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Sidhu G, Banks T, Wolyn D. Genetic diversity and population structure analysis in Asparagus officinalis. J Genet Eng Biotechnol 2025; 23:100491. [PMID: 40390488 PMCID: PMC12056790 DOI: 10.1016/j.jgeb.2025.100491] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2024] [Revised: 03/21/2025] [Accepted: 04/07/2025] [Indexed: 05/21/2025]
Abstract
Asparagus cultivars grown worldwide are thought to have originated from a limited genetic base, however, selection has resulted in variation for climatic adaptation and other traits. Understanding genetic diversity of the crop is important to guide breeding decisions. The objectives of this research were to identify SNPs among 64 cultivated lines from different geographic areas and assess genetic variation, population structure and linkage disequilibrium. More than 55,000 SNPs were identified by GBS and subjected to filtration for minor allele frequency and missing data, resulting in 12,886 markers for all subsequent analysis. Markers exhibited a wide range of Expected Heterozygosity (He), Polymorphic Information Content (PIC) and Observed Heterozygosity (Ho) with mean values of 0.370, 0.310, and 0.450 respectively. Population STRUCTURE analysis indicated that the 64 lines were grouped into two, four, seven, and nine subpopulations. For K = 4, four distinct groups were defined: (1) New Zealand, New Jersey, France, and California; (2) Canada; (3) China, The Netherlands, and Germany; and (4) England, Denmark, Spain, Turkey, and India. The results were further confirmed by PCA, and a phylogenetic tree. LD declined rapidly with an increase in physical distance. A considerable amount of genetic diversity was observed, despite previous suggestions that asparagus cultivars may have originated from one open-pollinated population.
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Affiliation(s)
- Gurleen Sidhu
- Department of Plant Agriculture, University of Guelph, Guelph, Ontario, Canada.
| | - Travis Banks
- Vineland Research and Innovation Centre, Vineland, Ontario, Canada
| | - David Wolyn
- Department of Plant Agriculture, University of Guelph, Guelph, Ontario, Canada
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Shen B, Shen A, Tan Y, Liu L, Li S, Tan Z. Development of KASP markers, SNP fingerprinting and population genetic analysis of Cymbidium ensifolium (L.) Sw. germplasm resources in China. FRONTIERS IN PLANT SCIENCE 2025; 15:1460603. [PMID: 39845486 PMCID: PMC11750851 DOI: 10.3389/fpls.2024.1460603] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/23/2024] [Accepted: 12/17/2024] [Indexed: 01/24/2025]
Abstract
Cymbidium ensifolium (L.) Sw. is a valuable ornamental plant in the genus Cymbidium, family Orchidaceae, with high economic and ecological significance. However, the lack of population genetic information and molecular markers has hindered the development of the sales market and genetic breeding of C. ensifolium despite the abundance of commercial cultivars available. In this study, we aimed to develop a set of single nucleotide polymorphism (SNP) markers to distinguish the main cultivated C. ensifolium cultivars in China and provide technical support for domestic cultivar protection, registration, and market rights protection. A total of 1,280,516 high-quality loci were identified from 10,021,591 SNPs obtained by sequencing 50 C. ensifolium commercial cultivars using double digest restriction site-assisted DNA sequencing technology. A total of 7,599 SNPs were selected for kompetitive allele-specific PCR (KASP) primer design, and 4,360 were successfully designed as KASP markers. Population structure analysis revealed that the 50 commercial cultivars were best divided into four populations, with some correlation between the group distribution and the morphological and geographical characteristics of the germplasm. Using the genotyping results from 28 KASP markers screened from the cultivars, a minimum set of 11 markers was identified that could distinguish 83 C. ensifolium commercial cultivars completely, with the remaining 17 markers serving as extended markers. The average PIC value of the 11 markers was 0.345, which was considered medium polymorphism. DNA fingerprints were constructed for the 83 cultivars on the basis of the 11 KASP markers, providing a new approach for mapping DNA fingerprints in C. ensifolium cultivars with high efficiency, accuracy, and low cost compared with traditional methods.
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Affiliation(s)
| | | | | | | | | | - Zhuming Tan
- Institute of Biodiversity, Hunan Academy of Forestry, Changsha, China
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Agre PA, Clark LV, Garcia-Oliveira AL, Bohar R, Adebola P, Asiedu R, Terauchi R, Asfaw A. Identification of diagnostic KASP-SNP markers for routine breeding activities in yam (Dioscorea spp.). THE PLANT GENOME 2024; 17:e20419. [PMID: 38093501 DOI: 10.1002/tpg2.20419] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/11/2023] [Revised: 09/16/2023] [Accepted: 11/02/2023] [Indexed: 07/02/2024]
Abstract
Maintaining genetic purity and true-to-type clone identification are important action steps in breeding programs. This study aimed to develop a universal set of kompetitive allele-specific polymerase chain reaction (KASP)-based single nucleotide polymorphism (SNP) markers for routine breeding activities. Ultra-low-density SNP markers were created using an initial set of 173,675 SNPs that were obtained from whole-genome resequencing of 333 diverse white Guinea yam (Dioscorea rotundata Poir) genotypes. From whole-genome resequencing data, 99 putative SNP markers were found and successfully converted to high-throughput KASP genotyping assays. The markers set was validated on 374 genotypes representing six yam species. Out of the 99 markers, 50 were highly polymorphic across the species and could distinguish different yam species and pedigree origins. The selected SNP markers classified the validation population based on the different yam species and identified potential duplicates within yam species. Through penalized analysis, the male parent of progenies involved in polycrosses was successfully predicted and validated. Our research was a trailblazer in validating KASP-based SNP assays for species identification, parental fingerprinting, and quality control (QC) and quality assurance (QA) in yam breeding programs.
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Affiliation(s)
- Paterne A Agre
- International Institute of Tropical Agriculture (IITA), Ibadan, Nigeria
| | - Lindsay V Clark
- HPCBio, Roy J. Carver Biotechnology Center, University of Illinois at Urbana-Champaign, Urbana, Illinois, USA
| | - Ana Luisa Garcia-Oliveira
- Excellence in Breeding (EiB), CIMMYT-ICRAF, UN Av, Nairobi, Kenya
- Department of Molecular Biology, Biotechnology and Bioinformatics, College of Basic Sciences and Humanities, CCS Haryana Agricultural University, Hisar, Haryana, India
| | - Rajaguru Bohar
- Excellence in Breeding (EiB), CIMMYT-ICRISAT, Hyderabad, Telangana, India
| | - Patrick Adebola
- International Institute of Tropical Agriculture (IITA), Ibadan, Nigeria
| | - Robert Asiedu
- International Institute of Tropical Agriculture (IITA), Ibadan, Nigeria
| | - Ryohei Terauchi
- Laboratory of Crop Evolution, Graduate School of Agriculture, Kyoto University, Kyoto, Japan
- Iwate Biotechnology Research Center, Kitakami, Japan
| | - Asrat Asfaw
- International Institute of Tropical Agriculture (IITA), Ibadan, Nigeria
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Adu GB, Awuku FJ, Garcia-Oliveira AL, Amegbor IK, Nelimor C, Nboyine J, Karikari B, Atosona B, Manigben KA, Aboyadana PA. DArTseq-based SNP markers reveal high genetic diversity among early generation fall armyworm tolerant maize inbred lines. PLoS One 2024; 19:e0294863. [PMID: 38630672 PMCID: PMC11023204 DOI: 10.1371/journal.pone.0294863] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2023] [Accepted: 11/09/2023] [Indexed: 04/19/2024] Open
Abstract
Diversity analysis using molecular markers serves as a powerful tool in unravelling the intricacies of inclusivity within various populations and is an initial step in the assessment of populations and the development of inbred lines for host plant resistance in maize. This study was conducted to assess the genetic diversity and population structure of 242 newly developed S3 inbred lines using 3,305 single nucleotide polymorphism (SNP) markers and to also assess the level of homozygosity achieved in each of the inbred lines. A total of 1,184 SNP markers were found highly informative, with a mean polymorphic information content (PIC) of 0.23. Gene diversity was high among the inbred lines, ranging from 0.04 to 0.50, with an average of 0.27. The residual heterozygosity of the 242 S3 inbred lines averaged 8.8%, indicating moderately low heterozygosity levels among the inbred lines. Eighty-four percent of the 58,322 pairwise kinship coefficients among the inbred lines were near zero (0.00-0.05), with only 0.3% of them above 0.50. These results revealed that many of the inbred lines were distantly related, but none were redundant, suggesting each inbred line had a unique genetic makeup with great potential to provide novel alleles for maize improvement. The admixture-based structure analysis, principal coordinate analysis, and neighbour-joining clustering were concordant in dividing the 242 inbred lines into three subgroups based on the pedigree and selection history of the inbred lines. These findings could guide the effective use of the newly developed inbred lines and their evaluation in quantitative genetics and molecular studies to identify candidate lines for breeding locally adapted fall armyworm tolerant varieties in Ghana and other countries in West and Central Africa.
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Affiliation(s)
| | | | - Ana Luisa Garcia-Oliveira
- International Maize and Wheat Improvement Center (CIMMYT), Nairobi, Kenya
- Department of Molecular Biology, College of Biotechnology, CCS Haryana Agricultural University, Hisar, Haryana, India
| | - Isaac Kodzo Amegbor
- CSIR-Savanna Agricultural Research Institute, Nyankpala, Ghana
- Faculty of Natural and Agricultural Sciences, Department of Plant Breeding, University of the Free State, Bloemfontein, South Africa
| | - Charles Nelimor
- CSIR-Savanna Agricultural Research Institute, Nyankpala, Ghana
| | - Jerry Nboyine
- CSIR-Savanna Agricultural Research Institute, Nyankpala, Ghana
| | - Benjamin Karikari
- Department of Agricultural Biotechnology, Faculty of Agriculture, Food and Consumer Sciences, University for Development Studies, Tamale, Ghana
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Sedah P, Djedatin LG, Loko LYE, Ewedje EEBK, Orobiyi A, Gbemavo CDSJ, Toffa J, Tchakpa C, Cubry P, Sabot F. Impact of Seed Origin and Genetic Drift of Improved Rice Variety IR841 in Benin. RICE (NEW YORK, N.Y.) 2023; 16:48. [PMID: 37878087 PMCID: PMC10600083 DOI: 10.1186/s12284-023-00657-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/11/2022] [Accepted: 08/26/2023] [Indexed: 10/26/2023]
Abstract
BACKGROUND Rice production is important for food security in Benin, with a national production largely dominated by the cultivation of the aromatic ecotype IR841, by far the most appreciated by Beninese consumers. However, to maintain agronomical qualities of a given cultivar, the origin and quality of seeds are mandatory and at the heart of the maintenance of yield and of market requests. Following this idea, the objective of the current study was thus to investigate the genetic purity of IR841 varieties collected from rice producers across 22 villages in Benin in relation to their agronomical performances. RESULTS For this, agromorphological evaluation of 72 accessions based on 13 quantitative descriptors followed by genotyping with the Illumina Infinium rice 7 K SNP array of 9 accessions was carried out in the presence of 2 controls. Agromorphologic as well as genetic and phylogenetic analyses revealed two groups, the first one Okouta97, Koum47, Nana30, Man118, Ang1 and control sample IR841-2) was characterized by seed accessions provided by the formal seed system, while the second (Koum53, Tchaka41 and Koud46) comprising seeds from local markets or from previous harvests and showing a depression in agronomic performances. CONCLUSION We showed that IR841 seed purity is mandatory for the completion of agronomical performance, and that the farmers' choice of seeds must be guided and informed to ensure sustainability and food security.
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Affiliation(s)
- Paulin Sedah
- Ecole Nationale Supérieure des Biosciences et Biotechnologies Appliquées (ENSBBA), Dassa-Zoumé, Bénin
- JEAI-GRAB, Ecole Nationale Supérieure des Biosciences et Biotechnologies Appliquées (ENSBBA), Dassa-Zoumé, Bénin
| | - Lambert Gustave Djedatin
- Ecole Normale Supérieure de l'Enseignement Technique (ENSET), Lokossa, Bénin.
- JEAI-GRAB, Ecole Nationale Supérieure des Biosciences et Biotechnologies Appliquées (ENSBBA), Dassa-Zoumé, Bénin.
| | - Laura Yêyinou Estelle Loko
- Ecole Nationale Supérieure des Biosciences et Biotechnologies Appliquées (ENSBBA), Dassa-Zoumé, Bénin
- JEAI-GRAB, Ecole Nationale Supérieure des Biosciences et Biotechnologies Appliquées (ENSBBA), Dassa-Zoumé, Bénin
| | - Eben-Ezer Baba Kayodé Ewedje
- Ecole Nationale Supérieure des Biosciences et Biotechnologies Appliquées (ENSBBA), Dassa-Zoumé, Bénin
- JEAI-GRAB, Ecole Nationale Supérieure des Biosciences et Biotechnologies Appliquées (ENSBBA), Dassa-Zoumé, Bénin
| | - Azize Orobiyi
- Centre de Recherche Agricole Plantes Pérennes (CRA-PP- INRAB), Pobè, Bénin
- JEAI-GRAB, Ecole Nationale Supérieure des Biosciences et Biotechnologies Appliquées (ENSBBA), Dassa-Zoumé, Bénin
| | - Chalemagne Dossou Seblodo Judes Gbemavo
- Ecole Nationale Supérieure des Biosciences et Biotechnologies Appliquées (ENSBBA), Dassa-Zoumé, Bénin
- JEAI-GRAB, Ecole Nationale Supérieure des Biosciences et Biotechnologies Appliquées (ENSBBA), Dassa-Zoumé, Bénin
| | - Joelle Toffa
- Ecole Nationale Supérieure des Biosciences et Biotechnologies Appliquées (ENSBBA), Dassa-Zoumé, Bénin
- JEAI-GRAB, Ecole Nationale Supérieure des Biosciences et Biotechnologies Appliquées (ENSBBA), Dassa-Zoumé, Bénin
| | - Cyrille Tchakpa
- Ecole Nationale Supérieure des Biosciences et Biotechnologies Appliquées (ENSBBA), Dassa-Zoumé, Bénin
- JEAI-GRAB, Ecole Nationale Supérieure des Biosciences et Biotechnologies Appliquées (ENSBBA), Dassa-Zoumé, Bénin
| | - Philippe Cubry
- DIADE unit, UM, CIRAD IRD, Centre IRD de Montpellier, 911 Agropolis BP 604501, Montpellier Cedex 5, F- 34 394, France
| | - Francois Sabot
- DIADE unit, UM, CIRAD IRD, Centre IRD de Montpellier, 911 Agropolis BP 604501, Montpellier Cedex 5, F- 34 394, France
- JEAI-GRAB, Ecole Nationale Supérieure des Biosciences et Biotechnologies Appliquées (ENSBBA), Dassa-Zoumé, Bénin
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Dube SP, Sibiya J, Kutu F. Genetic diversity and population structure of maize inbred lines using phenotypic traits and single nucleotide polymorphism (SNP) markers. Sci Rep 2023; 13:17851. [PMID: 37857752 PMCID: PMC10587089 DOI: 10.1038/s41598-023-44961-3] [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: 06/19/2023] [Accepted: 10/13/2023] [Indexed: 10/21/2023] Open
Abstract
Understanding germplasm's genetic diversity is essential for developing new and improved cultivars with stable yields under diverse environments. The objective of this study was to determine the genetic diversity and population structure of 128 maize inbred lines sourced from the International Institute of Tropical Agriculture (IITA), the International Maize and Wheat Improvement Centre (CIMMYT), and the University of KwaZulu-Natal (UKZN) using 11,450 informative single nucleotide polymorphism (SNP) markers. The inbred lines revealed highly significant (p < 0.001) levels of variability for the key phenotypic traits. The SNP markers had a mean gene diversity (GD) and polymorphic information content (PIC) of 0.40 and 0.31, respectively, indicating the existence of substantial genetic variation across the germplasm panel. The model-based population structure analysis identified three subpopulations (K = 3) among the inbred lines. This corroborated the phylogenetic analysis using phenotypic traits and molecular markers which classified the inbred lines into three groups. The findings of this study identified considerable genetic diversity for the selection of inbred lines with favourable alleles for multiple traits and could be useful to initiate marker-assisted selection (MAS) to identify significant loci associated with agronomic performance and multiple-stress tolerance.
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Affiliation(s)
- Sweetbird Phindile Dube
- School of Agricultural, Earth and Environmental Sciences, University of KwaZulu-Natal, Pietermaritzburg, 3209, South Africa.
- School of Agricultural Sciences, University of Mpumalanga, Nelspruit, 1200, South Africa.
| | - Julia Sibiya
- School of Agricultural, Earth and Environmental Sciences, University of KwaZulu-Natal, Pietermaritzburg, 3209, South Africa
| | - Funso Kutu
- School of Agricultural Sciences, University of Mpumalanga, Nelspruit, 1200, South Africa
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Filyushin MA, Kochieva EZ, Shchennikova AV. ZmDREB2.9 Gene in Maize ( Zea mays L.): Genome-Wide Identification, Characterization, Expression, and Stress Response. PLANTS (BASEL, SWITZERLAND) 2022; 11:3060. [PMID: 36432789 PMCID: PMC9694119 DOI: 10.3390/plants11223060] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/18/2022] [Revised: 11/07/2022] [Accepted: 11/10/2022] [Indexed: 06/16/2023]
Abstract
Dehydration-responsive element-binding (DREB) transcription factors of the A2 subfamily play key roles in plant stress responses. In this study, we identified and characterized a new A2-type DREB gene, ZmDREB2.9, in the Zea mays cv. B73 genome and compared its expression profile with those of the known A2-type maize genes ZmDREB2.1-2.8. ZmDREB2.9 was mapped to chromosome 8, contained 18 predicted hormone- and stress-responsive cis-elements in the promoter, and had two splice isoforms: short ZmDREB2.9-S preferentially expressed in the leaves, embryos, and endosperm and long ZmDREB2.9-L expressed mostly in the male flowers, stamens, and ovaries. Phylogenetically, ZmDREB2.9 was closer to A. thaliana DREB2A than the other ZmDREB2 factors. ZmDREB2.9-S, ZmDREB2.2, and ZmDREB2.1/2A were upregulated in response to cold, drought, and abscisic acid and may play redundant roles in maize stress resistance. ZmDREB2.3, ZmDREB2.4, and ZmDREB2.6 were not expressed in seedlings and could be pseudogenes. ZmDREB2.7 and ZmDREB2.8 showed similar transcript accumulation in response to cold and abscisic acid and could be functionally redundant. Our results provide new data on Z. mays DREB2 factors, which can be used for further functional studies as well as in breeding programs to improve maize stress tolerance.
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Radanović A, Sprycha Y, Jocković M, Sundt M, Miladinović D, Jansen C, Horn R. KASP Markers Specific for the Fertility Restorer Locus Rf1 and Application for Genetic Purity Testing in Sunflowers ( Helianthus annuus L.). Genes (Basel) 2022; 13:465. [PMID: 35328019 PMCID: PMC8951052 DOI: 10.3390/genes13030465] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2022] [Revised: 02/27/2022] [Accepted: 03/02/2022] [Indexed: 01/27/2023] Open
Abstract
Single nucleotide polymorphisms (SNPs) were significantly associated with fertility restoration of cytoplasmic male sterility (CMS) PET1 by the restorer gene Rf1. For these SNPs, four Kompetitive allele-specific PCR (KASP) markers were successfully designed. The KASP markers cover the fertility restorer locus Rf1, spanning about 3 Mb, and clearly differentiate restorer and maintainer lines. For genetic purity testing in sunflower hybrid production, the efficiency for detecting contaminations in samples was simulated using mixtures of hypocotyls or leaves. Contaminations of restorer lines with 1%, 3%, 5%, 10%, and 50% of maintainer lines were screened with all four KASP markers. Contaminations of 10% could be clearly detected in pools of 100 plants. Contaminations below this level require detection on a single plant level. For single plant detections, ethyl methanesulfonate-treated sunflower F1 hybrids, which had been phenotypically evaluated for male sterility (potential mutation in the Rf1 gene) were screened. Nine identified either partially male-sterile or male-sterile plants were analyzed with all four KASP markers and only one proved to be a hybrid with a mutation, seven were male-sterile contaminants in the F1 seeds used (1.6%) and one a recombinant plant. The four KASP markers should be valuable tools for marker-assisted selection (MAS) in sunflower breeding regarding the restorer locus Rf1.
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Affiliation(s)
- Aleksandra Radanović
- Institute of Field and Vegetable Crops, Maksima Gorkog 30, 21000 Novi Sad, Serbia; (A.R.); (M.J.); (D.M.)
| | - Yves Sprycha
- Department of Plant Genetics, Institute of Biological Sciences, University of Rostock, Albert-Einstein-Str. 3, D-18059 Rostock, Germany; (Y.S.); (M.S.)
| | - Milan Jocković
- Institute of Field and Vegetable Crops, Maksima Gorkog 30, 21000 Novi Sad, Serbia; (A.R.); (M.J.); (D.M.)
| | - Monja Sundt
- Department of Plant Genetics, Institute of Biological Sciences, University of Rostock, Albert-Einstein-Str. 3, D-18059 Rostock, Germany; (Y.S.); (M.S.)
| | - Dragana Miladinović
- Institute of Field and Vegetable Crops, Maksima Gorkog 30, 21000 Novi Sad, Serbia; (A.R.); (M.J.); (D.M.)
| | - Constantin Jansen
- Strube Research GmbH & Co. KG, Hauptstr. 1, D-38387 Söllingen, Germany;
| | - Renate Horn
- Department of Plant Genetics, Institute of Biological Sciences, University of Rostock, Albert-Einstein-Str. 3, D-18059 Rostock, Germany; (Y.S.); (M.S.)
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Ongom PO, Fatokun C, Togola A, Salvo S, Oyebode OG, Ahmad MS, Jockson ID, Bala G, Boukar O. Molecular Fingerprinting and Hybridity Authentication in Cowpea Using Single Nucleotide Polymorphism Based Kompetitive Allele-Specific PCR Assay. FRONTIERS IN PLANT SCIENCE 2021; 12:734117. [PMID: 34675950 PMCID: PMC8524091 DOI: 10.3389/fpls.2021.734117] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/30/2021] [Accepted: 09/13/2021] [Indexed: 06/13/2023]
Abstract
Optimization of a breeding program for increased genetic gain requires quality assurance (QA) and quality control (QC) at key phases of the breeding process. One vital phase in a breeding program that requires QC and QA is the choice of parents and successful hybridizations to combine parental attributes and create variations. The objective of this study was to determine parental diversity and confirm hybridity of cowpea F1 progenies using KASP (Kompetitive Allele-Specific PCR)-based single nucleotide polymorphism (SNP) markers. A total of 1,436 F1 plants were derived from crossing 220 cowpea breeding lines and landraces to 2 elite sister lines IT99K-573-1-1 and IT99K-573-2-1 as male parents, constituting 225 cross combinations. The progenies and the parents were genotyped with 17 QC SNP markers via high-throughput KASP genotyping assay. The QC markers differentiated the parents with mean efficiency of 37.90% and a range of 3.4-82.8%, revealing unique fingerprints of the parents. Neighbor-Joining cladogram divided the 222 parents into 3 clusters. Genetic distances between parents ranged from 0 to 3.74 with a mean of 2.41. Principal component analysis (PCA) depicted a considerable overlap between parents and F1 progenies with more scatters among parents than the F1s. The differentiation among parents and F1s was best contributed to by 82% of the markers. As expected, parents and F1s showed a significant contrast in proportion of heterozygous individuals, with mean values of 0.02 and 0.32, respectively. KASP markers detected true hybridity with 100% success rate in 72% of the populations. Overall, 79% of the putative F1 plants were true hybrids, 14% were selfed plants, and 7% were undetermined due to missing data and lack of marker polymorphism between parents. The study demonstrated an effective application of KASP-based SNP assay in fingerprinting, confirmation of hybridity, and early detection of false F1 plants. The results further uncovered the need to deploy markers as a QC step in a breeding program.
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Affiliation(s)
| | - Christian Fatokun
- International Institute of Tropical Agriculture (IITA), Ibadan, Nigeria
| | - Abou Togola
- International Institute of Tropical Agriculture (IITA), Kano, Nigeria
| | - Stella Salvo
- Bayer Research and Development Services LLC, Chesterfield, MO, United States
| | | | - Mansur Sani Ahmad
- International Institute of Tropical Agriculture (IITA), Kano, Nigeria
| | | | - Garba Bala
- International Institute of Tropical Agriculture (IITA), Kano, Nigeria
| | - Ousmane Boukar
- International Institute of Tropical Agriculture (IITA), Kano, Nigeria
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