the use of difenoconazole on tomatoes at the level of flavor quality and nutritional health, but also provides valuable information on the mechanism of triazole fungicides in the flavor quality of tomato fruits.
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Affiliation(s)
- Meiling Zheng
- Department of Applied Chemistry, China Agricultural University, Yuanmingyuan West Road 2, Beijing, 100193, China
| | - Yue Deng
- Department of Applied Chemistry, China Agricultural University, Yuanmingyuan West Road 2, Beijing, 100193, China
| | - Yihui Zhou
- Center of Disease Control and Prevention, Shijingshan District, Beijing, 100043, China
| | - Rui Liu
- Department of Applied Chemistry, China Agricultural University, Yuanmingyuan West Road 2, Beijing, 100193, China
| | - Yuping Liu
- Department of Applied Chemistry, China Agricultural University, Yuanmingyuan West Road 2, Beijing, 100193, China
| | - Hongmei Wang
- Department of Applied Chemistry, China Agricultural University, Yuanmingyuan West Road 2, Beijing, 100193, China
| | - Wentao Zhu
- Department of Applied Chemistry, China Agricultural University, Yuanmingyuan West Road 2, Beijing, 100193, China
| | - Zhiqiang Zhou
- Department of Applied Chemistry, China Agricultural University, Yuanmingyuan West Road 2, Beijing, 100193, China
| | - Jinling Diao
- Department of Applied Chemistry, China Agricultural University, Yuanmingyuan West Road 2, Beijing, 100193, China.
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18
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Volatile compound metabolism during cherry tomato fruit development and ripening. JOURNAL OF FOOD MEASUREMENT AND CHARACTERIZATION 2022. [DOI: 10.1007/s11694-022-01774-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
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19
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Li R, Maioli A, Yan Z, Bai Y, Valentino D, Milani AM, Pompili V, Comino C, Lanteri S, Moglia A, Acquadro A. CRISPR/Cas9-Based Knock-Out of the PMR4 Gene Reduces Susceptibility to Late Blight in Two Tomato Cultivars. Int J Mol Sci 2022; 23:ijms232314542. [PMID: 36498869 PMCID: PMC9735651 DOI: 10.3390/ijms232314542] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2022] [Revised: 11/09/2022] [Accepted: 11/16/2022] [Indexed: 11/24/2022] Open
Abstract
Phytophthora infestans, the causal agent of late blight (LB) in tomato (Solanum lycopersicum L.), is a devastating disease and a serious concern for plant productivity. The presence of susceptibility (S) genes in plants facilitates pathogen proliferation; thus, disabling these genes may help provide a broad-spectrum and durable type of tolerance/resistance. Previous studies on Arabidopsis and tomato have highlighted that knock-out mutants of the PMR4 susceptibility gene are tolerant to powdery mildew. Moreover, PMR4 knock-down in potato has been shown to confer tolerance to LB. To verify the same effect in tomato in the present study, a CRISPR-Cas9 vector containing four single guide RNAs (sgRNAs: sgRNA1, sgRNA6, sgRNA7, and sgRNA8), targeting as many SlPMR4 regions, was introduced via Agrobacterium-tumefaciens-mediated transformation into two widely grown Italian tomato cultivars: 'San Marzano' (SM) and 'Oxheart' (OX). Thirty-five plants (twenty-six SM and nine OX) were selected and screened to identify the CRISPR/Cas9-induced mutations. The different sgRNAs caused mutation frequencies ranging from 22.1 to 100% and alternatively precise insertions (sgRNA6) or deletions (sgRNA7, sgRNA1, and sgRNA8). Notably, sgRNA7 induced in seven SM genotypes a -7 bp deletion in the homozygous status, whereas sgRNA8 led to the production of fifteen SM genotypes with a biallelic mutation (-7 bp and -2 bp). Selected edited lines were inoculated with P. infestans, and four of them, fully knocked out at the PMR4 locus, showed reduced disease symptoms (reduction in susceptibility from 55 to 80%) compared to control plants. The four SM lines were sequenced using Illumina whole-genome sequencing for deeper characterization without exhibiting any evidence of mutations in the candidate off-target regions. Our results showed, for the first time, a reduced susceptibility to Phytophtora infestans in pmr4 tomato mutants confirming the role of KO PMR4 in providing broad-spectrum protection against pathogens.
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Affiliation(s)
- Ruiling Li
- Plant Genetics and Breeding, Department of Agricultural, Forest and Food Science (DISAFA), University of Torino, 10095 Grugliasco, Italy
| | - Alex Maioli
- Plant Genetics and Breeding, Department of Agricultural, Forest and Food Science (DISAFA), University of Torino, 10095 Grugliasco, Italy
| | - Zhe Yan
- Plant Breeding, Wageningen University & Research, 6708 PB Wageningen, The Netherlands
| | - Yuling Bai
- Plant Breeding, Wageningen University & Research, 6708 PB Wageningen, The Netherlands
| | - Danila Valentino
- Plant Genetics and Breeding, Department of Agricultural, Forest and Food Science (DISAFA), University of Torino, 10095 Grugliasco, Italy
| | - Anna Maria Milani
- Plant Genetics and Breeding, Department of Agricultural, Forest and Food Science (DISAFA), University of Torino, 10095 Grugliasco, Italy
| | - Valerio Pompili
- Plant Genetics and Breeding, Department of Agricultural, Forest and Food Science (DISAFA), University of Torino, 10095 Grugliasco, Italy
| | - Cinzia Comino
- Plant Genetics and Breeding, Department of Agricultural, Forest and Food Science (DISAFA), University of Torino, 10095 Grugliasco, Italy
| | - Sergio Lanteri
- Plant Genetics and Breeding, Department of Agricultural, Forest and Food Science (DISAFA), University of Torino, 10095 Grugliasco, Italy
| | - Andrea Moglia
- Plant Genetics and Breeding, Department of Agricultural, Forest and Food Science (DISAFA), University of Torino, 10095 Grugliasco, Italy
| | - Alberto Acquadro
- Plant Genetics and Breeding, Department of Agricultural, Forest and Food Science (DISAFA), University of Torino, 10095 Grugliasco, Italy
- Correspondence:
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20
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Tirnaz S, Zandberg J, Thomas WJW, Marsh J, Edwards D, Batley J. Application of crop wild relatives in modern breeding: An overview of resources, experimental and computational methodologies. FRONTIERS IN PLANT SCIENCE 2022; 13:1008904. [PMID: 36466237 PMCID: PMC9712971 DOI: 10.3389/fpls.2022.1008904] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/01/2022] [Accepted: 10/25/2022] [Indexed: 06/01/2023]
Abstract
Global agricultural industries are under pressure to meet the future food demand; however, the existing crop genetic diversity might not be sufficient to meet this expectation. Advances in genome sequencing technologies and availability of reference genomes for over 300 plant species reveals the hidden genetic diversity in crop wild relatives (CWRs), which could have significant impacts in crop improvement. There are many ex-situ and in-situ resources around the world holding rare and valuable wild species, of which many carry agronomically important traits and it is crucial for users to be aware of their availability. Here we aim to explore the available ex-/in- situ resources such as genebanks, botanical gardens, national parks, conservation hotspots and inventories holding CWR accessions. In addition we highlight the advances in availability and use of CWR genomic resources, such as their contribution in pangenome construction and introducing novel genes into crops. We also discuss the potential and challenges of modern breeding experimental approaches (e.g. de novo domestication, genome editing and speed breeding) used in CWRs and the use of computational (e.g. machine learning) approaches that could speed up utilization of CWR species in breeding programs towards crop adaptability and yield improvement.
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21
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Next generation sequencing technologies to explore the diversity of germplasm resources: achievements and trends in tomato. Comput Struct Biotechnol J 2022; 20:6250-6258. [PMID: 36420160 PMCID: PMC9676195 DOI: 10.1016/j.csbj.2022.11.028] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2022] [Revised: 11/10/2022] [Accepted: 11/10/2022] [Indexed: 11/14/2022] Open
Abstract
Tomato is one of the major vegetable crops grown worldwide and a model species for genetic and biological research. Progress in genomic technologies made possible the development of forefront methods for high-scale sequencing, providing comprehensive insight into the genetic architecture of germplasm resources. This review revisits next-generation sequencing strategies and applications to investigate the diversity of tomato, describing the common platforms used for SNP genotyping of large collections, de novo sequencing, and whole genome resequencing. Significant findings in evolutionary history are outlined, thus discussing how genomics has provided new hints about the processes behind domestication. Finally, achievement and perspectives on pan-genome construction and graphical pan-genome development toward precise mining of the natural variation to be exploited for breeding purposes are presented.
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Rivera-Márquez K, Núñez-Muñoz LA, Calderón-Pérez B, De La Torre-Almaraz R, Vargas-Hernández BY, Ruiz-Medrano R, Xoconostle-Cázares B. Bioinformatic-based approach for mutagenesis of plant immune Tm-2 2 receptor to confer resistance against tomato brown rugose fruit virus (ToBRFV). FRONTIERS IN PLANT SCIENCE 2022; 13:984846. [PMID: 36247646 PMCID: PMC9562835 DOI: 10.3389/fpls.2022.984846] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/02/2022] [Accepted: 09/13/2022] [Indexed: 06/16/2023]
Abstract
Nucleotide-binding leucine-rich repeat (NLR) plant immune receptors mediate the recognition and activation of defense signaling pathways in response to intra- and extracellular pathogens. Several NLR such as Tm-2 and Tm-22 have been introgressed into commercial solanaceous varieties to confer protection against different tobamoviruses. Particularly, Tm-22 was used during recent decades to confer resistance against tobacco mosaic virus, tomato mottle mosaic virus and tomato mosaic virus, which recognizes the viral movement protein (MP). However, tomato brown rugose fruit virus(ToBRFV), a novel tobamovirus, can avoid the protection conferred by Tm-22 due to the presence of key substitutions in the MP. The aim of this work was to identify the key amino acid residues involved in the interaction between Tm-22 and ToBRFV MP through bioinformatic analyses, and to identify potential Tm-22 mutations that could generate greater binding affinity. In silico 3D structure prediction, molecular docking, and computational affinity methods were performed. We predicted that R350, H384 and K385 Tm-22 residues are relevant for the interaction with MP, and two mutations (H384W and K385L) were identified as putative sites to increase the affinity of Tm-22 to the MP with the potential elicitation of resistance against ToBRFV.
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Affiliation(s)
- Karla Rivera-Márquez
- Departamento de Biotecnología y Bioingeniería, Centro de Investigación y de Estudios Avanzados, Mexico City, Mexico
| | - Leandro Alberto Núñez-Muñoz
- Departamento de Biotecnología y Bioingeniería, Centro de Investigación y de Estudios Avanzados, Mexico City, Mexico
- Unidad de Biotecnología y Prototipos, Facultad de Estudios Superiores Iztacala, Universidad Nacional Autónoma de México, Tlalnepantla, Mexico, Mexico
| | - Berenice Calderón-Pérez
- Departamento de Biotecnología y Bioingeniería, Centro de Investigación y de Estudios Avanzados, Mexico City, Mexico
| | - Rodolfo De La Torre-Almaraz
- Unidad de Biotecnología y Prototipos, Facultad de Estudios Superiores Iztacala, Universidad Nacional Autónoma de México, Tlalnepantla, Mexico, Mexico
| | | | - Roberto Ruiz-Medrano
- Departamento de Biotecnología y Bioingeniería, Centro de Investigación y de Estudios Avanzados, Mexico City, Mexico
| | - Beatriz Xoconostle-Cázares
- Departamento de Biotecnología y Bioingeniería, Centro de Investigación y de Estudios Avanzados, Mexico City, Mexico
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Nerkar G, Devarumath S, Purankar M, Kumar A, Valarmathi R, Devarumath R, Appunu C. Advances in Crop Breeding Through Precision Genome Editing. Front Genet 2022; 13:880195. [PMID: 35910205 PMCID: PMC9329802 DOI: 10.3389/fgene.2022.880195] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2022] [Accepted: 05/02/2022] [Indexed: 11/13/2022] Open
Abstract
The global climate change and unfavourable abiotic and biotic factors are limiting agricultural productivity and therefore intensifying the challenges for crop scientists to meet the rising demand for global food supply. The introduction of applied genetics to agriculture through plant breeding facilitated the development of hybrid varieties with improved crop productivity. However, the development of new varieties with the existing gene pools poses a challenge for crop breeders. Genetic engineering holds the potential to broaden genetic diversity by the introduction of new genes into crops. But the random insertion of foreign DNA into the plant's nuclear genome often leads to transgene silencing. Recent advances in the field of plant breeding include the development of a new breeding technique called genome editing. Genome editing technologies have emerged as powerful tools to precisely modify the crop genomes at specific sites in the genome, which has been the longstanding goal of plant breeders. The precise modification of the target genome, the absence of foreign DNA in the genome-edited plants, and the faster and cheaper method of genome modification are the remarkable features of the genome-editing technology that have resulted in its widespread application in crop breeding in less than a decade. This review focuses on the advances in crop breeding through precision genome editing. This review includes: an overview of the different breeding approaches for crop improvement; genome editing tools and their mechanism of action and application of the most widely used genome editing technology, CRISPR/Cas9, for crop improvement especially for agronomic traits such as disease resistance, abiotic stress tolerance, herbicide tolerance, yield and quality improvement, reduction of anti-nutrients, and improved shelf life; and an update on the regulatory approval of the genome-edited crops. This review also throws a light on development of high-yielding climate-resilient crops through precision genome editing.
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Affiliation(s)
- Gauri Nerkar
- Molecular Biology and Genetic Engineering Laboratory, Vasantdada Sugar Institute, Pune, India
| | - Suman Devarumath
- Vidya Pratishthan's College of Agricultural Biotechnology, Baramati, India
| | - Madhavi Purankar
- Molecular Biology and Genetic Engineering Laboratory, Vasantdada Sugar Institute, Pune, India
| | - Atul Kumar
- Molecular Biology and Genetic Engineering Laboratory, Vasantdada Sugar Institute, Pune, India
| | - R Valarmathi
- ICAR-Sugarcane Breeding Institute, Coimbatore, India
| | - Rachayya Devarumath
- Molecular Biology and Genetic Engineering Laboratory, Vasantdada Sugar Institute, Pune, India
| | - C Appunu
- ICAR-Sugarcane Breeding Institute, Coimbatore, India
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Farinon B, Picarella ME, Siligato F, Rea R, Taviani P, Mazzucato A. Phenotypic and Genotypic Diversity of the Tomato Germplasm From the Lazio Region in Central Italy, With a Focus on Landrace Distinctiveness. FRONTIERS IN PLANT SCIENCE 2022; 13:931233. [PMID: 35937347 PMCID: PMC9355589 DOI: 10.3389/fpls.2022.931233] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/28/2022] [Accepted: 06/20/2022] [Indexed: 06/15/2023]
Abstract
Italy is a recognized secondary center of diversification for cultivated tomato (Solanum lycopersicum L.). The study of phenotypic and genetic diversity in landrace collections is important for germplasm conservation and valorization. Here, we set up to study the tomato germplasm collected in the region of Lazio in Central Italy, with a focus on the distinctiveness among landraces and the attribution of membership to unnamed accessions. Our regional collection included 32 accessions belonging to eight different locally recognized landraces and 19 unnamed accessions. All accessions were gathered from local farmers and are preserved in the collection held at the Regional Agency for the Development and the Innovation of Lazio Agriculture (ARSIAL) and at the University of Tuscia. We included 13 control genotypes comprising nine landraces from neighbor regions and four reference cultivars. The collection showed wide phenotypic variability for several qualitative and quantitative traits, such as leaf border and shape, inflorescence type, fruit shape, green shoulder, fruit weight (range 14-277 g), locule number (2-12), shape index (0.54-2.65), yield (0.24-3.08 kg/plant), and soluble solids (3.4-7.5°B). A few landraces showed uncommon phenotypes, such as potato leaf, colorless fruit epidermis, or delayed ripening. Multivariate analysis of 25 cardinal phenotypic variables separated the accessions into two distinct groups; accessions showing a flattened-ribbed fruit were distinguished from those with round to elongate fruits with smooth structure. Genotyping analysis of 7,720 SNPs was performed using the tomato array platform SolCAP, to point out the genetic relationship among the studied accessions. A neighbor-joining tree analysis allowed to confirm or deny phenotypic data and to assign some of the unnamed accessions to recognized groups. Allelic status at marker loci linked to resistance genes commonly used in breeding identified accessions putatively derived from modern material or commercial hybrids, thus not classifiable as landraces. Overall, this study provided the information useful to preserve, valorize, and juridically protect tomato local landraces from the Lazio region and will in addition be helpful to their improvement by breeding.
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Affiliation(s)
- Barbara Farinon
- Laboratory of Biotechnologies of Vegetable Crops, Department of Agriculture and Forest Sciences, University of Tuscia, Viterbo, Italy
| | - Maurizio E. Picarella
- Laboratory of Biotechnologies of Vegetable Crops, Department of Agriculture and Forest Sciences, University of Tuscia, Viterbo, Italy
| | - Francesca Siligato
- Laboratory of Biotechnologies of Vegetable Crops, Department of Agriculture and Forest Sciences, University of Tuscia, Viterbo, Italy
| | - Roberto Rea
- ARSIAL, Regional Agency for the Development and the Innovation of Lazio Agriculture, Rome, Italy
| | - Paola Taviani
- ARSIAL, Regional Agency for the Development and the Innovation of Lazio Agriculture, Rome, Italy
| | - Andrea Mazzucato
- Laboratory of Biotechnologies of Vegetable Crops, Department of Agriculture and Forest Sciences, University of Tuscia, Viterbo, Italy
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Ene CO, Abtew WG, Oselebe HO, Ozi FU, Ikeogu UN. Genetic characterization and quantitative trait relationship using multivariate techniques reveal diversity among tomato germplasms. Food Sci Nutr 2022; 10:2426-2442. [PMID: 35844915 PMCID: PMC9281941 DOI: 10.1002/fsn3.2850] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2021] [Revised: 02/22/2022] [Accepted: 03/15/2022] [Indexed: 11/29/2022] Open
Abstract
Tomato accessions collected from different sources were evaluated to study their diversity, genotype-traits association, as well as pinpoint most selective trait(s) in a controlled environment in Jimma, Ethiopia. The two terms pot experiments were carried out in randomized complete block design with three replications. The genotype-trait (GT) biplot revealed high percentage variability above 70% in related growth traits for the first and second principal components (PC) summed up, in the two trials, whereas related floral and fruit traits association indicated medium to high (55%-65%) total explained variations in both seasons. It further showed that 'wild parent', 'CLN2498D', 'CLN2498F', 'UC Dan India', 'Ruma', 'PT4722A', 'CLN2679F', 'CLN2585C' and 'CLN2585D' were the best performers in most of the related growth, floral, and fruit traits in those seasons. Principal component analysis showed that traits, such as plant height, number of branches, leaves, nodes, internodes, stem girth, style length, stigma length and diameter, flower length and width, number of flowers per truss, number of fruits per truss, and fruit weight per plant, in the first dimension were positively related to yield and consistent with high loading factors in both seasons and could be underpinned highly important in breeding for increased fruit yield. Clustering and its comparison of means showed that 'CLN2498D', 'PT4722A', 'Ruma', 'Tropimech', and 'UC Dan India' of cluster I in both trials expressed the best traits including related growth, floral, and fruit traits. Therefore, selection for any trait would favor accessions in this cluster.
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Affiliation(s)
- Chikezie Onuora Ene
- Department of Horticulture and Plant SciencesJimma UniversityJimmaEthiopia
- Department of AgricultureAlex Ekwueme Federal University Ndufu‐AlikeAbakalikiNigeria
| | | | - Happiness Ogba Oselebe
- Department of Crop Production and Landscape ManagementEbonyi State UniversityAbakalikiNigeria
| | - Friday Ugadu Ozi
- Department of Crop Production and Landscape ManagementEbonyi State UniversityAbakalikiNigeria
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26
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Li Y, Shi F, Lin Z, Robinson H, Moody D, Rattey A, Godoy J, Mullan D, Keeble-Gagnere G, Hayden MJ, Tibbits JFG, Daetwyler HD. Benefit of Introgression Depends on Level of Genetic Trait Variation in Cereal Breeding Programmes. FRONTIERS IN PLANT SCIENCE 2022; 13:786452. [PMID: 35783964 PMCID: PMC9240786 DOI: 10.3389/fpls.2022.786452] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/01/2021] [Accepted: 05/19/2022] [Indexed: 06/15/2023]
Abstract
We investigated the benefit from introgression of external lines into a cereal breeding programme and strategies that accelerated introgression of the favourable alleles while minimising linkage drag using stochastic computer simulation. We simulated genomic selection for disease resistance and grain yield in two environments with a high level of genotype-by-environment interaction (G × E) for the latter trait, using genomic data of a historical barley breeding programme as the base generation. Two populations (existing and external) were created from this base population with different allele frequencies for few (N = 10) major and many (N ~ 990) minor simulated disease quantitative trait loci (QTL). The major disease QTL only existed in the external population and lines from the external population were introgressed into the existing population which had minor disease QTL with low, medium and high allele frequencies. The study revealed that the benefit of introgression depended on the level of genetic variation for the target trait in the existing cereal breeding programme. Introgression of external resources into the existing population was beneficial only when the existing population lacked variation in disease resistance or when minor disease QTL were already at medium or high frequency. When minor disease QTL were at low frequencies, no extra genetic gain was achieved from introgression. More benefit in the disease trait was obtained from the introgression if the major disease QTL had larger effect sizes, more selection emphasis was applied on disease resistance, or more external lines were introgressed. While our strategies to increase introgression of major disease QTL were generally successful, most were not able to completely avoid negative impacts on selection for grain yield with the only exception being when major introgression QTL effects were very large. Breeding programmes are advised to carefully consider the level of genetic variation in a trait available in their breeding programme before deciding to introgress germplasms.
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Affiliation(s)
- Yongjun Li
- Agriculture Victoria, AgriBio, Centre for AgriBioscience, Bundoora, VIC, Australia
| | - Fan Shi
- Agriculture Victoria, AgriBio, Centre for AgriBioscience, Bundoora, VIC, Australia
| | - Zibei Lin
- Agriculture Victoria, AgriBio, Centre for AgriBioscience, Bundoora, VIC, Australia
| | | | | | | | | | | | | | - Matthew J. Hayden
- Agriculture Victoria, AgriBio, Centre for AgriBioscience, Bundoora, VIC, Australia
- School of Applied Systems Biology, La Trobe University, Bundoora, VIC, Australia
| | | | - Hans D. Daetwyler
- Agriculture Victoria, AgriBio, Centre for AgriBioscience, Bundoora, VIC, Australia
- School of Applied Systems Biology, La Trobe University, Bundoora, VIC, Australia
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27
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McCoy JE, McHale LK, Kantar M, Jardón-Barbolla L, Mercer KL. Environment of origin and domestication affect morphological, physiological, and agronomic response to water deficit in chile pepper (Capsicum sp.). PLoS One 2022; 17:e0260684. [PMID: 35700182 PMCID: PMC9197065 DOI: 10.1371/journal.pone.0260684] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2021] [Accepted: 05/22/2022] [Indexed: 11/18/2022] Open
Abstract
Global climate change is having a significant effect on agriculture by causing greater precipitation variability and an increased risk of drought. To mitigate these effects, it is important to identify specific traits, adaptations, and germplasm that improve tolerance to soil water deficit. Local varieties, known as landraces, have undergone generations of farmer-mediated selection and can serve as sources of variation, specifically for tolerance to abiotic stress. Landraces can possess local adaptations, where accessions adapted to a particular environment will outperform others grown under the same conditions. We explore adaptations to water deficit in chile pepper landraces from across an environmental gradient in Mexico, a center of crop domestication and diversity, as well in improved varieties bred for the US. In the present study, we evaluated 25 US and Mexico accessions in a greenhouse experiment under well-watered and water deficit conditions and measured morphological, physiological, and agronomic traits. Accession and irrigation regime influenced plant biomass and height, while branching, CO2 assimilation, and fruit weight were all influenced by an interaction between accession and irrigation. A priori group contrasts revealed possible adaptations to water deficit for branching, CO2 assimilation, and plant height associated with geographic origin, domestication level, and pepper species. Additionally, within the Mexican landraces, the number of primary branches had a strong relationship with precipitation from the environment of origin. This work provides insight into chile pepper response to water deficit and adaptation to drought and identifies possibly tolerant germplasm.
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Affiliation(s)
- Jack E. McCoy
- Department of Horticulture and Crop Science, Ohio State University, Columbus, OH, United States of America
| | - Leah K. McHale
- Department of Horticulture and Crop Science, Ohio State University, Columbus, OH, United States of America
| | - Michael Kantar
- Department of Tropical Plant and Soil Sciences, University of Hawai’i, Manoa, Honolulu, HI, United States of America
| | - Lev Jardón-Barbolla
- Centro de Investigaciones Interdisciplinarias en Ciencias y Humanidades, Universidad Nacional Autónoma de México, Mexico City, Mexico
| | - Kristin L. Mercer
- Department of Horticulture and Crop Science, Ohio State University, Columbus, OH, United States of America
- * E-mail:
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28
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Walker K, Kalra D, Lowdon R, Chen G, Molik D, Soto DC, Dabbaghie F, Khleifat AA, Mahmoud M, Paulin LF, Raza MS, Pfeifer SP, Agustinho DP, Aliyev E, Avdeyev P, Barrozo ER, Behera S, Billingsley K, Chong LC, Choubey D, De Coster W, Fu Y, Gener AR, Hefferon T, Henke DM, Höps W, Illarionova A, Jochum MD, Jose M, Kesharwani RK, Kolora SRR, Kubica J, Lakra P, Lattimer D, Liew CS, Lo BW, Lo C, Lötter A, Majidian S, Mendem SK, Mondal R, Ohmiya H, Parvin N, Peralta C, Poon CL, Prabhakaran R, Saitou M, Sammi A, Sanio P, Sapoval N, Syed N, Treangen T, Wang G, Xu T, Yang J, Zhang S, Zhou W, Sedlazeck FJ, Busby B. The third international hackathon for applying insights into large-scale genomic composition to use cases in a wide range of organisms. F1000Res 2022; 11:530. [PMID: 36262335 PMCID: PMC9557141 DOI: 10.12688/f1000research.110194.1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 05/04/2022] [Indexed: 01/25/2023] Open
Abstract
In October 2021, 59 scientists from 14 countries and 13 U.S. states collaborated virtually in the Third Annual Baylor College of Medicine & DNANexus Structural Variation hackathon. The goal of the hackathon was to advance research on structural variants (SVs) by prototyping and iterating on open-source software. This led to nine hackathon projects focused on diverse genomics research interests, including various SV discovery and genotyping methods, SV sequence reconstruction, and clinically relevant structural variation, including SARS-CoV-2 variants. Repositories for the projects that participated in the hackathon are available at https://github.com/collaborativebioinformatics.
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Affiliation(s)
- Kimberly Walker
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, 77030, USA
| | - Divya Kalra
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, 77030, USA
| | | | - Guangyi Chen
- Drug Bioinformatics, Helmholtz Institute for Pharmaceutical Research Saarland (HIPS), Saarbrücken, Germany
- Center for Bioinformatics, Saarland University, Saarbrücken, Germany
| | - David Molik
- Tropical Crop and Commodity Protection Research Unit, Pacific Basin Agricultural Research Center, Hilo, HI, 96720, USA
| | - Daniela C. Soto
- Biochemistry & Molecular Medicine, Genome Center, MIND Institute, University of California, Davis, Davis, CA, 95616, USA
| | - Fawaz Dabbaghie
- Drug Bioinformatics, Helmholtz Institute for Pharmaceutical Research Saarland (HIPS), Saarbrücken, Germany
- Institute for Medical Biometry and Bioinformatics, University hospital Düsseldorf, Düsseldorf, Germany
| | - Ahmad Al Khleifat
- Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK
| | - Medhat Mahmoud
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, 77030, USA
| | - Luis F Paulin
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, 77030, USA
| | - Muhammad Sohail Raza
- CAS Key Laboratory of Genomic and Precision Medicine, Beijing Institute of Genomics, Beijing, China
| | - Susanne P. Pfeifer
- Center for Evolution and Medicine, Arizona State University, Tempe, AZ, USA
| | - Daniel Paiva Agustinho
- Department of Molecular Microbiology, Washington University in St. Louis School of Medicine, St. Louis, MO, 63110, USA
| | - Elbay Aliyev
- Research Department, Sidra Medicine, Doha, Qatar
| | - Pavel Avdeyev
- Computational Biology Institute, The George Washington University, Washington, DC, 20052, USA
| | - Enrico R. Barrozo
- Department of Obstetrics & Gynecology, Baylor College of Medicine, Houston, TX, 77030, USA
| | - Sairam Behera
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, 77030, USA
| | - Kimberley Billingsley
- Molecular Genetics Section, Laboratory of Neurogenetics, National Institute on Aging, National Institutes of Health, Bethesda, MD, USA
| | - Li Chuin Chong
- Beykoz Institute of Life Sciences and Biotechnology, Bezmialem Vakif University, Beykoz, Istanbul, Turkey
| | - Deepak Choubey
- Department of Technology, Savitribai Phule Pune University, Pune, Maharashtra, India
| | - Wouter De Coster
- Applied and Translational Neurogenomics Group, VIB Center for Molecular Neurology, Antwerp, Belgium
- Applied and Translational Neurogenomics Group, Department of Biomedical Sciences, University of Antwerp, Antwerp, Belgium
| | - Yilei Fu
- Department of Computer Science, Rice University, Houston, TX, USA
| | - Alejandro R. Gener
- Association of Public Health Labs, Centers for Disease Control and Prevention, Downey, CA, USA
| | - Timothy Hefferon
- National Center for Biotechnology Information, National Library of Medicine, National Institutes of Health, Bethesda, MD, 20892, USA
| | - David Morgan Henke
- Department Molecular Virology and Microbiology, Baylor College of Medicine, Houston, TX, 77030, USA
| | - Wolfram Höps
- EMBL Heidelberg, Genome Biology Unit, Heidelberg, Germany
| | | | - Michael D. Jochum
- Department of Obstetrics & Gynecology, Baylor College of Medicine, Houston, TX, 77030, USA
| | - Maria Jose
- Centre for Bioinformatics, Pondicherry University, Pondicherry, India
| | - Rupesh K. Kesharwani
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, 77030, USA
| | | | | | - Priya Lakra
- Department of Zoology, University of Delhi, Delhi, India
| | - Damaris Lattimer
- University of Applied Sciences Upper Austria - FH Hagenberg, Mühlkreis, Austria
| | - Chia-Sin Liew
- Center for Biotechnology, University of Nebraska-Lincoln, Lincoln, Nebraska, 68588, USA
| | - Bai-Wei Lo
- Department of Biology, University of Konstanz, Konstanz, Germany
| | - Chunhsuan Lo
- Human Genetics Laboratory, National Institute of Genetics, Japan, Mishima City, Japan
| | - Anneri Lötter
- Department of Biochemistry, University of Pretoria, Pretoria, South Africa
| | - Sina Majidian
- Department of Computational Biology, University of Lausanne, Lausanne, Switzerland
| | | | - Rajarshi Mondal
- Department of Biotechnology, The University of Burdwan, West Bengal, India
| | - Hiroko Ohmiya
- Genetic Reagent Development Unit, Medical & Biological Laboratories Co., Ltd., Tokoyo, Japan
| | - Nasrin Parvin
- Department of Biotechnology, The University of Burdwan, West Bengal, India
| | | | | | | | - Marie Saitou
- Center of Integrative Genetics (CIGENE),Faculty of Biosciences, Norwegian University of Life Sciences, As, Norway
| | - Aditi Sammi
- School of Biochemical Engineering, Indian Institute of Technology (BHU), Varanasi, Uttar Pradesh, India
| | - Philippe Sanio
- University of Applied Sciences Upper Austria - FH Hagenberg, Hagenberg im Mühlkreis, Austria
| | - Nicolae Sapoval
- Department of Computer Science, Rice University, Houston, TX, USA
| | - Najeeb Syed
- Research Department, Sidra Medicine, Doha, Qatar
| | - Todd Treangen
- Department of Computer Science, Rice University, Houston, TX, USA
| | | | - Tiancheng Xu
- Department of Computer Science, Rice University, Houston, TX, USA
| | - Jianzhi Yang
- Department of Quantitative and Computational Biology,, University of Southern California, Los Angeles, CA, USA
| | - Shangzhe Zhang
- School of Biology, University of St Andrews, St Andrews, UK
| | - Weiyu Zhou
- Department of Statistical Science, George Mason University, Fairfax, Virginia, USA
| | - Fritz J Sedlazeck
- Human Genome Sequencing Center, Baylor College of Medicine, Houston, TX, 77030, USA
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29
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Genetic Diversity Trends in the Cultivated Potato: A Spatiotemporal Overview. BIOLOGY 2022; 11:biology11040604. [PMID: 35453803 PMCID: PMC9026384 DOI: 10.3390/biology11040604] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/29/2022] [Revised: 04/01/2022] [Accepted: 04/14/2022] [Indexed: 11/27/2022]
Abstract
Simple Summary Monitoring the change in genetic diversity over time and space in crop species is essential to facilitating further improvement. As the world’s most important tuber crop for human consumption, and an ideal candidate to help address global food security, the cultivated potato deserves in-depth study in this regard. In this overview, some aspects of spatiotemporal diversity assessment in the cultivated potato are examined with the aim of promoting appropriate strategies for breeding programs in line with challenges relating to sustainable crop production. Abstract We investigated the changes in genetic diversity over time and space of the cultivated potato (Solanum tuberosum L.) for the period pre-1800 to 2021. A substantial panel of 1219 potato varieties, belonging to different spatiotemporal groups, was examined using a set of 35 microsatellite markers (SSR). Genotypic data covering a total of 407 alleles was analyzed using both self-organizing map (SOM) and discriminant analysis of principal components (DAPC) de novo and a priori clustering methods, respectively. Data analysis based on different models of genetic structuring provided evidence of (1) at least two early lineages that have been maintained since their initial introduction from the Andes into Europe in the 16th century, followed by later ones coming from reintroduction events from the US in the mid-1800s; (2) a level of diversity that has gradually evolved throughout the studied time periods and areas, with the most modern variety groups encompassing most of the diversity found in earlier decades; (3) the emergence of new genetic groups within the current population due to increases in the use of germplasm enhancement practices using exotic germplasms. In addition, analysis revealed significant genetic differentiation both among and within the spatiotemporal groups of germplasm studied. Our results therefore highlight that no major genetic narrowing events have occurred within the cultivated potato over the past three centuries. On the contrary, the genetic base shows promising signs of improvement, thanks to extensive breeding work that is gaining momentum. This overview could be drawn on not only to understand better how past decisions have impacted the current genetic cultivated potato resources, but also to develop appropriate new strategies for breeding programs consistent with the socio-economic and sustainability challenges faced by agrifood systems.
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van Rengs WMJ, Schmidt MHW, Effgen S, Le DB, Wang Y, Zaidan MWAM, Huettel B, Schouten HJ, Usadel B, Underwood CJ. A chromosome scale tomato genome built from complementary PacBio and Nanopore sequences alone reveals extensive linkage drag during breeding. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2022; 110:572-588. [PMID: 35106855 DOI: 10.1111/tpj.15690] [Citation(s) in RCA: 26] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/18/2021] [Revised: 01/19/2022] [Accepted: 01/24/2022] [Indexed: 05/16/2023]
Abstract
The assembly and scaffolding of plant crop genomes facilitate the characterization of genetically diverse cultivated and wild germplasm. The cultivated tomato (Solanum lycopersicum) has been improved through the introgression of genetic material from related wild species, including resistance to pandemic strains of tobacco mosaic virus (TMV) from Solanum peruvianum. Here we applied PacBio HiFi and ONT Nanopore sequencing to develop independent, highly contiguous and complementary assemblies of an inbred TMV-resistant tomato variety. We show specific examples of how HiFi and ONT datasets can complement one another to improve assembly contiguity. We merged the HiFi and ONT assemblies to generate a long-read-only assembly where all 12 chromosomes were represented as 12 contiguous sequences (N50 = 68.5 Mbp). This chromosome scale assembly did not require scaffolding using an orthogonal data type. The merged assembly was validated by chromosome conformation capture data and is highly consistent with previous tomato genome assemblies that made use of genetic maps and Hi-C for scaffolding. Our long-read-only assembly reveals that a complex series of structural variants linked to the TMV resistance gene likely contributed to linkage drag of a 64.1-Mbp region of the S. peruvianum genome during tomato breeding. Through marker studies and ONT-based comprehensive haplotyping we show that this minimal introgression region is present in six cultivated tomato hybrid varieties developed in three commercial breeding programs. Our results suggest that complementary long read technologies can facilitate the rapid generation of near-complete genome sequences.
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Affiliation(s)
- Willem M J van Rengs
- Department of Chromosome Biology, Max Planck Institute for Plant Breeding Research, Carl-von-Linné-Weg 10, 50829, Cologne, Germany
| | | | - Sieglinde Effgen
- Department of Chromosome Biology, Max Planck Institute for Plant Breeding Research, Carl-von-Linné-Weg 10, 50829, Cologne, Germany
| | - Duyen Bao Le
- Heinrich Heine University Düsseldorf, Institute of Biological Data Science, Düsseldorf, Germany
| | - Yazhong Wang
- Department of Chromosome Biology, Max Planck Institute for Plant Breeding Research, Carl-von-Linné-Weg 10, 50829, Cologne, Germany
| | - Mohd Waznul Adly Mohd Zaidan
- Department of Chromosome Biology, Max Planck Institute for Plant Breeding Research, Carl-von-Linné-Weg 10, 50829, Cologne, Germany
| | - Bruno Huettel
- Max Planck-Genome-center Cologne, Carl-von-Linné-Weg 10, 50829, Cologne, Germany
| | - Henk J Schouten
- Department of Plant Breeding, Wageningen University and Research, P.O. Box 386, 6700, AJ, Wageningen, The Netherlands
| | - Björn Usadel
- IBG-4 Bioinformatics, Forschungszentrum Jülich, 52428, Jülich, Germany
- Heinrich Heine University Düsseldorf, Institute of Biological Data Science, Düsseldorf, Germany
| | - Charles J Underwood
- Department of Chromosome Biology, Max Planck Institute for Plant Breeding Research, Carl-von-Linné-Weg 10, 50829, Cologne, Germany
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Lin CS, Hsu CT, Yuan YH, Zheng PX, Wu FH, Cheng QW, Wu YL, Wu TL, Lin S, Yue JJ, Cheng YH, Lin SI, Shih MC, Sheen J, Lin YC. DNA-free CRISPR-Cas9 gene editing of wild tetraploid tomato Solanum peruvianum using protoplast regeneration. PLANT PHYSIOLOGY 2022; 188:1917-1930. [PMID: 35088855 PMCID: PMC8968427 DOI: 10.1093/plphys/kiac022] [Citation(s) in RCA: 29] [Impact Index Per Article: 14.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/02/2021] [Accepted: 12/10/2021] [Indexed: 05/24/2023]
Abstract
Wild tomatoes (Solanum peruvianum) are important genomic resources for tomato research and breeding. Development of a foreign DNA-free clustered regularly interspaced short palindromic repeat (CRISPR)-Cas delivery system has potential to mitigate public concern about genetically modified organisms. Here, we established a DNA-free CRISPR-Cas9 genome editing system based on an optimized protoplast regeneration protocol of S. peruvianum, an important resource for tomato introgression breeding. We generated mutants for genes involved in small interfering RNAs biogenesis, RNA-DEPENDENT RNA POLYMERASE 6 (SpRDR6), and SUPPRESSOR OF GENE SILENCING 3 (SpSGS3); pathogen-related peptide precursors, PATHOGENESIS-RELATED PROTEIN-1 (SpPR-1) and PROSYSTEMIN (SpProSys); and fungal resistance (MILDEW RESISTANT LOCUS O, SpMlo1) using diploid or tetraploid protoplasts derived from in vitro-grown shoots. The ploidy level of these regenerants was not affected by PEG-Ca2+-mediated transfection, CRISPR reagents, or the target genes. By karyotyping and whole genome sequencing analysis, we confirmed that CRISPR-Cas9 editing did not introduce chromosomal changes or unintended genome editing sites. All mutated genes in both diploid and tetraploid regenerants were heritable in the next generation. spsgs3 null T0 regenerants and sprdr6 null T1 progeny had wiry, sterile phenotypes in both diploid and tetraploid lines. The sterility of the spsgs3 null mutant was partially rescued, and fruits were obtained by grafting to wild-type (WT) stock and pollination with WT pollen. The resulting seeds contained the mutated alleles. Tomato yellow leaf curl virus proliferated at higher levels in spsgs3 and sprdr6 mutants than in the WT. Therefore, this protoplast regeneration technique should greatly facilitate tomato polyploidization and enable the use of CRISPR-Cas for S. peruvianum domestication and tomato breeding.
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Affiliation(s)
| | - Chen-Tran Hsu
- Agricultural Biotechnology Research Center, Academia Sinica, Taipei 115, Taiwan
| | - Yu-Hsuan Yuan
- Agricultural Biotechnology Research Center, Academia Sinica, Taipei 115, Taiwan
| | - Po-Xing Zheng
- Agricultural Biotechnology Research Center, Academia Sinica, Taipei 115, Taiwan
- Biotechnology Research Center in Southern Taiwan, Academia Sinica, Tainan 711, Taiwan
| | - Fu-Hui Wu
- Agricultural Biotechnology Research Center, Academia Sinica, Taipei 115, Taiwan
| | - Qiao-Wei Cheng
- Agricultural Biotechnology Research Center, Academia Sinica, Taipei 115, Taiwan
| | - Yu-Lin Wu
- Agricultural Biotechnology Research Center, Academia Sinica, Taipei 115, Taiwan
- Biotechnology Research Center in Southern Taiwan, Academia Sinica, Tainan 711, Taiwan
| | - Ting-Li Wu
- Agricultural Biotechnology Research Center, Academia Sinica, Taipei 115, Taiwan
- Biotechnology Research Center in Southern Taiwan, Academia Sinica, Tainan 711, Taiwan
| | - Steven Lin
- Institute of Biochemistry, Academia Sinica, Taipei 115, Taiwan
| | - Jin-Jun Yue
- Research Institute of Subtropical Forestry, Chinese Academy of Forestry, Hangzhou 311, China
| | - Ying-Huey Cheng
- Plant Pathology Division, Taiwan Agricultural Research Institute, Taichung 413, Taiwan
| | - Shu-I Lin
- Department of Horticulture and Landscape Architecture, National Taiwan University, Taipei 106, Taiwan
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Sakurai N. Recent applications of metabolomics in plant breeding. BREEDING SCIENCE 2022; 72:56-65. [PMID: 36045891 PMCID: PMC8987846 DOI: 10.1270/jsbbs.21065] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/20/2021] [Accepted: 12/19/2021] [Indexed: 05/27/2023]
Abstract
Metabolites play a central role in maintaining organismal life and in defining crop phenotypes, such as nutritional value, fragrance, color, and stress resistance. Among the 'omes' in biology, the metabolome is the closest to the phenotype. Consequently, metabolomics has been applied to crop improvement as method for monitoring changes in chemical compositions, clarifying the mechanisms underlying cellular functions, discovering markers and diagnostics, and phenotyping for mQTL, mGWAS, and metabolite-genome predictions. In this review, 359 reports of the most recent applications of metabolomics to plant breeding-related studies were examined. In addition to the major crops, more than 160 other crops including rare medicinal plants were considered. One bottleneck associated with using metabolomics is the wide array of instruments that are used to obtain data and the ambiguity associated with metabolite identification and quantification. To further the application of metabolomics to plant breeding, the features and perspectives of the technology are discussed.
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Affiliation(s)
- Nozomu Sakurai
- Bioinformation and DDBJ Center, National Institute of Genetics, 1111 Yata, Mishima, Shizuoka 411-8540, Japan
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Tay Fernandez CG, Nestor BJ, Danilevicz MF, Marsh JI, Petereit J, Bayer PE, Batley J, Edwards D. Expanding Gene-Editing Potential in Crop Improvement with Pangenomes. Int J Mol Sci 2022; 23:ijms23042276. [PMID: 35216392 PMCID: PMC8879065 DOI: 10.3390/ijms23042276] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2022] [Revised: 02/14/2022] [Accepted: 02/15/2022] [Indexed: 02/01/2023] Open
Abstract
Pangenomes aim to represent the complete repertoire of the genome diversity present within a species or cohort of species, capturing the genomic structural variance between individuals. This genomic information coupled with phenotypic data can be applied to identify genes and alleles involved with abiotic stress tolerance, disease resistance, and other desirable traits. The characterisation of novel structural variants from pangenomes can support genome editing approaches such as Clustered Regularly Interspaced Short Palindromic Repeats and CRISPR associated protein Cas (CRISPR-Cas), providing functional information on gene sequences and new target sites in variant-specific genes with increased efficiency. This review discusses the application of pangenomes in genome editing and crop improvement, focusing on the potential of pangenomes to accurately identify target genes for CRISPR-Cas editing of plant genomes while avoiding adverse off-target effects. We consider the limitations of applying CRISPR-Cas editing with pangenome references and potential solutions to overcome these limitations.
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Foria S, Magris G, Jurman I, Schwope R, De Candido M, De Luca E, Ivanišević D, Morgante M, Di Gaspero G. Extent of wild-to-crop interspecific introgression in grapevine (Vitis vinifera) as a consequence of resistance breeding and implications for the crop species definition. HORTICULTURE RESEARCH 2022; 9:uhab010. [PMID: 35039824 PMCID: PMC8801725 DOI: 10.1093/hr/uhab010] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/26/2021] [Revised: 01/18/2022] [Accepted: 09/25/2021] [Indexed: 05/31/2023]
Abstract
Over the past two centuries, introgression through repeated backcrossing has introduced disease resistance from wild grape species into the domesticated lineage Vitis vinifera subsp. sativa. Introgression lines are being cultivated over increasing vineyard surface areas, as their wines now rival in quality those obtained from preexisting varieties. There is, however, a lot of debate about whether and how wine laws defining commercial product categories, which are based on the classification of V. vinifera and interspecific hybrid grapes, should be revised to accommodate novel varieties that do not fit either category. Here, we developed a method of multilocus genotype analysis using short-read resequencing to identify haplotypic blocks of wild ancestry in introgression lines and quantify the physical length of chromosome segments free-of-introgression or with monoallelic and biallelic introgression. We used this genomic data to characterize species, hybrids and introgression lines and show that newly released resistant varieties contain 76.5-94.8% of V. vinifera DNA. We found that varietal wine ratings are not always commensurate with the percentage of V. vinifera ancestry and linkage drag of wild alleles around known resistance genes persists over at least 7.1-11.5 Mb, slowing down the recovery of the recurrent parental genome. This method also allowed us to identify the donor species of known resistance haplotypes, define the ancestry of wild genetic background in introgression lines with complex pedigrees, validate the ancestry of the historic varieties Concord and Norton, and unravel sample curation errors in public databases.
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Affiliation(s)
- Serena Foria
- Istituto di Genomica Applicata,
via Jacopo Linussio, 51, 33100 Udine, Italy
- Department of Agricultural, Food, Environmental and Animal Sciences, University of Udine, via delle Scienze 206, 33100 Udine, Italy
- Dr. Schär R&D Centre, Padriciano 99, 34149 Trieste, Italy
| | - Gabriele Magris
- Istituto di Genomica Applicata,
via Jacopo Linussio, 51, 33100 Udine, Italy
- Department of Agricultural, Food, Environmental and Animal Sciences, University of Udine, via delle Scienze 206, 33100 Udine, Italy
| | - Irena Jurman
- Istituto di Genomica Applicata,
via Jacopo Linussio, 51, 33100 Udine, Italy
| | - Rachel Schwope
- Istituto di Genomica Applicata,
via Jacopo Linussio, 51, 33100 Udine, Italy
- Department of Agricultural, Food, Environmental and Animal Sciences, University of Udine, via delle Scienze 206, 33100 Udine, Italy
| | - Massimo De Candido
- VCR Research Center, Vivai Cooperativi Rauscedo, Via Ruggero Forti 4, 33095 San Giorgio della Richinvelda, Italy
| | - Elisa De Luca
- VCR Research Center, Vivai Cooperativi Rauscedo, Via Ruggero Forti 4, 33095 San Giorgio della Richinvelda, Italy
| | - Dragoslav Ivanišević
- Faculty of Agriculture, University of Novi Sad, Trg Dositeja Obradovića 8, 21102 Novi Sad, Serbia
| | - Michele Morgante
- Istituto di Genomica Applicata,
via Jacopo Linussio, 51, 33100 Udine, Italy
- Department of Agricultural, Food, Environmental and Animal Sciences, University of Udine, via delle Scienze 206, 33100 Udine, Italy
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Khoury CK, Brush S, Costich DE, Curry HA, de Haan S, Engels JMM, Guarino L, Hoban S, Mercer KL, Miller AJ, Nabhan GP, Perales HR, Richards C, Riggins C, Thormann I. Crop genetic erosion: understanding and responding to loss of crop diversity. THE NEW PHYTOLOGIST 2022; 233:84-118. [PMID: 34515358 DOI: 10.1111/nph.17733] [Citation(s) in RCA: 74] [Impact Index Per Article: 37.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/28/2021] [Accepted: 08/13/2021] [Indexed: 06/13/2023]
Abstract
Crop diversity underpins the productivity, resilience and adaptive capacity of agriculture. Loss of this diversity, termed crop genetic erosion, is therefore concerning. While alarms regarding evident declines in crop diversity have been raised for over a century, the magnitude, trajectory, drivers and significance of these losses remain insufficiently understood. We outline the various definitions, measurements, scales and sources of information on crop genetic erosion. We then provide a synthesis of evidence regarding changes in the diversity of traditional crop landraces on farms, modern crop cultivars in agriculture, crop wild relatives in their natural habitats and crop genetic resources held in conservation repositories. This evidence indicates that marked losses, but also maintenance and increases in diversity, have occurred in all these contexts, the extent depending on species, taxonomic and geographic scale, and region, as well as analytical approach. We discuss steps needed to further advance knowledge around the agricultural and societal significance, as well as conservation implications, of crop genetic erosion. Finally, we propose actions to mitigate, stem and reverse further losses of crop diversity.
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Affiliation(s)
- Colin K Khoury
- International Center for Tropical Agriculture (CIAT), Km 17, Recta Cali-Palmira, Apartado Aéreo 6713, 763537, Cali, Colombia
- Department of Biology, Saint Louis University, 1 N. Grand Blvd, St Louis, MO, 63103, USA
- San Diego Botanic Garden, 230 Quail Gardens Dr., Encinitas, CA, 92024, USA
| | - Stephen Brush
- University of California Davis, 1 Shields Ave., Davis, CA, 95616, USA
| | - Denise E Costich
- International Maize and Wheat Improvement Center (CIMMYT), Carretera México-Veracruz, Km. 45, El Batán, 56237, Texcoco, México
| | - Helen Anne Curry
- Department of History and Philosophy of Science, University of Cambridge, Free School Lane, Cambridge, CB2 3RH, UK
| | - Stef de Haan
- International Potato Center (CIP), Avenida La Molina 1895, La Molina, Apartado Postal 1558, Lima, Peru
| | | | - Luigi Guarino
- Global Crop Diversity Trust, Platz der Vereinten Nationen 7, 53113, Bonn, Germany
| | - Sean Hoban
- The Morton Arboretum, The Center for Tree Science, 4100 IL-53, Lisle, IL, 60532, USA
| | - Kristin L Mercer
- Department of Horticulture and Crop Science, The Ohio State University, Columbus, OH, 43210, USA
| | - Allison J Miller
- Department of Biology, Saint Louis University, 1 N. Grand Blvd, St Louis, MO, 63103, USA
- Donald Danforth Plant Science Center, 975 N Warson Rd, St Louis, MO, 63132, USA
| | - Gary P Nabhan
- Southwest Center and Institute of the Environment, University of Arizona, 1401 E. First St., PO Box 210185, Tucson, AZ, 85721-0185, USA
| | - Hugo R Perales
- Departamento de Agroecología, El Colegio de la Frontera Sur, San Cristóbal, Chiapas, 29290, México
| | - Chris Richards
- National Laboratory for Genetic Resources Preservation, United States Department of Agriculture, Agricultural Research Service, 1111 South Mason Street, Fort Collins, CO, 80521, USA
| | - Chance Riggins
- Department of Crop Sciences, University of Illinois, 331 Edward R. Madigan Lab, 1201 W. Gregory Dr., Urbana, IL, 61801, USA
| | - Imke Thormann
- Federal Office for Agriculture and Food (BLE), Information and Coordination Centre for Biological Diversity (IBV), Deichmanns Aue 29, 53179, Bonn, Germany
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Semagn K, Iqbal M, Alachiotis N, N'Diaye A, Pozniak C, Spaner D. Genetic diversity and selective sweeps in historical and modern Canadian spring wheat cultivars using the 90K SNP array. Sci Rep 2021; 11:23773. [PMID: 34893626 PMCID: PMC8664822 DOI: 10.1038/s41598-021-02666-5] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/22/2021] [Accepted: 11/22/2021] [Indexed: 12/14/2022] Open
Abstract
Previous molecular characterization studies conducted in Canadian wheat cultivars shed some light on the impact of plant breeding on genetic diversity, but the number of varieties and markers used was small. Here, we used 28,798 markers of the wheat 90K single nucleotide polymorphisms to (a) assess the extent of genetic diversity, relationship, population structure, and divergence among 174 historical and modern Canadian spring wheat varieties registered from 1905 to 2018 and 22 unregistered lines (hereinafter referred to as cultivars), and (b) identify genomic regions that had undergone selection. About 91% of the pairs of cultivars differed by 20-40% of the scored alleles, but only 7% of the pairs had kinship coefficients of < 0.250, suggesting the presence of a high proportion of redundancy in allelic composition. Although the 196 cultivars represented eight wheat classes, our results from phylogenetic, principal component, and the model-based population structure analyses revealed three groups, with no clear structure among most wheat classes, breeding programs, and breeding periods. FST statistics computed among different categorical variables showed little genetic differentiation (< 0.05) among breeding periods and breeding programs, but a diverse level of genetic differentiation among wheat classes and predicted groups. Diversity indices were the highest and lowest among cultivars registered from 1970 to 1980 and from 2011 to 2018, respectively. Using two outlier detection methods, we identified from 524 to 2314 SNPs and 41 selective sweeps of which some are close to genes with known phenotype, including plant height, photoperiodism, vernalization, gluten strength, and disease resistance.
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Affiliation(s)
- Kassa Semagn
- Department of Agricultural, Food, and Nutritional Science, 4-10 Agriculture-Forestry Centre, University of Alberta, Edmonton, AB, T6G 2P5, Canada.
| | - Muhammad Iqbal
- Department of Agricultural, Food, and Nutritional Science, 4-10 Agriculture-Forestry Centre, University of Alberta, Edmonton, AB, T6G 2P5, Canada
| | - Nikolaos Alachiotis
- Faculty of Electrical Engineering, Mathematics and Computer Science, University of Twente, 3230, Enschede, OV, The Netherlands
| | - Amidou N'Diaye
- Crop Development Centre and Department of Plant Sciences, University of Saskatchewan, 51 Campus Drive, Saskatoon, SK, S7N 5A8, Canada
| | - Curtis Pozniak
- Crop Development Centre and Department of Plant Sciences, University of Saskatchewan, 51 Campus Drive, Saskatoon, SK, S7N 5A8, Canada
| | - Dean Spaner
- Department of Agricultural, Food, and Nutritional Science, 4-10 Agriculture-Forestry Centre, University of Alberta, Edmonton, AB, T6G 2P5, Canada.
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Komarnytsky S, Retchin S, Vong CI, Lila MA. Gains and Losses of Agricultural Food Production: Implications for the Twenty-First Century. Annu Rev Food Sci Technol 2021; 13:239-261. [PMID: 34813357 DOI: 10.1146/annurev-food-082421-114831] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
The world food supply depends on a diminishing list of plant crops and animal livestock to not only feed the ever-growing human population but also improve its nutritional state and lower the disease burden. Over the past century or so, technological advances in agricultural and food processing have helped reduce hunger and poverty but have not adequately addressed sustainability targets. This has led to an erosion of agricultural biodiversity and balanced diets and contributed to climate change and rising rates of chronic metabolic diseases. Modern food supply chains have progressively lost dietary fiber, complex carbohydrates, micronutrients, and several classes of phytochemicals with high bioactivity and nutritional relevance. This review introduces the concept of agricultural food systems losses and focuses on improved sources of agricultural diversity, proteins with enhanced resilience, and novel monitoring, processing, and distribution technologies that are poised to improve food security, reduce food loss and waste, and improve health profiles in the near future. Expected final online publication date for the Annual Review of Food Science and Technology, Volume 13 is March 2022. Please see http://www.annualreviews.org/page/journal/pubdates for revised estimates.
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Affiliation(s)
- Slavko Komarnytsky
- Plants for Human Health Institute, North Carolina State University, Kannapolis, North Carolina; .,Department of Food, Bioprocessing, and Nutrition Sciences, North Carolina State University, Raleigh, North Carolina
| | - Sophia Retchin
- Kenan-Flagler Business School, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina
| | - Chi In Vong
- Plants for Human Health Institute, North Carolina State University, Kannapolis, North Carolina; .,Department of Food, Bioprocessing, and Nutrition Sciences, North Carolina State University, Raleigh, North Carolina
| | - Mary Ann Lila
- Plants for Human Health Institute, North Carolina State University, Kannapolis, North Carolina; .,Department of Food, Bioprocessing, and Nutrition Sciences, North Carolina State University, Raleigh, North Carolina
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Morphological, Leaf Nutrient, and Fruit Quality Characteristics of Diverse Tomato Cultivars under Organic Low-Input Management. SUSTAINABILITY 2021. [DOI: 10.3390/su132112326] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
Increasing fruit yield and quality of tomatoes under organic low-input conditions remains a challenge for producers and breeders. Therefore, it is necessary to identify superior tomato cultivars that are suitable for production and use as parents in breeding programmes. In the present study, the variations in plant morphology and fruit quality characteristics of tomato cultivars were assessed to reveal the traits associated with improved yield and fruit quality. Sixty diverse tomato cultivars were screened in 2015, and in 2016, a subset of 20 cultivars was selected for further evaluation under organic low-input conditions. The results showed high variability among cultivars in all 28 traits that were observed. Salad cultivars had lower plant growth and fruit quality (minerals, dry matter, total soluble solids, and total phenolics) by 10–70%, but they displayed 10–60% higher fruit yield and leaf minerals than cocktail cultivars. Salad tomato cultivars with superior yield and harvest index were mainly derived from breeding for intensive indoor production. Cocktail cultivars with superior yield were mainly derived from organic and outdoor breeding programs. There was a trade-off between fruit yield and quality, indicating a challenge for simultaneous improvement of yield and quality. The importance of Mg was highlighted because of its contribution to the fruit mineral concentration and fruit quality. Cultivars superior in one trait or trait combination under organic low-input conditions were identified to be used by producers and breeders as superior cultivars to meet their production targets and breeding objectives. The importance of Mg provides a novel path for further research on improving soil-available Mg in organic tomato production to enhance fruit mineral concentration and fruit quality in general.
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Sensory Traits and Consumer's Perceived Quality of Traditional and Modern Fresh Market Tomato Varieties: A Study in Three European Countries. Foods 2021; 10:foods10112521. [PMID: 34828802 PMCID: PMC8620402 DOI: 10.3390/foods10112521] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2021] [Revised: 10/14/2021] [Accepted: 10/18/2021] [Indexed: 11/17/2022] Open
Abstract
Consumer dissatisfaction with the flavor quality of many modern fresh market tomato varieties has fostered breeders’ interest in sensory quality improvement, and the demand for traditional varieties, which are generally associated with better flavor. To achieve further knowledge on the factors influencing the sensory quality and consumers’ preferences and perception, European traditional and modern fresh market tomato varieties were grown and evaluated in France, Italy, and Spain. Different growing conditions were tested in France (soilless vs. soil) and in Spain (open field vs. greenhouse), while in Italy fruits were evaluated at two ripening stages. Fruit quality was assessed by integrating physicochemical analyses, sensory profiles, and consumer tests. In all three countries, overall modern varieties were perceived as having more intense “tomato flavor” and “overall flavor” than traditional ones. In France and Spain, consumers’ preferences were more oriented towards modern varieties than traditional ones. Significant growing condition effects were found on sensory and physicochemical traits, while the effect on consumers’ overall liking was not significant, largely depending on the genotype. A fair agreement between product configurations from descriptive analysis by trained assessors and Check-All-That-Apply (CATA) questions by consumers was observed. Penalty-lift analysis based on CATA allowed identifying positive and negative drivers of liking.
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Breeding Tomato Hybrids for Flavour: Comparison of GWAS Results Obtained on Lines and F1 Hybrids. Genes (Basel) 2021; 12:genes12091443. [PMID: 34573425 PMCID: PMC8469758 DOI: 10.3390/genes12091443] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2021] [Revised: 09/08/2021] [Accepted: 09/13/2021] [Indexed: 12/15/2022] Open
Abstract
Tomato flavour is an important goal for breeders. Volatile organic compounds (VOCs) are major determinants of tomato flavour. Although most tomato varieties for fresh market are F1 hybrids, most studies on the genetic control of flavour-related traits are performed on lines. We quantified 46 VOCs in a panel of 121 small fruited lines and in a test cross panel of 165 hybrids (the previous panel plus 44 elite cherry tomato lines crossed with a common line). High and consistent heritabilities were assessed for most VOCs in the two panels, and 65% of VOC contents were strongly correlated between lines and hybrids. Additivity was observed for most VOCs. We performed genome wide association studies (GWAS) on the two panels separately, along with a third GWAS on the test cross subset carrying only F1 hybrids corresponding to the line panel. We identified 205, 183 and 138 associations, respectively. We identified numerous overlapping associations for VOCs belonging to the same metabolic pathway within each panel; we focused on seven chromosome regions with clusters of associations simultaneously involved in several key VOCs for tomato aroma. The study highlighted the benefit of testcross panels to create tasty F1 hybrid varieties.
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Molitor C, Kurowski TJ, Fidalgo de Almeida PM, Eerolla P, Spindlow DJ, Kashyap SP, Singh B, Prasanna HC, Thompson AJ, Mohareb FR. De Novo Genome Assembly Of Solanum Sitiens Reveals Structural Variation Associated With Drought And Salinity Tolerance. Bioinformatics 2021; 37:1941–1945. [PMID: 33515237 PMCID: PMC8496510 DOI: 10.1093/bioinformatics/btab048] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2020] [Revised: 01/08/2021] [Accepted: 01/20/2021] [Indexed: 11/23/2022] Open
Abstract
MOTIVATION Solanum sitiens is a self-incompatible wild relative of tomato, characterised by salt and drought resistance traits, with the potential to contribute through breeding programmes to crop improvement in cultivated tomato. This species has a distinct morphology, classification and ecotype compared to other stress resistant wild tomato relatives such as S. pennellii and S. chilense. Therefore, the availability of a reference genome for S. sitiens will facilitate the genetic and molecular understanding of salt and drought resistance. RESULTS A high-quality de novo genome and transcriptome assembly for S. sitiens (Accession LA1974) has been developed. A hybrid assembly strategy was followed using Illumina short reads (∼159X coverage) and PacBio long reads (∼44X coverage), generating a total of ∼262 Gbp of DNA sequence. A reference genome of 1,245 Mbp, arranged in 1,483 scaffolds with a N50 of 1.826 Mbp was generated. Genome completeness was estimated at 95% using the Benchmarking Universal Single-Copy Orthologs (BUSCO) and the K-mer Analysis Tool (KAT). In addition, ∼63 Gbp of RNA-Seq were generated to support the prediction of 31,164 genes from the assembly, and to perform a de novo transcriptome. Lastly, we identified three large inversions compared to S. lycopersicum, containing several drought resistance related genes, such as beta-amylase 1 and YUCCA7. AVAILABILITY S. sitiens (LA1974) raw sequencing, transcriptome and genome assembly have been deposited at the NCBI's Sequence Read Archive, under the BioProject number "PRJNA633104".All the commands and scripts necessary to generate the assembly are available at the following github repository: https://github.com/MCorentin/Solanum_sitiens_assembly. SUPPLEMENTARY INFORMATION Supplementary data are available at Bioinformatics online.
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Affiliation(s)
- Corentin Molitor
- The Bioinformatics Group, School of Water, Energy and Environment, Cranfield University, Bedford MK43 0AL, UK
| | - Tomasz J Kurowski
- The Bioinformatics Group, School of Water, Energy and Environment, Cranfield University, Bedford MK43 0AL, UK
| | - Pedro M Fidalgo de Almeida
- The Bioinformatics Group, School of Water, Energy and Environment, Cranfield University, Bedford MK43 0AL, UK
| | - Pramod Eerolla
- The Bioinformatics Group, School of Water, Energy and Environment, Cranfield University, Bedford MK43 0AL, UK
| | - Daniel J Spindlow
- The Bioinformatics Group, School of Water, Energy and Environment, Cranfield University, Bedford MK43 0AL, UK
| | - Sarvesh P Kashyap
- Division of Crop Improvement, ICAR-Indian Institute of Vegetable Research, Varanasi, India
| | - Bijendra Singh
- Division of Crop Improvement, ICAR-Indian Institute of Vegetable Research, Varanasi, India
| | - H C Prasanna
- Division of Crop Improvement, ICAR-Indian Institute of Vegetable Research, Varanasi, India
- Division of Vegetable Crops, ICAR-Indian Institute of Horticultural Research, Bangalore, India
| | - Andrew J Thompson
- The Bioinformatics Group, School of Water, Energy and Environment, Cranfield University, Bedford MK43 0AL, UK
| | - Fady R Mohareb
- The Bioinformatics Group, School of Water, Energy and Environment, Cranfield University, Bedford MK43 0AL, UK
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Campos MD, Félix MDR, Patanita M, Materatski P, Varanda C. High throughput sequencing unravels tomato-pathogen interactions towards a sustainable plant breeding. HORTICULTURE RESEARCH 2021; 8:171. [PMID: 34333540 PMCID: PMC8325677 DOI: 10.1038/s41438-021-00607-x] [Citation(s) in RCA: 26] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/12/2021] [Revised: 06/08/2021] [Accepted: 06/15/2021] [Indexed: 05/24/2023]
Abstract
Tomato (Solanum lycopersicum) is one of the most economically important vegetables throughout the world. It is one of the best studied cultivated dicotyledonous plants, often used as a model system for plant research into classical genetics, cytogenetics, molecular genetics, and molecular biology. Tomato plants are affected by different pathogens such as viruses, viroids, fungi, oomycetes, bacteria, and nematodes, that reduce yield and affect product quality. The study of tomato as a plant-pathogen system helps to accelerate the discovery and understanding of the molecular mechanisms underlying disease resistance and offers the opportunity of improving the yield and quality of their edible products. The use of functional genomics has contributed to this purpose through both traditional and recently developed techniques, that allow the identification of plant key functional genes in susceptible and resistant responses, and the understanding of the molecular basis of compatible interactions during pathogen attack. Next-generation sequencing technologies (NGS), which produce massive quantities of sequencing data, have greatly accelerated research in biological sciences and offer great opportunities to better understand the molecular networks of plant-pathogen interactions. In this review, we summarize important research that used high-throughput RNA-seq technology to obtain transcriptome changes in tomato plants in response to a wide range of pathogens such as viruses, fungi, bacteria, oomycetes, and nematodes. These findings will facilitate genetic engineering efforts to incorporate new sources of resistance in tomato for protection against pathogens and are of major importance for sustainable plant-disease management, namely the ones relying on the plant's innate immune mechanisms in view of plant breeding.
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Affiliation(s)
- Maria Doroteia Campos
- MED - Mediterranean Institute for Agriculture, Environment and Development, Instituto de Investigação e Formação Avançada, Universidade de Évora, Pólo da Mitra, Ap. 94, 7006-554, Évora, Portugal.
| | - Maria do Rosário Félix
- MED - Mediterranean Institute for Agriculture, Environment and Development & Departamento de Fitotecnia, Escola de Ciências e Tecnologia, Universidade de Évora, Pólo da Mitra, Ap. 94, 7006-554, Évora, Portugal
| | - Mariana Patanita
- MED - Mediterranean Institute for Agriculture, Environment and Development, Instituto de Investigação e Formação Avançada, Universidade de Évora, Pólo da Mitra, Ap. 94, 7006-554, Évora, Portugal
| | - Patrick Materatski
- MED - Mediterranean Institute for Agriculture, Environment and Development, Instituto de Investigação e Formação Avançada, Universidade de Évora, Pólo da Mitra, Ap. 94, 7006-554, Évora, Portugal
| | - Carla Varanda
- MED - Mediterranean Institute for Agriculture, Environment and Development, Instituto de Investigação e Formação Avançada, Universidade de Évora, Pólo da Mitra, Ap. 94, 7006-554, Évora, Portugal
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Martina M, Tikunov Y, Portis E, Bovy AG. The Genetic Basis of Tomato Aroma. Genes (Basel) 2021; 12:genes12020226. [PMID: 33557308 PMCID: PMC7915847 DOI: 10.3390/genes12020226] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2021] [Revised: 01/29/2021] [Accepted: 02/01/2021] [Indexed: 02/06/2023] Open
Abstract
Tomato (Solanum lycopersicum L.) aroma is determined by the interaction of volatile compounds (VOCs) released by the tomato fruits with receptors in the nose, leading to a sensorial impression, such as "sweet", "smoky", or "fruity" aroma. Of the more than 400 VOCs released by tomato fruits, 21 have been reported as main contributors to the perceived tomato aroma. These VOCs can be grouped in five clusters, according to their biosynthetic origins. In the last decades, a vast array of scientific studies has investigated the genetic component of tomato aroma in modern tomato cultivars and their relatives. In this paper we aim to collect, compare, integrate and summarize the available literature on flavour-related QTLs in tomato. Three hundred and 5ifty nine (359) QTLs associated with tomato fruit VOCs were physically mapped on the genome and investigated for the presence of potential candidate genes. This review makes it possible to (i) pinpoint potential donors described in literature for specific traits, (ii) highlight important QTL regions by combining information from different populations, and (iii) pinpoint potential candidate genes. This overview aims to be a valuable resource for researchers aiming to elucidate the genetics underlying tomato flavour and for breeders who aim to improve tomato aroma.
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Affiliation(s)
- Matteo Martina
- DISAFA, Plant Genetics and Breeding, University of Turin, 10095 Grugliasco, Italy;
| | - Yury Tikunov
- Plant Breeding, Wageningen University & Research, P.O. Box 386, 6700 AJ Wageningen, The Netherlands;
| | - Ezio Portis
- DISAFA, Plant Genetics and Breeding, University of Turin, 10095 Grugliasco, Italy;
- Correspondence: (E.P.); (A.G.B.); Tel.: +39-011-6708807 (E.P.); +31-317-480762 (A.G.B.)
| | - Arnaud G. Bovy
- Plant Breeding, Wageningen University & Research, P.O. Box 386, 6700 AJ Wageningen, The Netherlands;
- Correspondence: (E.P.); (A.G.B.); Tel.: +39-011-6708807 (E.P.); +31-317-480762 (A.G.B.)
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Andolfo G, D’Agostino N, Frusciante L, Ercolano MR. The Tomato Interspecific NB-LRR Gene Arsenal and Its Impact on Breeding Strategies. Genes (Basel) 2021; 12:genes12020184. [PMID: 33514027 PMCID: PMC7911644 DOI: 10.3390/genes12020184] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2020] [Revised: 01/25/2021] [Accepted: 01/26/2021] [Indexed: 11/16/2022] Open
Abstract
Tomato (Solanum lycopersicum L.) is a model system for studying the molecular basis of resistance in plants. The investigation of evolutionary dynamics of tomato resistance (R)-loci provides unique opportunities for identifying factors that promote or constrain genome evolution. Nucleotide-binding domain and leucine-rich repeat (NB-LRR) receptors belong to one of the most plastic and diversified families. The vast amount of genomic data available for Solanaceae and wild tomato relatives provides unprecedented insights into the patterns and mechanisms of evolution of NB-LRR genes. Comparative analysis remarked a reshuffling of R-islands on chromosomes and a high degree of adaptive diversification in key R-loci induced by species-specific pathogen pressure. Unveiling NB-LRR natural variation in tomato and in other Solanaceae species offers the opportunity to effectively exploit genetic diversity in genomic-driven breeding programs with the aim of identifying and introducing new resistances in tomato cultivars. Within this motivating context, we reviewed the repertoire of NB-LRR genes available for tomato improvement with a special focus on signatures of adaptive processes. This issue is still relevant and not thoroughly investigated. We believe that the discovery of mechanisms involved in the generation of a gene with new resistance functions will bring great benefits to future breeding strategies.
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Bourke PM, Evers JB, Bijma P, van Apeldoorn DF, Smulders MJM, Kuyper TW, Mommer L, Bonnema G. Breeding Beyond Monoculture: Putting the "Intercrop" Into Crops. FRONTIERS IN PLANT SCIENCE 2021; 12:734167. [PMID: 34868116 PMCID: PMC8636715 DOI: 10.3389/fpls.2021.734167] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/30/2021] [Accepted: 10/22/2021] [Indexed: 05/15/2023]
Abstract
Intercropping is both a well-established and yet novel agricultural practice, depending on one's perspective. Such perspectives are principally governed by geographic location and whether monocultural practices predominate. Given the negative environmental effects of monoculture agriculture (loss of biodiversity, reliance on non-renewable inputs, soil degradation, etc.), there has been a renewed interest in cropping systems that can reduce the impact of modern agriculture while maintaining (or even increasing) yields. Intercropping is one of the most promising practices in this regard, yet faces a multitude of challenges if it is to compete with and ultimately replace the prevailing monocultural norm. These challenges include the necessity for more complex agricultural designs in space and time, bespoke machinery, and adapted crop cultivars. Plant breeding for monocultures has focused on maximizing yield in single-species stands, leading to highly productive yet specialized genotypes. However, indications suggest that these genotypes are not the best adapted to intercropping systems. Re-designing breeding programs to accommodate inter-specific interactions and compatibilities, with potentially multiple different intercropping partners, is certainly challenging, but recent technological advances offer novel solutions. We identify a number of such technology-driven directions, either ideotype-driven (i.e., "trait-based" breeding) or quantitative genetics-driven (i.e., "product-based" breeding). For ideotype breeding, plant growth modeling can help predict plant traits that affect both inter- and intraspecific interactions and their influence on crop performance. Quantitative breeding approaches, on the other hand, estimate breeding values of component crops without necessarily understanding the underlying mechanisms. We argue that a combined approach, for example, integrating plant growth modeling with genomic-assisted selection and indirect genetic effects, may offer the best chance to bridge the gap between current monoculture breeding programs and the more integrated and diverse breeding programs of the future.
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Affiliation(s)
- Peter M. Bourke
- Plant Breeding, Wageningen University & Research, Wageningen, Netherlands
- Peter M. Bourke,
| | - Jochem B. Evers
- Centre for Crops Systems Analysis, Wageningen University & Research, Wageningen, Netherlands
| | - Piter Bijma
- Animal Breeding and Genomics, Wageningen University & Research, Wageningen, Netherlands
| | - Dirk F. van Apeldoorn
- Farming Systems Ecology Group, Wageningen University & Research, Wageningen, Netherlands
- Field Crops, Wageningen University & Research, Lelystad, Netherlands
| | | | - Thomas W. Kuyper
- Soil Biology, Wageningen University & Research, Wageningen, Netherlands
| | - Liesje Mommer
- Plant Ecology and Nature Conservation, Wageningen University & Research, Wageningen, Netherlands
| | - Guusje Bonnema
- Plant Breeding, Wageningen University & Research, Wageningen, Netherlands
- *Correspondence: Guusje Bonnema,
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Gramazio P, Pereira-Dias L, Vilanova S, Prohens J, Soler S, Esteras J, Garmendia A, Díez MJ. Morphoagronomic characterization and whole-genome resequencing of eight highly diverse wild and weedy S. pimpinellifolium and S. lycopersicum var. cerasiforme accessions used for the first interspecific tomato MAGIC population. HORTICULTURE RESEARCH 2020; 7:174. [PMID: 33328432 PMCID: PMC7603519 DOI: 10.1038/s41438-020-00395-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/20/2020] [Revised: 08/02/2020] [Accepted: 08/30/2020] [Indexed: 05/11/2023]
Abstract
The wild Solanum pimpinellifolium (SP) and the weedy S. lycopersicum var. cerasiforme (SLC) are largely unexploited genetic reservoirs easily accessible to breeders, as they are fully cross-compatible with cultivated tomato (S. lycopersicum var. lycopersicum). We performed a comprehensive morphological and genomic characterization of four wild SP and four weedy SLC accessions, selected to maximize the range of variation of both taxa. These eight accessions are the founders of the first tomato interspecific multi-parent advanced generation inter-cross (MAGIC) population. The morphoagronomic characterization was carried out with 39 descriptors to assess plant, inflorescence, fruit and agronomic traits, revealing the broad range of diversity captured. Part of the morphological variation observed in SP was likely associated to the adaptation of the accessions to different environments, while in the case of SLC to both human activity and adaptation to the environment. Whole-genome resequencing of the eight accessions revealed over 12 million variants, ranging from 1.2 to 1.9 million variants in SLC and from 3.1 to 4.8 million in SP, being 46.3% of them (4,897,803) private variants. The genetic principal component analysis also confirmed the high diversity of SP and the complex evolutionary history of SLC. This was also reflected in the analysis of the potential footprint of common ancestors or old introgressions identified within and between the two taxa. The functional characterization of the variants revealed a significative enrichment of GO terms related to changes in cell walls that would have been negatively selected during domestication and breeding. The comprehensive morphoagronomic and genetic characterization of these accessions will be of great relevance for the genetic analysis of the first interspecific MAGIC population of tomato and provides valuable knowledge and tools to the tomato community for genetic and genomic studies and for breeding purposes.
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Affiliation(s)
- Pietro Gramazio
- Faculty of Life and Environmental Sciences, University of Tsukuba, 1-1-1 Tennodai, 305-8572, Tsukuba, Japan
| | - Leandro Pereira-Dias
- Instituto de Conservación y Mejora de la Agrodiversidad Valenciana, Universitat Politècnica de València, Camino de Vera 14, 46022, Valencia, Spain
| | - Santiago Vilanova
- Instituto de Conservación y Mejora de la Agrodiversidad Valenciana, Universitat Politècnica de València, Camino de Vera 14, 46022, Valencia, Spain
| | - Jaime Prohens
- Instituto de Conservación y Mejora de la Agrodiversidad Valenciana, Universitat Politècnica de València, Camino de Vera 14, 46022, Valencia, Spain
| | - Salvador Soler
- Instituto de Conservación y Mejora de la Agrodiversidad Valenciana, Universitat Politècnica de València, Camino de Vera 14, 46022, Valencia, Spain
| | - Javier Esteras
- Departamento de Ecosistemas Agroforestales, Universitat Politècnica de València, Camino de Vera 14, 46022, Valencia, Spain
| | - Alfonso Garmendia
- Instituto Agroforestal Mediterráneo, Universitat Politècnica de València, Camino de Vera 14, 46022, Valencia, Spain
| | - María José Díez
- Instituto de Conservación y Mejora de la Agrodiversidad Valenciana, Universitat Politècnica de València, Camino de Vera 14, 46022, Valencia, Spain.
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Cappetta E, Andolfo G, Di Matteo A, Barone A, Frusciante L, Ercolano MR. Accelerating Tomato Breeding by Exploiting Genomic Selection Approaches. PLANTS (BASEL, SWITZERLAND) 2020; 9:E1236. [PMID: 32962095 PMCID: PMC7569914 DOI: 10.3390/plants9091236] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/15/2020] [Revised: 05/13/2020] [Accepted: 09/15/2020] [Indexed: 01/16/2023]
Abstract
Genomic selection (GS) is a predictive approach that was built up to increase the rate of genetic gain per unit of time and reduce the generation interval by utilizing genome-wide markers in breeding programs. It has emerged as a valuable method for improving complex traits that are controlled by many genes with small effects. GS enables the prediction of the breeding value of candidate genotypes for selection. In this work, we address important issues related to GS and its implementation in the plant context with special emphasis on tomato breeding. Genomic constraints and critical parameters affecting the accuracy of prediction such as the number of markers, statistical model, phenotyping and complexity of trait, training population size and composition should be carefully evaluated. The comparison of GS approaches for facilitating the selection of tomato superior genotypes during breeding programs is also discussed. GS applied to tomato breeding has already been shown to be feasible. We illustrated how GS can improve the rate of gain in elite line selection, and descendent and backcross schemes. The GS schemes have begun to be delineated and computer science can provide support for future selection strategies. A new promising breeding framework is beginning to emerge for optimizing tomato improvement procedures.
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Affiliation(s)
| | | | | | | | | | - Maria Raffaella Ercolano
- Department of Agricultural Sciences, University of Naples Federico II, Via Università 100, 80055 Naples, Italy; (E.C.); (G.A.); (A.D.M.); (A.B.); (L.F.)
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Tikunov YM, Roohanitaziani R, Meijer‐Dekens F, Molthoff J, Paulo J, Finkers R, Capel I, Carvajal Moreno F, Maliepaard C, Nijenhuis‐de Vries M, Labrie CW, Verkerke W, van Heusden AW, van Eeuwijk F, Visser RGF, Bovy AG. The genetic and functional analysis of flavor in commercial tomato: the FLORAL4 gene underlies a QTL for floral aroma volatiles in tomato fruit. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2020; 103:1189-1204. [PMID: 32369642 PMCID: PMC7496274 DOI: 10.1111/tpj.14795] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/12/2019] [Revised: 04/15/2020] [Accepted: 04/22/2020] [Indexed: 05/21/2023]
Abstract
Tomato (Solanum lycopersicum L.) has become a popular model for genetic studies of fruit flavor in the last two decades. In this article we present a study of tomato fruit flavor, including an analysis of the genetic, metabolic and sensorial variation of a collection of contemporary commercial glasshouse tomato cultivars, followed by a validation of the associations found by quantitative trait locus (QTL) analysis of representative biparental segregating populations. This led to the identification of the major sensorial and chemical components determining fruit flavor variation and detection of the underlying QTLs. The high representation of QTL haplotypes in the breeders' germplasm suggests that there is great potential for applying these QTLs in current breeding programs aimed at improving tomato flavor. A QTL on chromosome 4 was found to affect the levels of the phenylalanine-derived volatiles (PHEVs) 2-phenylethanol, phenylacetaldehyde and 1-nitro-2-phenylethane. Fruits of near-isogenic lines contrasting for this locus and in the composition of PHEVs significantly differed in the perception of fruity and rose-hip-like aroma. The PHEV locus was fine mapped, which allowed for the identification of FLORAL4 as a candidate gene for PHEV regulation. Using a gene-editing-based (CRISPR-CAS9) reverse-genetics approach, FLORAL4 was demonstrated to be the key factor in this QTL affecting PHEV accumulation in tomato fruit.
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Affiliation(s)
- Yury M. Tikunov
- Plant BreedingWageningen University and ResearchDroevendaalsesteeg 1Wageningen6708PBthe Netherlands
| | - Raana Roohanitaziani
- Plant BreedingWageningen University and ResearchDroevendaalsesteeg 1Wageningen6708PBthe Netherlands
| | - Fien Meijer‐Dekens
- Plant BreedingWageningen University and ResearchDroevendaalsesteeg 1Wageningen6708PBthe Netherlands
| | - Jos Molthoff
- Plant BreedingWageningen University and ResearchDroevendaalsesteeg 1Wageningen6708PBthe Netherlands
| | - Joao Paulo
- BiometrisWageningen University and ResearchDroevendaalsesteeg 1Wageningen6708PBthe Netherlands
| | - Richard Finkers
- Plant BreedingWageningen University and ResearchDroevendaalsesteeg 1Wageningen6708PBthe Netherlands
| | - Iris Capel
- Plant BreedingWageningen University and ResearchDroevendaalsesteeg 1Wageningen6708PBthe Netherlands
| | - Fatima Carvajal Moreno
- Plant BreedingWageningen University and ResearchDroevendaalsesteeg 1Wageningen6708PBthe Netherlands
| | - Chris Maliepaard
- Plant BreedingWageningen University and ResearchDroevendaalsesteeg 1Wageningen6708PBthe Netherlands
| | - Mariska Nijenhuis‐de Vries
- Food & Biobased ResearchWageningen University and ResearchBornse Weilanden 9Wageningen6708WGthe Netherlands
| | - Caroline W. Labrie
- Greenhouse HorticultureWageningen University and ResearchViolierenweg 1Bleiswijk2665MVthe Netherlands
| | - Wouter Verkerke
- Greenhouse HorticultureWageningen University and ResearchViolierenweg 1Bleiswijk2665MVthe Netherlands
| | - Adriaan W. van Heusden
- Plant BreedingWageningen University and ResearchDroevendaalsesteeg 1Wageningen6708PBthe Netherlands
| | - Fred van Eeuwijk
- BiometrisWageningen University and ResearchDroevendaalsesteeg 1Wageningen6708PBthe Netherlands
| | - Richard G. F. Visser
- Plant BreedingWageningen University and ResearchDroevendaalsesteeg 1Wageningen6708PBthe Netherlands
| | - Arnaud G. Bovy
- Plant BreedingWageningen University and ResearchDroevendaalsesteeg 1Wageningen6708PBthe Netherlands
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Bayer PE, Golicz AA, Scheben A, Batley J, Edwards D. Plant pan-genomes are the new reference. NATURE PLANTS 2020; 6:914-920. [PMID: 32690893 DOI: 10.1038/s41477-020-0733-0] [Citation(s) in RCA: 226] [Impact Index Per Article: 56.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/06/2020] [Accepted: 06/29/2020] [Indexed: 05/18/2023]
Abstract
Recent years have seen a surge in plant genome sequencing projects and the comparison of multiple related individuals. The high degree of genomic variation observed led to the realization that single reference genomes do not represent the diversity within a species, and led to the expansion of the pan-genome concept. Pan-genomes represent the genomic diversity of a species and includes core genes, found in all individuals, as well as variable genes, which are absent in some individuals. Variable gene annotations often show similarities across plant species, with genes for biotic and abiotic stress commonly enriched within variable gene groups. Here we review the growth of pan-genomics in plants, explore the origins of gene presence and absence variation, and show how pan-genomes can support plant breeding and evolution studies.
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Affiliation(s)
- Philipp E Bayer
- School of Biological Sciences and Institute of Agriculture, University of Western Australia, Perth, Western Australia, Australia
| | - Agnieszka A Golicz
- Plant Molecular Biology and Biotechnology Laboratory, Faculty of Veterinary and Agricultural Sciences, University of Melbourne, Parkville, Melbourne, Victoria, Australia
| | - Armin Scheben
- Simons Center for Quantitative Biology, Cold Spring Harbor Laboratory, Cold Spring Harbor, NY, USA
| | - Jacqueline Batley
- School of Biological Sciences and Institute of Agriculture, University of Western Australia, Perth, Western Australia, Australia
| | - David Edwards
- School of Biological Sciences and Institute of Agriculture, University of Western Australia, Perth, Western Australia, Australia.
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Performance of a Set of Eggplant (Solanum melongena) Lines With Introgressions From Its Wild Relative S. incanum Under Open Field and Screenhouse Conditions and Detection of QTLs. AGRONOMY-BASEL 2020. [DOI: 10.3390/agronomy10040467] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
Introgression lines (ILs) of eggplant (Solanum melongena) represent a resource of high value for breeding and the genetic analysis of important traits. We have conducted a phenotypic evaluation in two environments (open field and screenhouse) of 16 ILs from the first set of eggplant ILs developed so far. Each of the ILs carries a single marker-defined chromosomal segment from the wild eggplant relative S. incanum (accession MM577) in the genetic background of S. melongena (accession AN-S-26). Seventeen agronomic traits were scored to test the performance of ILs compared to the recurrent parent and of identifying QTLs for the investigated traits. Significant morphological differences were found between parents, and the hybrid was heterotic for vigour-related traits. Despite the presence of large introgressed fragments from a wild exotic parent, individual ILs did not display differences with respect to the recipient parent for most traits, although significant genotype × environment interaction (G × E ) was detected for most traits. Heritability values for the agronomic traits were generally low to moderate. A total of ten stable QTLs scattered across seven chromosomes was detected. For five QTLs, the S. incanum introgression was associated with higher mean values for plant- and flower-related traits, including vigour prickliness and stigma length. For one flower- and four fruit-related-trait QTLs, including flower peduncle and fruit pedicel lengths and fruit weight, the S. incanum introgression was associated with lower mean values for fruit-related traits. Evidence of synteny to other previously reported in eggplant populations was found for three of the fruit-related QTLs. The other seven stable QTLs are new, demonstrating that eggplant ILs are of great interest for eggplant breeding under different environments.
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