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Han P, Chen J, Chen Z, Che X, Peng Z, Ding P. Exploring genetic diversity and population structure in Cinnamomum cassia (L.) J.Presl germplasm in China through phenotypic, chemical component, and molecular marker analyses. FRONTIERS IN PLANT SCIENCE 2024; 15:1374648. [PMID: 39055357 PMCID: PMC11270630 DOI: 10.3389/fpls.2024.1374648] [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: 01/22/2024] [Accepted: 06/14/2024] [Indexed: 07/27/2024]
Abstract
Cinnamomum cassia (L.) J.Presl, a tropical aromatic evergreen tree belonging to the Lauraceae family, is commonly used in traditional Chinese medicine. It is also a traditional spice used worldwide. However, little is currently known about the extent of the genetic variability and population structure of C. cassia. In this study, 71 individuals were collected from seven populations across two geographical provinces in China. Nine morphological features, three chemical components, and single nucleotide polymorphism (SNP) markers were used in an integrated study of C. cassia germplasm variations. Remarkable genetic variation exists in both phenotypic and chemical compositions, and certain traits, such as leaf length, leaf width, volatile oil content, and geographic distribution, are correlated with each other. One-year-old C. cassia seedling leaf length, leaf width, elevation, and volatile oil content were found to be the main contributors to diversity, according to principal component analysis (PCA). Three major groupings were identified by cluster analysis based on the phenotypic and volatile oil data. This was in line with the findings of related research using 1,387,213 SNP markers; crucially, they all demonstrated a substantial link with geographic origin. However, there was little similarity between the results of the two clusters. Analysis of molecular variance (AMOVA) revealed that the genetic diversity of C. Cassia populations was low, primarily among individuals within populations, accounting for 95.87% of the total. Shannon's information index (I) varied from 0.418 to 0.513, with a mean of 0.478 (Na=1.860, Ne =1.584, Ho =0.481, He =0.325, and PPB =86.04%). Genetic differentiation across populations was not significant because natural adaptation or extensive exchange of seeds among farmers between environments, thus maintaining the relationship. Following a population structure analysis using the ADMIXTURE software, 71 accessions were found to be clustered into three groups, with 38% of them being of the pure type, a finding that was further supported by PCA. Future breeding strategies and our understanding of the evolutionary relationships within the C. cassia population would benefit greatly from a thorough investigation of phenotypic, chemical, and molecular markers.
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Affiliation(s)
| | | | | | | | | | - Ping Ding
- College of Traditional Chinese Medicine, Guangzhou University of Chinese Medicine, Guangzhou, China
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2
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Gao L, Kantar MB, Moxley D, Ortiz-Barrientos D, Rieseberg LH. Crop adaptation to climate change: An evolutionary perspective. MOLECULAR PLANT 2023; 16:1518-1546. [PMID: 37515323 DOI: 10.1016/j.molp.2023.07.011] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/10/2023] [Revised: 06/20/2023] [Accepted: 07/26/2023] [Indexed: 07/30/2023]
Abstract
The disciplines of evolutionary biology and plant and animal breeding have been intertwined throughout their development, with responses to artificial selection yielding insights into the action of natural selection and evolutionary biology providing statistical and conceptual guidance for modern breeding. Here we offer an evolutionary perspective on a grand challenge of the 21st century: feeding humanity in the face of climate change. We first highlight promising strategies currently under way to adapt crops to current and future climate change. These include methods to match crop varieties with current and predicted environments and to optimize breeding goals, management practices, and crop microbiomes to enhance yield and sustainable production. We also describe the promise of crop wild relatives and recent technological innovations such as speed breeding, genomic selection, and genome editing for improving environmental resilience of existing crop varieties or for developing new crops. Next, we discuss how methods and theory from evolutionary biology can enhance these existing strategies and suggest novel approaches. We focus initially on methods for reconstructing the evolutionary history of crops and their pests and symbionts, because such historical information provides an overall framework for crop-improvement efforts. We then describe how evolutionary approaches can be used to detect and mitigate the accumulation of deleterious mutations in crop genomes, identify alleles and mutations that underlie adaptation (and maladaptation) to agricultural environments, mitigate evolutionary trade-offs, and improve critical proteins. Continuing feedback between the evolution and crop biology communities will ensure optimal design of strategies for adapting crops to climate change.
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Affiliation(s)
- Lexuan Gao
- CAS Center for Excellence in Molecular Plant Sciences, Institute of Plant Physiology and Ecology, Chinese Academy of Sciences, Shanghai 200032, China
| | - Michael B Kantar
- Department of Tropical Plant & Soil Sciences, University of Hawaii at Manoa, Honolulu, HI, USA
| | - Dylan Moxley
- Department of Botany and Biodiversity Research Centre, University of British Columbia, Vancouver, BC, Canada
| | - Daniel Ortiz-Barrientos
- School of Biological Sciences and Australian Research Council Centre of Excellence for Plant Success in Nature and Agriculture, The University of Queensland, Brisbane, QLD, Australia
| | - Loren H Rieseberg
- Department of Botany and Biodiversity Research Centre, University of British Columbia, Vancouver, BC, Canada.
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3
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Dwivedi SL, Heslop-Harrison P, Spillane C, McKeown PC, Edwards D, Goldman I, Ortiz R. Evolutionary dynamics and adaptive benefits of deleterious mutations in crop gene pools. TRENDS IN PLANT SCIENCE 2023; 28:685-697. [PMID: 36764870 DOI: 10.1016/j.tplants.2023.01.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/11/2022] [Revised: 12/03/2022] [Accepted: 01/18/2023] [Indexed: 05/13/2023]
Abstract
Mutations with deleterious consequences in nature may be conditionally deleterious in crop plants. That is, while some genetic variants may reduce fitness under wild conditions and be subject to purifying selection, they can be under positive selection in domesticates. Such deleterious alleles can be plant breeding targets, particularly for complex traits. The difficulty of distinguishing favorable from unfavorable variants reduces the power of selection, while favorable trait variation and heterosis may be attributable to deleterious alleles. Here, we review the roles of deleterious mutations in crop breeding and discuss how they can be used as a new avenue for crop improvement with emerging genomic tools, including HapMaps and pangenome analysis, aiding the identification, removal, or exploitation of deleterious mutations.
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Affiliation(s)
| | - Pat Heslop-Harrison
- Key Laboratory of Plant Resources Conservation and Sustainable Utilization, South China Botanical Garden, Chinese Academy of Sciences, Guangzhou, 510650, China; Department of Genetics and Genome Biology, University of Leicester, Leicester, LE1 7RH, UK
| | - Charles Spillane
- Agriculture and Bioeconomy Research Centre, Ryan Institute, University of Galway, University Road, Galway, H91 REW4, Ireland
| | - Peter C McKeown
- Agriculture and Bioeconomy Research Centre, Ryan Institute, University of Galway, University Road, Galway, H91 REW4, Ireland
| | - David Edwards
- School of Biological Sciences and Institute of Agriculture, University of Western Australia, Perth, WA 6009, Australia
| | - Irwin Goldman
- Department of Horticulture, College of Agricultural and Life Sciences, University of Wisconsin Madison, WI 53706, USA
| | - Rodomiro Ortiz
- Department of Plant Breeding, Swedish University of Agricultural Sciences, Alnarp, SE 23053, Sweden.
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4
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Luo Z, Chen Z, Liu M, Yang L, Zhao Z, Yang D, Ding P. Phenotypic, chemical component and molecular assessment of genetic diversity and population structure of Morinda officinalis germplasm. BMC Genomics 2022; 23:605. [PMID: 35986256 PMCID: PMC9392303 DOI: 10.1186/s12864-022-08817-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2022] [Accepted: 08/02/2022] [Indexed: 11/30/2022] Open
Abstract
Background Morinda officinalis How (MO) is a perennial herb distributed in tropical and subtropical regions, which known as one of the “Four Southern Herbal Medicines”. The extent of genetic variability and the population structure of MO are presently little understood. Here, nine morphological traits, six chemical components and Single nucleotide polymorphism (SNP) markers were used in integrative research of MO germplasm variation among 88 individuals collected from ten populations across four geographical provinces of China. Results Both phenotype and chemical composition have significant genetic variation, and there is a certain correlation between them such as root diameter and the nystose content, as well as geographical distribution. The principal component analysis (PCA) showed the leaf length, leaf width, nystose, 1F-furanosaccharide nystose, and the section color were the major contributors to diversity. The cluster analysis based on phenotypic and oligosaccharide data distinguished three significant groups, which was consistent with the result of a corresponding analysis with 228,615 SNP markers, and importantly, they all showed a significant correlation with geographical origin. However, there was little similarity between two cluster results. The Shannon’s information index (I) varied from 0.17 to 0.53 with a mean of 0.37, suggesting a high level of genetic diversity in MO populations, which mainly existed among individuals within populations, accounting for 99.66% of the total according to the analysis of molecular variance (AMOVA) results. Each population also maintains the connection because of certain gene communication, so that the genetic differentiation between populations was not very significant. The STRUCTURE software was used to analyse the population structure and the result showed that 88 accessions were clustered into three groups, and 67% of them were pure type, which was also confirmed through PCA. Conclusions The comprehensive study of phenotypic, chemical and molecular markers will provide valuable information for future breeding plans and understanding the phylogenetic relationship of MO population. Supplementary Information The online version contains supplementary material available at 10.1186/s12864-022-08817-w.
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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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Lyons JB, Bredeson JV, Mansfeld BN, Bauchet GJ, Berry J, Boyher A, Mueller LA, Rokhsar DS, Bart RS. Current status and impending progress for cassava structural genomics. PLANT MOLECULAR BIOLOGY 2022; 109:177-191. [PMID: 33604743 PMCID: PMC9162999 DOI: 10.1007/s11103-020-01104-w] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/01/2020] [Accepted: 12/08/2020] [Indexed: 05/26/2023]
Abstract
KEY MESSAGE We demystify recent advances in genome assemblies for the heterozygous staple crop cassava (Manihot esculenta), and highlight key cassava genomic resources. Cassava, Manihot esculenta Crantz, is a crop of societal and agricultural importance in tropical regions around the world. Genomics provides a platform for accelerated improvement of cassava's nutritional and agronomic traits, as well as for illuminating aspects of cassava's history including its path towards domestication. The highly heterozygous nature of the cassava genome is widely recognized. However, the full extent and context of this heterozygosity has been difficult to reveal because of technological limitations within genome sequencing. Only recently, with several new long-read sequencing technologies coming online, has the genomics community been able to tackle some similarly difficult genomes. In light of these recent advances, we provide this review to document the current status of the cassava genome and genomic resources and provide a perspective on what to look forward to in the coming years.
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Affiliation(s)
- Jessica B. Lyons
- Department of Molecular & Cell Biology, University of California, Berkeley, CA 94720 USA
- Innovative Genomics Institute, University of California, Berkeley, CA 94720 USA
| | - Jessen V. Bredeson
- Department of Molecular & Cell Biology, University of California, Berkeley, CA 94720 USA
| | - Ben N. Mansfeld
- Donald Danforth Plant Science Center (DDPSC), St. Louis, MO 63132 USA
| | | | - Jeffrey Berry
- Donald Danforth Plant Science Center (DDPSC), St. Louis, MO 63132 USA
| | - Adam Boyher
- Donald Danforth Plant Science Center (DDPSC), St. Louis, MO 63132 USA
| | | | - Daniel S. Rokhsar
- Department of Molecular & Cell Biology, University of California, Berkeley, CA 94720 USA
- Innovative Genomics Institute, University of California, Berkeley, CA 94720 USA
- DOE Joint Genome Institute, Walnut Creek, CA USA
- Chan-Zuckerberg BioHub, 499 Illinois, San Francisco, CA 94158 USA
| | - Rebecca S. Bart
- Donald Danforth Plant Science Center (DDPSC), St. Louis, MO 63132 USA
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7
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Bredeson JV, Lyons JB, Oniyinde IO, Okereke NR, Kolade O, Nnabue I, Nwadili CO, Hřibová E, Parker M, Nwogha J, Shu S, Carlson J, Kariba R, Muthemba S, Knop K, Barton GJ, Sherwood AV, Lopez-Montes A, Asiedu R, Jamnadass R, Muchugi A, Goodstein D, Egesi CN, Featherston J, Asfaw A, Simpson GG, Doležel J, Hendre PS, Van Deynze A, Kumar PL, Obidiegwu JE, Bhattacharjee R, Rokhsar DS. Chromosome evolution and the genetic basis of agronomically important traits in greater yam. Nat Commun 2022; 13:2001. [PMID: 35422045 PMCID: PMC9010478 DOI: 10.1038/s41467-022-29114-w] [Citation(s) in RCA: 25] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2021] [Accepted: 02/08/2022] [Indexed: 12/14/2022] Open
Abstract
The nutrient-rich tubers of the greater yam, Dioscorea alata L., provide food and income security for millions of people around the world. Despite its global importance, however, greater yam remains an orphan crop. Here, we address this resource gap by presenting a highly contiguous chromosome-scale genome assembly of D. alata combined with a dense genetic map derived from African breeding populations. The genome sequence reveals an ancient allotetraploidization in the Dioscorea lineage, followed by extensive genome-wide reorganization. Using the genomic tools, we find quantitative trait loci for resistance to anthracnose, a damaging fungal pathogen of yam, and several tuber quality traits. Genomic analysis of breeding lines reveals both extensive inbreeding as well as regions of extensive heterozygosity that may represent interspecific introgression during domestication. These tools and insights will enable yam breeders to unlock the potential of this staple crop and take full advantage of its adaptability to varied environments.
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Affiliation(s)
- Jessen V Bredeson
- Department of Molecular & Cell Biology, University of California, Berkeley, CA, 94720, USA
| | - Jessica B Lyons
- Department of Molecular & Cell Biology, University of California, Berkeley, CA, 94720, USA
- Innovative Genomics Institute, Berkeley, CA, USA
| | - Ibukun O Oniyinde
- International Institute of Tropical Agriculture, PMB 5320, Oyo Road, Ibadan, Nigeria
| | - Nneka R Okereke
- National Root Crops Research Institute (NRCRI), Umudike, Nigeria
| | - Olufisayo Kolade
- International Institute of Tropical Agriculture, PMB 5320, Oyo Road, Ibadan, Nigeria
| | - Ikenna Nnabue
- National Root Crops Research Institute (NRCRI), Umudike, Nigeria
| | | | - Eva Hřibová
- Institute of Experimental Botany of the Czech Academy of Sciences, Centre of the Region Haná for Biotechnological and Agricultural Research, Šlechtitelů 31, CZ-77900, Olomouc, Czech Republic
| | - Matthew Parker
- School of Life Sciences, University of Dundee, Dundee, UK
| | - Jeremiah Nwogha
- National Root Crops Research Institute (NRCRI), Umudike, Nigeria
| | | | | | - Robert Kariba
- World Agroforestry (CIFOR-ICRAF), Nairobi, Kenya
- African Orphan Crops Consortium, Nairobi, Kenya
| | - Samuel Muthemba
- World Agroforestry (CIFOR-ICRAF), Nairobi, Kenya
- African Orphan Crops Consortium, Nairobi, Kenya
| | - Katarzyna Knop
- School of Life Sciences, University of Dundee, Dundee, UK
| | | | - Anna V Sherwood
- School of Life Sciences, University of Dundee, Dundee, UK
- Department of Biology, University of Copenhagen, Copenhagen, Denmark
| | - Antonio Lopez-Montes
- International Institute of Tropical Agriculture, PMB 5320, Oyo Road, Ibadan, Nigeria
- International Trade Center, Accra, Ghana
| | - Robert Asiedu
- International Institute of Tropical Agriculture, PMB 5320, Oyo Road, Ibadan, Nigeria
| | - Ramni Jamnadass
- World Agroforestry (CIFOR-ICRAF), Nairobi, Kenya
- African Orphan Crops Consortium, Nairobi, Kenya
| | - Alice Muchugi
- World Agroforestry (CIFOR-ICRAF), Nairobi, Kenya
- African Orphan Crops Consortium, Nairobi, Kenya
| | | | - Chiedozie N Egesi
- International Institute of Tropical Agriculture, PMB 5320, Oyo Road, Ibadan, Nigeria
- National Root Crops Research Institute (NRCRI), Umudike, Nigeria
- Cornell University, Ithaca, NY, 14850, USA
| | | | - Asrat Asfaw
- International Institute of Tropical Agriculture, PMB 5320, Oyo Road, Ibadan, Nigeria
| | - Gordon G Simpson
- School of Life Sciences, University of Dundee, Dundee, UK
- James Hutton Institute, Dundee, UK
| | - Jaroslav Doležel
- Institute of Experimental Botany of the Czech Academy of Sciences, Centre of the Region Haná for Biotechnological and Agricultural Research, Šlechtitelů 31, CZ-77900, Olomouc, Czech Republic
| | - Prasad S Hendre
- World Agroforestry (CIFOR-ICRAF), Nairobi, Kenya
- African Orphan Crops Consortium, Nairobi, Kenya
| | | | - Pullikanti Lava Kumar
- International Institute of Tropical Agriculture, PMB 5320, Oyo Road, Ibadan, Nigeria
| | - Jude E Obidiegwu
- National Root Crops Research Institute (NRCRI), Umudike, Nigeria.
| | - Ranjana Bhattacharjee
- International Institute of Tropical Agriculture, PMB 5320, Oyo Road, Ibadan, Nigeria.
| | - Daniel S Rokhsar
- Department of Molecular & Cell Biology, University of California, Berkeley, CA, 94720, USA.
- Innovative Genomics Institute, Berkeley, CA, USA.
- DOE Joint Genome Institute, Berkeley, CA, USA.
- Okinawa Institute of Science and Technology, Onna, Okinawa, Japan.
- Chan-Zuckerberg BioHub, 499 Illinois St., San Francisco, CA, 94158, USA.
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Alves-Pereira A, Zucchi MI, Clement CR, Viana JPG, Pinheiro JB, Veasey EA, de Souza AP. Selective signatures and high genome-wide diversity in traditional Brazilian manioc (Manihot esculenta Crantz) varieties. Sci Rep 2022; 12:1268. [PMID: 35075210 PMCID: PMC8786832 DOI: 10.1038/s41598-022-05160-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2021] [Accepted: 01/05/2022] [Indexed: 11/09/2022] Open
Abstract
Knowledge about genetic diversity is essential to promote effective use and conservation of crops, because it enables farmers to adapt their crops to specific needs and is the raw material for breeding. Manioc (Manihot esculenta ssp. esculenta) is one of the world's major food crops and has the potential to help achieve food security in the context of on-going climate changes. We evaluated single nucleotide polymorphisms in traditional Brazilian manioc varieties conserved in the gene bank of the Luiz de Queiroz College of Agriculture, University of São Paulo. We assessed genome-wide diversity and identified selective signatures contrasting varieties from different biomes with samples of manioc's wild ancestor M. esculenta ssp. flabellifolia. We identified signatures of selection putatively associated with resistance genes, plant development and response to abiotic stresses that might have been important for the crop's domestication and diversification resulting from cultivation in different environments. Additionally, high neutral genetic diversity within groups of varieties from different biomes and low genetic divergence among biomes reflect the complexity of manioc's evolutionary dynamics under traditional cultivation. Our results exemplify how smallholder practices contribute to conserve manioc's genetic resources, maintaining variation of potential adaptive significance and high levels of neutral genetic diversity.
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Affiliation(s)
- Alessandro Alves-Pereira
- Departamento de Biologia Vegetal, Instituto de Biologia, Universidade Estadual de Campinas (UNICAMP), Av. Cândido Rondon, 400, Cidade Universitária, CP: 6010, Campinas, SP, 13083-875, Brazil.,Centro de Biologia Molecular e Engenharia Genética, Universidade Estadual de Campinas (UNICAMP), Av. Cândido Rondon, 400, Cidade Universitária, CP: 6010, Campinas, SP, 13083-875, Brazil
| | - Maria Imaculada Zucchi
- Agência Paulista de Tecnologia Dos Agronegócios (APTA), Pólo Centro-Sul. Rodovia SP 127, km 30, Piracicaba, SP, 13400-970, Brazil
| | - Charles R Clement
- Instituto Nacional de Pesquisas da Amazônia (INPA), Av. André Araújo, 2936, Petrópolis, Manaus, AM, 69067-375, Brazil
| | - João Paulo Gomes Viana
- Department of Crop Sciences, University of Illinois at Urbana-Champaign (UIUC), AW-101 Turner Hall, 1102 South Goodwin Avenue, Urbana, IL, 61801-4798, USA
| | - José Baldin Pinheiro
- Departamento de Genética, Escola Superior de Agricultura "Luiz de Queiróz", Universidade de São Paulo (ESALQ/USP), Av. Pádua Dias, 11, Piracicaba, SP, 13400-970, Brazil
| | - Elizabeth Ann Veasey
- Departamento de Genética, Escola Superior de Agricultura "Luiz de Queiróz", Universidade de São Paulo (ESALQ/USP), Av. Pádua Dias, 11, Piracicaba, SP, 13400-970, Brazil
| | - Anete Pereira de Souza
- Departamento de Biologia Vegetal, Instituto de Biologia, Universidade Estadual de Campinas (UNICAMP), Av. Cândido Rondon, 400, Cidade Universitária, CP: 6010, Campinas, SP, 13083-875, Brazil. .,Centro de Biologia Molecular e Engenharia Genética, Universidade Estadual de Campinas (UNICAMP), Av. Cândido Rondon, 400, Cidade Universitária, CP: 6010, Campinas, SP, 13083-875, Brazil.
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9
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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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10
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Chan AW, Villwock SS, Williams AL, Jannink JL. Sexual dimorphism and the effect of wild introgressions on recombination in cassava (Manihot esculenta Crantz) breeding germplasm. G3 (BETHESDA, MD.) 2022; 12:jkab372. [PMID: 34791172 PMCID: PMC8728042 DOI: 10.1093/g3journal/jkab372] [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] [Subscribe] [Scholar Register] [Received: 09/21/2019] [Accepted: 09/29/2021] [Indexed: 01/09/2023]
Abstract
Recombination has essential functions in meiosis, evolution, and breeding. The frequency and distribution of crossovers dictate the generation of new allele combinations and can vary across species and between sexes. Here, we examine recombination landscapes across the 18 chromosomes of cassava (Manihot esculenta Crantz) with respect to male and female meioses and known introgressions from the wild relative Manihot glaziovii. We used SHAPEIT2 and duoHMM to infer crossovers from genotyping-by-sequencing data and a validated multigenerational pedigree from the International Institute of Tropical Agriculture cassava breeding germplasm consisting of 7020 informative meioses. We then constructed new genetic maps and compared them to an existing map previously constructed by the International Cassava Genetic Map Consortium. We observed higher recombination rates in females compared to males, and lower recombination rates in M. glaziovii introgression segments on chromosomes 1 and 4, with suppressed recombination along the entire length of the chromosome in the case of the chromosome 4 introgression. Finally, we discuss hypothesized mechanisms underlying our observations of heterochiasmy and crossover suppression and discuss the broader implications for plant breeding.
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Affiliation(s)
- Ariel W Chan
- Section of Plant Breeding and Genetics, School of Integrative Plant Sciences, Cornell University, Ithaca, NY 14853, USA
| | - Seren S Villwock
- Section of Plant Breeding and Genetics, School of Integrative Plant Sciences, Cornell University, Ithaca, NY 14853, USA
| | - Amy L Williams
- Department of Biological Statistics and Computational Biology, Cornell University, Ithaca, NY 14853, USA
| | - Jean-Luc Jannink
- RW Holley Center for Agriculture and Health, United States Department of Agriculture—Agricultural Research Service, School of Integrative Plant Sciences, Cornell University, Ithaca, NY 14853, USA
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11
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Simon MF, Mendoza Flores JM, Liu HL, Martins MLL, Drovetski SV, Przelomska NAS, Loiselle H, Cavalcanti TB, Inglis PW, Mueller NG, Allaby RG, Freitas FDO, Kistler L. Phylogenomic analysis points to a South American origin of Manihot and illuminates the primary gene pool of cassava. THE NEW PHYTOLOGIST 2022; 233:534-545. [PMID: 34537964 DOI: 10.1111/nph.17743] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/23/2021] [Accepted: 08/28/2021] [Indexed: 06/13/2023]
Abstract
The genus Manihot, with around 120 known species, is native to a wide range of habitats and regions in the tropical and subtropical Americas. Its high species richness and recent diversification only c. 6 million years ago have significantly complicated previous phylogenetic analyses. Several basic elements of Manihot evolutionary history therefore remain unresolved. Here, we conduct a comprehensive phylogenomic analysis of Manihot, focusing on exhaustive sampling of South American taxa. We find that two recently described species from northeast Brazil's Atlantic Forest were the earliest to diverge, strongly suggesting a South American common ancestor of Manihot. Ancestral state reconstruction indicates early Manihot diversification in dry forests, with numerous independent episodes of new habitat colonization, including into savannas and rainforests within South America. We identify the closest wild relatives to Manihot esculenta, including the crop cassava, and we quantify extensive wild introgression into the cassava gene pool from at least five wild species, including Manihot glaziovii, a species used widely in breeding programs. Finally, we show that this wild-to-crop introgression substantially shapes the mutation load in cassava. Our findings provide a detailed case study for neotropical evolutionary history in a diverse and widespread group, and a robust phylogenomic framework for future Manihot and cassava research.
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Affiliation(s)
- Marcelo F Simon
- Embrapa Recursos Genéticos e Biotecnologia, Brasília, DF, 70770-901, Brazil
| | | | - Hsiao-Lei Liu
- Department of Anthropology, Smithsonian Institution, National Museum of Natural History, Washington, DC, 20560, USA
| | - Márcio Lacerda Lopes Martins
- Centro de Ciências Agrárias, Ambientais e Biológicas, Universidade Federal do Recôncavo da Bahia, Cruz das Almas, BA, 44380-000, Brazil
| | - Sergei V Drovetski
- Laboratories for Analytical Biology, Smithsonian Institution, National Museum of Natural History, Washington, DC, 20560, USA
| | - Natalia A S Przelomska
- Department of Anthropology, Smithsonian Institution, National Museum of Natural History, Washington, DC, 20560, USA
| | - Hope Loiselle
- Department of Anthropology, Smithsonian Institution, National Museum of Natural History, Washington, DC, 20560, USA
| | | | - Peter W Inglis
- Embrapa Recursos Genéticos e Biotecnologia, Brasília, DF, 70770-901, Brazil
| | - Natalie G Mueller
- Department of Anthropology, Washington University in St Louis, St Louis, MO, 63130, USA
| | - Robin G Allaby
- School of Life Sciences, University of Warwick, Coventry, CV4 7AL, UK
| | | | - Logan Kistler
- Department of Anthropology, Smithsonian Institution, National Museum of Natural History, Washington, DC, 20560, USA
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12
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Phumichai C, Aiemnaka P, Nathaisong P, Hunsawattanakul S, Fungfoo P, Rojanaridpiched C, Vichukit V, Kongsil P, Kittipadakul P, Wannarat W, Chunwongse J, Tongyoo P, Kijkhunasatian C, Chotineeranat S, Piyachomkwan K, Wolfe MD, Jannink JL, Sorrells ME. Genome-wide association mapping and genomic prediction of yield-related traits and starch pasting properties in cassava. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2022; 135:145-171. [PMID: 34661695 DOI: 10.1007/s00122-021-03956-2] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/06/2021] [Accepted: 09/25/2021] [Indexed: 06/13/2023]
Abstract
GWAS identified eight yield-related, peak starch type of waxy and wild-type starch and 21 starch pasting property-related traits (QTLs). Prediction ability of eight GS models resulted in low to high predictability, depending on trait, heritability, and genetic architecture. Cassava is both a food and an industrial crop in Africa, South America, and Asia, but knowledge of the genes that control yield and starch pasting properties remains limited. We carried out a genome-wide association study to clarify the molecular mechanisms underlying these traits and to explore marker-based breeding approaches. We estimated the predictive ability of genomic selection (GS) using parametric, semi-parametric, and nonparametric GS models with a panel of 276 cassava genotypes from Thai Tapioca Development Institute, International Center for Tropical Agriculture, International Institute of Tropical Agriculture, and other breeding programs. The cassava panel was genotyped via genotyping-by-sequencing, and 89,934 single-nucleotide polymorphism (SNP) markers were identified. A total of 31 SNPs associated with yield, starch type, and starch properties traits were detected by the fixed and random model circulating probability unification (FarmCPU), Bayesian-information and linkage-disequilibrium iteratively nested keyway and compressed mixed linear model, respectively. GS models were developed, and forward predictabilities using all the prediction methods resulted in values of - 0.001-0.71 for the four yield-related traits and 0.33-0.82 for the seven starch pasting property traits. This study provides additional insight into the genetic architecture of these important traits for the development of markers that could be used in cassava breeding programs.
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Affiliation(s)
- Chalermpol Phumichai
- Department of Agronomy, Faculty of Agriculture, Kasetsart University, Bangkok, 10900, Thailand.
- Center for Agricultural Biotechnology, Kasetsart University, Kamphaeng Saen Campus, Nakhon Pathom, 73140, Thailand.
- Center of Excellence On Agricultural Biotechnology: (AG-BIO/MHESI), Bangkok, 10900, Thailand.
| | - Pornsak Aiemnaka
- Thai Tapioca Development Institute, Lumpini Tower, 1168/26 Rama IV Road, Bangkok, 10120, Thailand
| | - Piyaporn Nathaisong
- Thai Tapioca Development Institute, Lumpini Tower, 1168/26 Rama IV Road, Bangkok, 10120, Thailand
| | - Sirikan Hunsawattanakul
- Department of Agronomy, Faculty of Agriculture, Kasetsart University, Bangkok, 10900, Thailand
- Center for Agricultural Biotechnology, Kasetsart University, Kamphaeng Saen Campus, Nakhon Pathom, 73140, Thailand
- Center of Excellence On Agricultural Biotechnology: (AG-BIO/MHESI), Bangkok, 10900, Thailand
| | - Phasakorn Fungfoo
- Department of Agronomy, Faculty of Agriculture, Kasetsart University, Bangkok, 10900, Thailand
| | | | - Vichan Vichukit
- Thai Tapioca Development Institute, Lumpini Tower, 1168/26 Rama IV Road, Bangkok, 10120, Thailand
| | - Pasajee Kongsil
- Department of Agronomy, Faculty of Agriculture, Kasetsart University, Bangkok, 10900, Thailand
| | - Piya Kittipadakul
- Department of Agronomy, Faculty of Agriculture, Kasetsart University, Bangkok, 10900, Thailand
| | - Wannasiri Wannarat
- Department of Agronomy, Faculty of Agriculture, Kasetsart University, Bangkok, 10900, Thailand
| | - Julapark Chunwongse
- Department of Horticulture, Faculty of Agriculture Kamphaeng Saen, Kasetsart University, Nakhon Pathom, 73140, Thailand
| | - Pumipat Tongyoo
- Center for Agricultural Biotechnology, Kasetsart University, Kamphaeng Saen Campus, Nakhon Pathom, 73140, Thailand
| | - Chookiat Kijkhunasatian
- Cassava and Starch Technology Research Team, National Center for Genetic Engineering and Biotechnology, Pathumthani, 12120, Thailand
| | - Sunee Chotineeranat
- Cassava and Starch Technology Research Team, National Center for Genetic Engineering and Biotechnology, Pathumthani, 12120, Thailand
| | - Kuakoon Piyachomkwan
- Cassava and Starch Technology Research Team, National Center for Genetic Engineering and Biotechnology, Pathumthani, 12120, Thailand
| | - Marnin D Wolfe
- Plant Breeding and Genetics Section, Cornell University, Ithaca, NY, 14850, USA
| | - Jean-Luc Jannink
- United States Department of Agriculture - Agriculture Research Service, Ithaca, NY, 14850, USA
| | - Mark E Sorrells
- Plant Breeding and Genetics Section, Cornell University, Ithaca, NY, 14850, USA
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13
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Torres LG, de Oliveira EJ, Ogbonna AC, Bauchet GJ, Mueller LA, Azevedo CF, Fonseca e Silva F, Simiqueli GF, de Resende MDV. Can Cross-Country Genomic Predictions Be a Reasonable Strategy to Support Germplasm Exchange? - A Case Study With Hydrogen Cyanide in Cassava. FRONTIERS IN PLANT SCIENCE 2021; 12:742638. [PMID: 34956254 PMCID: PMC8692580 DOI: 10.3389/fpls.2021.742638] [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: 07/16/2021] [Accepted: 11/08/2021] [Indexed: 06/14/2023]
Abstract
Genomic prediction (GP) offers great opportunities for accelerated genetic gains by optimizing the breeding pipeline. One of the key factors to be considered is how the training populations (TP) are composed in terms of genetic improvement, kinship/origin, and their impacts on GP. Hydrogen cyanide content (HCN) is a determinant trait to guide cassava's products usage and processing. This work aimed to achieve the following objectives: (i) evaluate the feasibility of using cross-country (CC) GP between germplasm's of Embrapa Mandioca e Fruticultura (Embrapa, Brazil) and The International Institute of Tropical Agriculture (IITA, Nigeria) for HCN; (ii) provide an assessment of population structure for the joint dataset; (iii) estimate the genetic parameters based on single nucleotide polymorphisms (SNPs) and a haplotype-approach. Datasets of HCN from Embrapa and IITA breeding programs were analyzed, separately and jointly, with 1,230, 590, and 1,820 clones, respectively. After quality control, ∼14K SNPs were used for GP. The genomic estimated breeding values (GEBVs) were predicted based on SNP effects from analyses with TP composed of the following: (i) Embrapa genotypic and phenotypic data, (ii) IITA genotypic and phenotypic data, and (iii) the joint datasets. Comparisons on GEBVs' estimation were made considering the hypothetical situation of not having the phenotypic characterization for a set of clones for a certain research institute/country and might need to use the markers' effects that were trained with data from other research institutes/country's germplasm to estimate their clones' GEBV. Fixation index (FST) among the genetic groups identified within the joint dataset ranged from 0.002 to 0.091. The joint dataset provided an improved accuracy (0.8-0.85) compared to the prediction accuracy of either germplasm's sources individually (0.51-0.67). CC GP proved to have potential use under the present study's scenario, the correlation between GEBVs predicted with TP from Embrapa and IITA was 0.55 for Embrapa's germplasm, whereas for IITA's it was 0.1. This seems to be among the first attempts to evaluate the CC GP in plants. As such, a lot of useful new information was provided on the subject, which can guide new research on this very important and emerging field.
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Affiliation(s)
- Lívia Gomes Torres
- Department of Plant Science, Universidade Federal de Viçosa, Viçosa, Brazil
| | | | - Alex C. Ogbonna
- Department of Plant Breeding and Genetics, Cornell University, Ithaca, NY, United States
- Boyce Thompson Institute, Ithaca, NY, United States
| | | | - Lukas A. Mueller
- Department of Plant Breeding and Genetics, Cornell University, Ithaca, NY, United States
- Boyce Thompson Institute, Ithaca, NY, United States
| | | | | | | | - Marcos Deon Vilela de Resende
- Department of Forestry Engineering, Universidade Federal de Viçosa, Viçosa, Brazil
- Embrapa Café, Universidade Federal de Viçosa, Viçosa, Brazil
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14
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Wolfe MD, Chan AW, Kulakow P, Rabbi I, Jannink JL. Genomic mating in outbred species: predicting cross usefulness with additive and total genetic covariance matrices. Genetics 2021; 219:iyab122. [PMID: 34740244 PMCID: PMC8570794 DOI: 10.1093/genetics/iyab122] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2021] [Accepted: 07/13/2021] [Indexed: 11/14/2022] Open
Abstract
Diverse crops are both outbred and clonally propagated. Breeders typically use truncation selection of parents and invest significant time, land, and money evaluating the progeny of crosses to find exceptional genotypes. We developed and tested genomic mate selection criteria suitable for organisms of arbitrary homozygosity level where the full-sibling progeny are of direct interest as future parents and/or cultivars. We extended cross variance and covariance variance prediction to include dominance effects and predicted the multivariate selection index genetic variance of crosses based on haplotypes of proposed parents, marker effects, and recombination frequencies. We combined the predicted mean and variance into usefulness criteria for parent and variety development. We present an empirical study of cassava (Manihot esculenta), a staple tropical root crop. We assessed the potential to predict the multivariate genetic distribution (means, variances, and trait covariances) of 462 cassava families in terms of additive and total value using cross-validation. Most variance (89%) and covariance (70%) prediction accuracy estimates were greater than zero. The usefulness of crosses was accurately predicted with good correspondence between the predicted and the actual mean performance of family members breeders selected for advancement as new parents and candidate varieties. We also used a directional dominance model to quantify significant inbreeding depression for most traits. We predicted 47,083 possible crosses of 306 parents and contrasted them to those previously tested to show how mate selection can reveal the new potential within the germplasm. We enable breeders to consider the potential of crosses to produce future parents (progeny with top breeding values) and varieties (progeny with top own performance).
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Affiliation(s)
- Marnin D Wolfe
- Section on Plant Breeding and Genetics, School of Integrative Plant Sciences,
Cornell University, Ithaca, NY 14850, USA
| | - Ariel W Chan
- Section on Plant Breeding and Genetics, School of Integrative Plant Sciences,
Cornell University, Ithaca, NY 14850, USA
| | - Peter Kulakow
- International Institute of Tropical Agriculture (IITA), Ibadan,
Nigeria
| | - Ismail Rabbi
- International Institute of Tropical Agriculture (IITA), Ibadan,
Nigeria
| | - Jean-Luc Jannink
- Section on Plant Breeding and Genetics, School of Integrative Plant Sciences,
Cornell University, Ithaca, NY 14850, USA
- USDA-ARS, Ithaca, NY 14850, USA
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15
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Bertioli DJ, Clevenger J, Godoy IJ, Stalker HT, Wood S, Santos JF, Ballén-Taborda C, Abernathy B, Azevedo V, Campbell J, Chavarro C, Chu Y, Farmer AD, Fonceka D, Gao D, Grimwood J, Halpin N, Korani W, Michelotto MD, Ozias-Akins P, Vaughn J, Youngblood R, Moretzsohn MC, Wright GC, Jackson SA, Cannon SB, Scheffler BE, Leal-Bertioli SCM. Legacy genetics of Arachis cardenasii in the peanut crop shows the profound benefits of international seed exchange. Proc Natl Acad Sci U S A 2021; 118:e2104899118. [PMID: 34518223 PMCID: PMC8463892 DOI: 10.1073/pnas.2104899118] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/29/2021] [Indexed: 12/26/2022] Open
Abstract
The narrow genetics of most crops is a fundamental vulnerability to food security. This makes wild crop relatives a strategic resource of genetic diversity that can be used for crop improvement and adaptation to new agricultural challenges. Here, we uncover the contribution of one wild species accession, Arachis cardenasii GKP 10017, to the peanut crop (Arachis hypogaea) that was initiated by complex hybridizations in the 1960s and propagated by international seed exchange. However, until this study, the global scale of the dispersal of genetic contributions from this wild accession had been obscured by the multiple germplasm transfers, breeding cycles, and unrecorded genetic mixing between lineages that had occurred over the years. By genetic analysis and pedigree research, we identified A. cardenasii-enhanced, disease-resistant cultivars in Africa, Asia, Oceania, and the Americas. These cultivars provide widespread improved food security and environmental and economic benefits. This study emphasizes the importance of wild species and collaborative networks of international expertise for crop improvement. However, it also highlights the consequences of the implementation of a patchwork of restrictive national laws and sea changes in attitudes regarding germplasm that followed in the wake of the Convention on Biological Diversity. Today, the botanical collections and multiple seed exchanges which enable benefits such as those revealed by this study are drastically reduced. The research reported here underscores the vital importance of ready access to germplasm in ensuring long-term world food security.
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Affiliation(s)
- David J Bertioli
- Institute of Plant Breeding, Genetics and Genomics, University of Georgia, Athens, GA 30602;
- Department of Crop and Soil Sciences, University of Georgia, Athens, GA 30602
- Center for Applied Genetic Technologies, University of Georgia, Athens, GA 30602
| | - Josh Clevenger
- HudsonAlpha Institute of Biotechnology, Huntsville, AL 35806
| | | | - H T Stalker
- Department of Crop Science, North Carolina State University, Raleigh, NC 27695
| | - Shona Wood
- Centre for Crop Health, University of Southern Queensland, Toowoomba QLD, Australia 4370
| | - Joáo F Santos
- Instituto Agronômico, Campinas, SP, Brazil 13075-630
| | | | - Brian Abernathy
- Department of Crop and Soil Sciences, University of Georgia, Athens, GA 30602
- Center for Applied Genetic Technologies, University of Georgia, Athens, GA 30602
| | - Vania Azevedo
- International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Hyderabad, Telangana, India 502324
| | - Jacqueline Campbell
- Corn Insects and Crop Genetics Research Unit, US Department of Agriculture Agricultural Research Service, Ames, IA 50011
| | - Carolina Chavarro
- Center for Applied Genetic Technologies, University of Georgia, Athens, GA 30602
| | - Ye Chu
- Department of Horticulture, University of Georgia, Tifton, GA 31793
| | | | - Daniel Fonceka
- AGAP (Amélioration Génétique et Adaptation des Plantes Méditerranéennes et Tropicales), Univ Montpellier, CIRAD (Centre de coopération Internationale en Recherche Agronomique pour le Développement), INRAE (Institut National de la Recherche Agronomique), Montpellier SupAgro, Montpellier, France 34090
- CIRAD (Centre de coopération Internationale en Recherche Agronomique pour le Développement), UMR AGAP (Amélioration Génétique et Adaptation des Plantes méditerranéennes et tropicales), Thies BP, Senegal 3320
| | - Dongying Gao
- Small Grains and Potato Germplasm Research Unit, United States Department of Agriculture (USDA)-ARS, Aberdeen, ID 83210
| | - Jane Grimwood
- HudsonAlpha Institute of Biotechnology, Huntsville, AL 35806
| | - Neil Halpin
- Queensland Department of Agriculture and Fisheries, Bundaberg Research Facility, QLD, Australia 4670
| | - Walid Korani
- HudsonAlpha Institute of Biotechnology, Huntsville, AL 35806
| | - Marcos D Michelotto
- Agência Paulista de Tecnologia dos Agronegócios, Polo Regional Centro Norte, Pindorama, São Paulo, Brazil 15830-000
| | - Peggy Ozias-Akins
- Institute of Plant Breeding, Genetics and Genomics, University of Georgia, Athens, GA 30602
- Department of Horticulture, University of Georgia, Tifton, GA 31793
| | - Justin Vaughn
- Genomics and Bioinformatics Research Unit, USDA-ARS, Athens, GA 30602
| | - Ramey Youngblood
- Institute for Genomics, Biocomputing, and Biotechnology, Mississippi State University, Mississippi State, MS 39762
| | - Marcio C Moretzsohn
- Embrapa (Empresa Brasileira de Pesquisa Agropecuária) Genetic Resources and Biotechnology, PqEB, W5 Norte Final, Brasília, DF, Brazil 70770-917
| | - Graeme C Wright
- Peanut Company of Australia Pty Ltd, Kingaroy, QLD, Australia 4610
- Queensland Alliance for Agriculture and Food Innovation, The University of Queensland, St Lucia, QLD, Australia 4072
| | - Scott A Jackson
- Institute of Plant Breeding, Genetics and Genomics, University of Georgia, Athens, GA 30602
| | - Steven B Cannon
- Corn Insects and Crop Genetics Research Unit, US Department of Agriculture Agricultural Research Service, Ames, IA 50011
| | - Brian E Scheffler
- Genomics and Bioinformatics Research Unit, US Department of Agriculture Agricultural Research Service, Stoneville, MS 38776
| | - Soraya C M Leal-Bertioli
- Institute of Plant Breeding, Genetics and Genomics, University of Georgia, Athens, GA 30602;
- Center for Applied Genetic Technologies, University of Georgia, Athens, GA 30602
- Department of Plant Pathology, University of Georgia, Athens, GA 30602
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16
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Mero HR, Lyantagaye SL, Bongcam-Rudloff E. Why has permanent control of cassava brown streak disease in Sub-Saharan Africa remained a dream since the 1930s? INFECTION GENETICS AND EVOLUTION 2021; 94:105001. [PMID: 34271188 DOI: 10.1016/j.meegid.2021.105001] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/07/2021] [Revised: 07/07/2021] [Accepted: 07/11/2021] [Indexed: 10/20/2022]
Abstract
Effective control of ipomoviruses that cause cassava brown streak disease (CBSD) in Africa has remained problematic despite eight remarkable decades (1930-2021) of research efforts. Molecular mechanisms underlying resistance breakdown in genetically improved cassava are still unknown. The vast genetic diversity of cassava brown streak viruses, which is crucial for the improvement of routine reverse transcription polymerase chain reaction (RT-qPCR) assays in CBSD-endemic regions of Africa, is controversial and underrepresented. From a molecular epidemiology viewpoint, this review discusses the reasons for why permanent control of CBSD is difficult in the modern era, even with the presence of diverse in silico and omics tools, recombinant DNA, and high throughput next-generation sequencing technologies. Following an extensive nucleotide data search in the National Centre for Biotechnology Information (NCBI) database and a literature review in PubMed and Scopus, we report that genomic data of 87.62% (474/541) strains of cassava brown streak virus are missing due to poor sequencing capacity in Africa. The evolution dynamics of viral virulence and pathogenicity has not yet been fully explored from the available 67 (12.38%) genomic sequences, owing to poor bioinformatics capacity. Tanzania and Zambia have the highest and lowest disease inoculum pressure, correspondingly. Knowledge gaps in molecular biology and the overall molecular pathogenesis of CBSD viruses impede effective disease control in Africa. Recommendations for possible solutions to the research questions, controversies, and hypotheses raised in this study serve as a roadmap for the invention of more effective CBSD control methods.
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Affiliation(s)
- Herieth Rhodes Mero
- University of Dar es Salaam, Mkwawa University College of Education (MUCE), Department of Biological Sciences, P. O. BOX 2513, Iringa, Tanzania.; Swedish University of Agricultural Sciences (SLU), SLU-Global Bioinformatics Centre, Department of Animal Breeding and Genetics, PO Box 7054 750 07, Uppsala, Sweden.
| | | | - Erik Bongcam-Rudloff
- Swedish University of Agricultural Sciences (SLU), SLU-Global Bioinformatics Centre, Department of Animal Breeding and Genetics, PO Box 7054 750 07, Uppsala, Sweden
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17
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Ogbonna AC, Braatz de Andrade LR, Mueller LA, de Oliveira EJ, Bauchet GJ. Comprehensive genotyping of a Brazilian cassava (Manihot esculenta Crantz) germplasm bank: insights into diversification and domestication. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2021; 134:1343-1362. [PMID: 33575821 PMCID: PMC8081687 DOI: 10.1007/s00122-021-03775-5] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/16/2020] [Accepted: 01/11/2021] [Indexed: 05/03/2023]
Abstract
KEY MESSAGE Brazilian cassava diversity was characterized through population genetics and clustering approaches, highlighting contrasted genetic groups and spatial genetic differentiation. Cassava (Manihot esculenta Crantz) is a major staple root crop of the tropics, originating from the Amazonian region. In this study, 3354 cassava landraces and modern breeding lines from the Embrapa Cassava Germplasm Bank (CGB) were characterized. All individuals were subjected to genotyping-by-sequencing (GBS), identifying 27,045 single-nucleotide polymorphisms (SNPs). Identity-by-state and population structure analyses revealed a unique set of 1536 individuals and 10 distinct genetic groups with heterogeneous linkage disequilibrium (LD). On this basis, a density of 1300-4700 SNP markers were selected for large-effect quantitative trait loci (QTL) detection. Identified genetic groups were further characterized for population genetics parameters including minor allele frequency (MAF), observed heterozygosity [Formula: see text], effective population size estimate [Formula: see text]) and polymorphism information content (PIC). Selection footprints and introgressions of M. glaziovii were detected. Spatial population structure analysis revealed five ancestral populations related to distinct Brazilian ecoregions. Estimation of historical relationships among identified populations suggests an early population split from Amazonian to Atlantic forest and Caatinga ecoregions and active gene flows. This study provides a thorough genetic characterization of ex situ germplasm resources from cassava's center of origin, South America, with results shedding light on Brazilian cassava characteristics and its biogeographical landscape. These findings support and facilitate the use of genetic resources in modern breeding programs including implementation of association mapping and genomic selection strategies.
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Affiliation(s)
- Alex C Ogbonna
- Cornell University, Ithaca, NY, USA
- Boyce Thompson Institute for Plant Research, Ithaca, NY, USA
| | | | - Lukas A Mueller
- Cornell University, Ithaca, NY, USA
- Boyce Thompson Institute for Plant Research, Ithaca, NY, USA
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18
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Ogbonna AC, Braatz de Andrade LR, Mueller LA, de Oliveira EJ, Bauchet GJ. Comprehensive genotyping of a Brazilian cassava (Manihot esculenta Crantz) germplasm bank: insights into diversification and domestication. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2021; 134:1343-1362. [PMID: 33575821 DOI: 10.1101/2020.07.13.200816] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/16/2020] [Accepted: 01/11/2021] [Indexed: 05/25/2023]
Abstract
Brazilian cassava diversity was characterized through population genetics and clustering approaches, highlighting contrasted genetic groups and spatial genetic differentiation. Cassava (Manihot esculenta Crantz) is a major staple root crop of the tropics, originating from the Amazonian region. In this study, 3354 cassava landraces and modern breeding lines from the Embrapa Cassava Germplasm Bank (CGB) were characterized. All individuals were subjected to genotyping-by-sequencing (GBS), identifying 27,045 single-nucleotide polymorphisms (SNPs). Identity-by-state and population structure analyses revealed a unique set of 1536 individuals and 10 distinct genetic groups with heterogeneous linkage disequilibrium (LD). On this basis, a density of 1300-4700 SNP markers were selected for large-effect quantitative trait loci (QTL) detection. Identified genetic groups were further characterized for population genetics parameters including minor allele frequency (MAF), observed heterozygosity [Formula: see text], effective population size estimate [Formula: see text]) and polymorphism information content (PIC). Selection footprints and introgressions of M. glaziovii were detected. Spatial population structure analysis revealed five ancestral populations related to distinct Brazilian ecoregions. Estimation of historical relationships among identified populations suggests an early population split from Amazonian to Atlantic forest and Caatinga ecoregions and active gene flows. This study provides a thorough genetic characterization of ex situ germplasm resources from cassava's center of origin, South America, with results shedding light on Brazilian cassava characteristics and its biogeographical landscape. These findings support and facilitate the use of genetic resources in modern breeding programs including implementation of association mapping and genomic selection strategies.
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Affiliation(s)
- Alex C Ogbonna
- Cornell University, Ithaca, NY, USA
- Boyce Thompson Institute for Plant Research, Ithaca, NY, USA
| | | | - Lukas A Mueller
- Cornell University, Ithaca, NY, USA
- Boyce Thompson Institute for Plant Research, Ithaca, NY, USA
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Ravinet M, Kume M, Ishikawa A, Kitano J. Patterns of genomic divergence and introgression between Japanese stickleback species with overlapping breeding habitats. J Evol Biol 2020; 34:114-127. [PMID: 32557887 DOI: 10.1111/jeb.13664] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2019] [Revised: 05/29/2020] [Accepted: 06/05/2020] [Indexed: 11/26/2022]
Abstract
With only a few absolute geographic barriers in marine environments, the factors maintaining reproductive isolation among marine organisms remain elusive. However, spatial structuring in breeding habitat can contribute to reproductive isolation. This is particularly important for marine organisms that migrate to use fresh- or brackish water environments to breed. The Japanese Gasterosteus stickleback species, the Pacific Ocean three-spined stickleback (G. aculeatus) and the Japan Sea stickleback (G. nipponicus) overwinter in the sea, but migrate to rivers for spawning. Although they co-occur at several locations across the Japanese islands, they are reproductively isolated. Our previous studies in Bekanbeushi River showed that the Japan Sea stickleback spawns in the estuary, while the Pacific Ocean stickleback mainly spawns further upstream in freshwater. Overall genomic divergence was very high with many interspersed regions of introgression. Here, we investigated genomic divergence and introgression between the sympatric species in the much shorter Tokotan River, where they share spawning sites. The levels of genome-wide divergence were reduced and introgression was increased, suggesting that habitat isolation substantially contributes to a reduction in gene flow. We also found that genomic regions of introgression were largely shared between the two systems. Furthermore, some regions of introgression were located near loci with a heterozygote advantage for juvenile survival. Taken together, introgression may be partially driven by adaptation in this system. Although, the two species remain clearly genetically differentiated. Regions with low recombination rates showed especially low introgression. Speciation reversal is therefore likely prevented by barriers other than habitat isolation.
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Affiliation(s)
- Mark Ravinet
- School of Life Sciences, University of Nottingham, Nottingham, UK
| | - Manabu Kume
- Kyoto University Field Science Education and Research Center, Kyoto, Japan
| | - Asano Ishikawa
- Ecological Genetics Laboratory, National Institute of Genetics, Mishima, Japan
| | - Jun Kitano
- Ecological Genetics Laboratory, National Institute of Genetics, Mishima, Japan
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Iragaba P, Kawuki RS, Bauchet G, Ramu P, Tufan HA, Earle ED, Gore MA, Wolfe M. Genomic characterization of Ugandan smallholder farmer-preferred cassava varieties. CROP SCIENCE 2020; 60:1450-1461. [PMID: 32742003 PMCID: PMC7386927 DOI: 10.1002/csc2.20152] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/25/2019] [Revised: 02/18/2020] [Accepted: 02/24/2020] [Indexed: 06/08/2023]
Abstract
Understanding the genetic relationships among farmer-preferred cassava (Manihot esculenta Crantz) varieties is indispensable to genetic improvement efforts. In this study, we present a genetic analysis of 547 samples of cassava grown by 192 smallholder farmers, which were sampled at random within four districts in Uganda. We genotyped these samples at 287,952 single nucleotide polymorphisms using genotyping-by-sequencing and co-analyzed them with 349 cassava samples from the national breeding program in Uganda. The samples collected from smallholders consisted of 86 genetically unique varieties, as assessed using a genetic distance-based approach. Of these varieties, most were cultivated in only one district (30 in Kibaale, 19 in Masindi, 14 in Arua, and three in Apac), and only three were cultivated across all districts. The genetic differentiation we observed among farming districts in Uganda (mean fixation index [F ST] = .003) is similar to divergence observed within other countries. Despite the fact that none of the breeding lines were directly observed in farmer fields, genetic divergence between the populations was low (F ST = .020). Interestingly, we detected the presence of introgressions from the wild relative M. glaziovii Müll. Arg. on chromosomes 1 and 4, which implies ancestry with cassava breeding lines. Given the apparently similar pool of alleles in the breeding germplasm, it is likely that breeders have the raw genetic material they require to match the farmer-preferred trait combinations necessary for adoption. Our study highlights the importance of understanding the genetic makeup of cassava currently grown by smallholder farmers and relative to that of plant breeding germplasm.
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Affiliation(s)
- Paula Iragaba
- Plant Breeding and Genetics Section, School of Integrative Plant ScienceCornell Univ.IthacaNY14853USA
| | - Robert S. Kawuki
- National Crops Resources Research Institute (NaCRRI)PO Box 7084KampalaUganda
| | | | - Punna Ramu
- Cornell University, Institute for Genomic Diversity175 Biotechnology BuildingIthacaNY14853USA
| | - Hale A. Tufan
- Plant Breeding and Genetics Section, School of Integrative Plant ScienceCornell Univ.IthacaNY14853USA
- International Programs/College of Agriculture and Life ScienceB75 Mann LibraryIthacaNY14853USA
| | - Elizabeth D. Earle
- Plant Breeding and Genetics Section, School of Integrative Plant ScienceCornell Univ.IthacaNY14853USA
| | - Michael A. Gore
- Plant Breeding and Genetics Section, School of Integrative Plant ScienceCornell Univ.IthacaNY14853USA
| | - Marnin Wolfe
- Plant Breeding and Genetics Section, School of Integrative Plant ScienceCornell Univ.IthacaNY14853USA
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