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Seyum EG, Bille NH, Abtew WG, Rastas P, Arifianto D, Domonhédo H, Cochard B, Jacob F, Riou V, Pomiès V, Lopez D, Bell JM, Cros D. Genome properties of key oil palm (Elaeis guineensis Jacq.) breeding populations. J Appl Genet 2022; 63:633-650. [PMID: 35691996 DOI: 10.1007/s13353-022-00708-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/28/2022] [Revised: 05/26/2022] [Accepted: 06/04/2022] [Indexed: 11/29/2022]
Abstract
A good knowledge of the genome properties of the populations makes it possible to optimize breeding methods, in particular genomic selection (GS). In oil palm (Elaeis guineensis Jacq), the world's main source of vegetable oil, this would provide insight into the promising GS results obtained so far. The present study considered two complex breeding populations, Deli and La Mé, with 943 individuals and 7324 single-nucleotide polymorphisms (SNPs) from genotyping-by-sequencing. Linkage disequilibrium (LD), haplotype sharing, effective size (Ne), and fixation index (Fst) were investigated. A genetic linkage map spanning 1778.52 cM and with a recombination rate of 2.85 cM/Mbp was constructed. The LD at r2=0.3, considered the minimum to get reliable GS results, spanned over 1.05 cM/0.22 Mbp in Deli and 0.9 cM/0.21 Mbp in La Mé. The significant degree of differentiation existing between Deli and La Mé was confirmed by the high Fst value (0.53), the pattern of correlation of SNP heterozygosity and allele frequency among populations, and the decrease of persistence of LD and of haplotype sharing among populations with increasing SNP distance. However, the level of resemblance between the two populations over short genomic distances (correlation of r values between populations >0.6 for SNPs separated by <0.5 cM/1 kbp and percentage of common haplotypes >40% for haplotypes <3600 bp/0.20 cM) likely explains the superiority of GS models ignoring the parental origin of marker alleles over models taking this information into account. The two populations had low Ne (<5). Population-specific genetic maps and reference genomes are recommended for future studies.
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Affiliation(s)
- Essubalew Getachew Seyum
- Department of Plant Biology and Physiology, Faculty of Sciences, University of Yaoundé I, Yaoundé, Cameroon
- CETIC (African Center of Excellence in Information and Communication Technologies), University of Yaoundé I, Yaoundé, Cameroon
- Department of Horticulture and Plant Sciences, Jimma University College of Agriculture and Veterinary Medicine, P.O. Box 307, Jimma, Ethiopia
| | - Ngalle Hermine Bille
- Department of Plant Biology and Physiology, Faculty of Sciences, University of Yaoundé I, Yaoundé, Cameroon
| | - Wosene Gebreselassie Abtew
- Department of Horticulture and Plant Sciences, Jimma University College of Agriculture and Veterinary Medicine, P.O. Box 307, Jimma, Ethiopia
| | - Pasi Rastas
- Institute of Biotechnology, Helsinki Institute of Life Science (HiLIFE), University of Helsinki, 00014, Helsinki, Finland
| | | | | | | | | | - Virginie Riou
- CIRAD (Centre de coopération Internationale en Recherche Agronomique pour le Développement), UMR AGAP Institut, F-34398, Montpellier, France
- UMR AGAP Institut, University of Montpellier, CIRAD, INRAE, Institut Agro, F-34398, Montpellier, France
| | - Virginie Pomiès
- CIRAD (Centre de coopération Internationale en Recherche Agronomique pour le Développement), UMR AGAP Institut, F-34398, Montpellier, France
- UMR AGAP Institut, University of Montpellier, CIRAD, INRAE, Institut Agro, F-34398, Montpellier, France
| | - David Lopez
- CIRAD (Centre de coopération Internationale en Recherche Agronomique pour le Développement), UMR AGAP Institut, F-34398, Montpellier, France
- UMR AGAP Institut, University of Montpellier, CIRAD, INRAE, Institut Agro, F-34398, Montpellier, France
| | - Joseph Martin Bell
- Department of Plant Biology and Physiology, Faculty of Sciences, University of Yaoundé I, Yaoundé, Cameroon
| | - David Cros
- CIRAD (Centre de coopération Internationale en Recherche Agronomique pour le Développement), UMR AGAP Institut, F-34398, Montpellier, France.
- UMR AGAP Institut, University of Montpellier, CIRAD, INRAE, Institut Agro, F-34398, Montpellier, France.
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Improving the accuracy of genomic predictions in an outcrossing species with hybrid cultivars between heterozygote parents: a case study of oil palm (Elaeis guineensis Jacq.). Mol Genet Genomics 2022; 297:523-533. [PMID: 35166935 DOI: 10.1007/s00438-022-01867-5] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2021] [Accepted: 01/30/2022] [Indexed: 11/27/2022]
Abstract
Genomic selection (GS) is a method of marker-assisted selection revolutionizing crop improvement, but it can still be optimized. For hybrid breeding between heterozygote parents of different populations or species, specific aspects can be considered to increase GS accuracy: (1) training population genotyping, i.e., only genotyping the hybrid parents or also a sample of hybrid individuals, and (2) marker effects modeling, i.e., using population-specific effects of single nucleotide polymorphism alleles model (PSAM) or across-population SNP genotype model (ASGM). Here, this was investigated empirically for the prediction of the performances of oil palm hybrids for yield traits. The GS model was trained on 352 hybrid crosses and validated on 213 independent hybrid crosses. The training and validation hybrid parents and 399 training hybrid individuals were genotyping by sequencing. Despite the small proportion of hybrid individuals genotyped and low parental heterozygosity, GS prediction accuracy increased on average by 5% (range 1.4-31.3%, depending on trait and model) when training was done using genomic data on hybrids and parents compared with only parental genomic data. With ASGM, GS prediction accuracy increased on average by 3% (- 10.2 to 40%, depending on trait and genotyping strategy) compared with PSAM. We conclude that the best GS strategy for oil palm is to aggregate genomic data of parents and hybrid individuals and to ignore the parental origin of marker alleles (ASGM). To gain a better insight into these results, future studies should examine the respective effect of capturing genetic variability within crosses and taking segregation distortion into account when genotyping hybrid individuals, and investigate the factors controlling the relative performances of ASGM and PSAM in hybrid crops.
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Yue GH, Ye BQ, Lee M. Molecular approaches for improving oil palm for oil. MOLECULAR BREEDING : NEW STRATEGIES IN PLANT IMPROVEMENT 2021; 41:22. [PMID: 37309424 PMCID: PMC10236033 DOI: 10.1007/s11032-021-01218-z] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/29/2020] [Accepted: 02/22/2021] [Indexed: 06/14/2023]
Abstract
The oil palm, originating from Africa, is the most productive oil crop species. Palm oil is an important source of edible oil. Its current global plantation area is over 23 million ha. The theoretical oil yield potential of the oil palm is 18.2 tons/ha/year. However, current average oil yield is only 3.8 tons/ha/year. In the past 100 years, conventional breeding and improvement of field management played important roles in increasing oil yield. However, conventional breeding for trait improvement was limited by its very long (10-20 years) phenotypic selection cycle, although it improved oil yield by ~10-20% per generation. Molecular breeding using novel molecular technologies will accelerate genetic improvement and may reduce the need to deforest and to use arable land for expanding oil palm plantations, which in turn makes palm oil more sustainable. Here, we comprehensively synthesize information from relevant literature of the technologies, achievements, and challenges of molecular approaches, including tissue culture, haploid breeding, mutation breeding, marker-assisted selection (MAS), genomic selection (GS), and genome editing (GE). We propose the characteristics of ideal palms and suggest a road map to breed ideal palms for sustainable palm oil.
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Affiliation(s)
- Gen Hua Yue
- Molecular Population Genetics and Breeding Group, Temasek Life Sciences Laboratory, 1 Research Link, National University of Singapore, Singapore, 117604 Singapore
- School of Biological Sciences, Nanyang Technological University, 6 Nanyang Drive, Singapore, 637551 Singapore
- Department of Biological Sciences, National University of Singapore, Singapore, 117543 Singapore
| | - Bao Qing Ye
- Molecular Population Genetics and Breeding Group, Temasek Life Sciences Laboratory, 1 Research Link, National University of Singapore, Singapore, 117604 Singapore
| | - May Lee
- Molecular Population Genetics and Breeding Group, Temasek Life Sciences Laboratory, 1 Research Link, National University of Singapore, Singapore, 117604 Singapore
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Sousa EC, Raizada MN. Contributions of African Crops to American Culture and Beyond: The Slave Trade and Other Journeys of Resilient Peoples and Crops. FRONTIERS IN SUSTAINABLE FOOD SYSTEMS 2020. [DOI: 10.3389/fsufs.2020.586340] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
There is a general unawareness of food crops indigenous to the African continent that have contributed to Western culture. This under-appreciation is particularly relevant in the current context of societal movements to end historic racism and value the contributions of peoples of African origin and African skin colors. Lack of awareness of the contributions of Africa's crops has negative practical consequences, including inadequate investments in preserving and maximizing the use of crop diversity to facilitate breeding. This paper provides an overview and analysis of African crops that have made significant contributions to the United States and globally, and/or hold potential in the twenty-first century. The paper specifically discusses watermelon, coffee, kola, rooibos, oil palm, shea, cowpea/black eyed pea, leafy greens, okra, yam, sorghum, pearl millet, finger millet, teff, and fonio. The review focuses on the intersection of these crops with racialized peoples, with a particular focus on African-Americans starting with slavery. The analysis includes the sites of domestication of African crops, their historical migration out of Africa, their sociocultural contributions to cuisines and products around the world, their uses today, and the indigenous knowledge associated with traditional cultivation and landrace selection. The untapped potential of local genetic resources and indigenous agronomic strategies are also described. The review demonstrates that African crops played an important role in the development of American cuisine, beverages and household products. Many of these crops are nutritious, high value and stress tolerant. The paper concludes that African crops hold significant promise in improving the resiliency of global food production systems, to mitigate climate change and alleviate food insecurity and rural poverty, especially in dry regions of the world. It is hoped that this review contributes to teaching the next generation of agriculturalists, food scientists and international development professionals about the valuable contributions of Africa's resilient crops and peoples.
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An Improved Oil Palm Genome Assembly as a Valuable Resource for Crop Improvement and Comparative Genomics in the Arecoideae Subfamily. PLANTS 2020; 9:plants9111476. [PMID: 33152992 PMCID: PMC7692215 DOI: 10.3390/plants9111476] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/09/2020] [Revised: 10/05/2020] [Accepted: 10/21/2020] [Indexed: 12/28/2022]
Abstract
Oil palm (Elaeis guineensis Jacq.) is the most traded crop among the economically important palm species. Here, we report an extended version genome of E. guineensis that is 1.2 Gb in length, an improvement of the physical genome coverage to 79% from the previous 43%. The improvement was made by assigning an additional 1968 originally unplaced scaffolds that were available publicly into the physical genome. By integrating three ultra-dense linkage maps and using them to place genomic scaffolds, the 16 pseudomolecules were extended. As we show, the improved genome has enhanced the mapping resolution for genome-wide association studies (GWAS) and permitted further identification of candidate genes/protein-coding regions (CDSs) and any non-coding RNA that may be associated with them for further studies. We then employed the new physical map in a comparative genomics study against two other agriculturally and economically important palm species—date palm (Phoenix dactylifera L.) and coconut palm (Cocos nucifera L.)—confirming the high level of conserved synteny among these palm species. We also used the improved oil palm genome assembly version as a palm genome reference to extend the date palm physical map. The improved genome of oil palm will enable molecular breeding approaches to expedite crop improvement, especially in the largest subfamily of Arecoideae, which consists of 107 species belonging to Arecaceae.
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Wen G, Dang J, Xie Z, Wang J, Jiang P, Guo Q, Liang G. Molecular karyotypes of loquat ( Eriobotrya japonica) aneuploids can be detected by using SSR markers combined with quantitative PCR irrespective of heterozygosity. PLANT METHODS 2020; 16:22. [PMID: 32123538 PMCID: PMC7041098 DOI: 10.1186/s13007-020-00568-7] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/16/2019] [Accepted: 02/13/2020] [Indexed: 05/13/2023]
Abstract
BACKGROUND Aneuploidy, a condition caused by an imbalance between the relative dosages of chromosomes, generally produces a novel phenotype specific to the molecular karyotype. Few techniques are currently available for detecting the molecular karyotypes of aneuploids in plants. RESULTS Based on this imbalance in chromosome dosage, a new approach (referred to as 'SSR-qPCR') combining simple sequence repeat (SSR) markers and quantitative real-time PCR (qPCR) has been developed and utilized to detect some common aneuploids irrespective of heterozygosity. We screened 17 specific SSR markers covering all loquat linkage groups and redesigned 6 pairs of primers for SSR markers that can detect loquat chromosome aneuploidies. The SSR-qPCR detection results obtained for hybrid progeny and open-pollination progeny of triploid loquat showed diagnostic accuracies of 88.9% and 62.5%, respectively, compared with the chromosome preparation results. CONCLUSION SSR-qPCR can detect loquat aneuploids and be used to construct the entire molecular karyotypes of aneuploid individuals. Therefore, this method offers a novel alternative for the detection of chromosome aneuploidies.
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Affiliation(s)
- Guo Wen
- College of Horticulture and Landscape Architecture; Academy of Agricultural Sciences; Key Laboratory of Horticulture Science for Southern Mountain Regions of Ministry of Education; State Cultivation Base of Crop Stress Biology for Southern Mountainous Land, Southwest University, Beibei, Chongqing, China
| | - Jiangbo Dang
- College of Horticulture and Landscape Architecture; Academy of Agricultural Sciences; Key Laboratory of Horticulture Science for Southern Mountain Regions of Ministry of Education; State Cultivation Base of Crop Stress Biology for Southern Mountainous Land, Southwest University, Beibei, Chongqing, China
| | - Zhongyi Xie
- College of Horticulture and Landscape Architecture; Academy of Agricultural Sciences; Key Laboratory of Horticulture Science for Southern Mountain Regions of Ministry of Education; State Cultivation Base of Crop Stress Biology for Southern Mountainous Land, Southwest University, Beibei, Chongqing, China
| | - Jinying Wang
- College of Horticulture and Landscape Architecture; Academy of Agricultural Sciences; Key Laboratory of Horticulture Science for Southern Mountain Regions of Ministry of Education; State Cultivation Base of Crop Stress Biology for Southern Mountainous Land, Southwest University, Beibei, Chongqing, China
| | - Pengfei Jiang
- College of Horticulture and Landscape Architecture; Academy of Agricultural Sciences; Key Laboratory of Horticulture Science for Southern Mountain Regions of Ministry of Education; State Cultivation Base of Crop Stress Biology for Southern Mountainous Land, Southwest University, Beibei, Chongqing, China
| | - Qigao Guo
- College of Horticulture and Landscape Architecture; Academy of Agricultural Sciences; Key Laboratory of Horticulture Science for Southern Mountain Regions of Ministry of Education; State Cultivation Base of Crop Stress Biology for Southern Mountainous Land, Southwest University, Beibei, Chongqing, China
| | - Guolu Liang
- College of Horticulture and Landscape Architecture; Academy of Agricultural Sciences; Key Laboratory of Horticulture Science for Southern Mountain Regions of Ministry of Education; State Cultivation Base of Crop Stress Biology for Southern Mountainous Land, Southwest University, Beibei, Chongqing, China
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Borzęcka E, Hawliczek-Strulak A, Bolibok L, Gawroński P, Tofil K, Milczarski P, Stojałowski S, Myśków B, Targońska-Karasek M, Grądzielewska A, Smolik M, Kilian A, Bolibok-Brągoszewska H. Effective BAC clone anchoring with genotyping-by-sequencing and Diversity Arrays Technology in a large genome cereal rye. Sci Rep 2018; 8:8428. [PMID: 29849048 PMCID: PMC5976670 DOI: 10.1038/s41598-018-26541-y] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2018] [Accepted: 05/16/2018] [Indexed: 11/09/2022] Open
Abstract
Identification of bacterial artificial chromosome (BAC) clones containing specific sequences is a prerequisite for many applications, such as physical map anchoring or gene cloning. Existing BAC library screening strategies are either low-throughput or require a considerable initial input of resources for platform establishment. We describe a high-throughput, reliable, and cost-effective BAC library screening approach deploying genotyping platforms which are independent from the availability of sequence information: a genotyping-by-sequencing (GBS) method DArTSeq and the microarray-based Diversity Arrays Technology (DArT). The performance of these methods was tested in a very large and complex rye genome. The DArTseq approach delivered superior results: a several fold higher efficiency of addressing genetic markers to BAC clones and anchoring of BAC clones to genetic map and also a higher reliability. Considering the sequence independence of the platform, the DArTseq-based library screening can be proposed as an attractive method to speed up genomics research in resource poor species.
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Affiliation(s)
- Ewa Borzęcka
- Department of Plant Genetics, Breeding and Biotechnology, Warsaw University of Life Sciences - SGGW, Nowoursynowska 159, 02-776, Warsaw, Poland
| | - Anna Hawliczek-Strulak
- Department of Plant Genetics, Breeding and Biotechnology, Warsaw University of Life Sciences - SGGW, Nowoursynowska 159, 02-776, Warsaw, Poland
| | - Leszek Bolibok
- Department of Silviculture, Warsaw University of Life Sciences - SGGW, Nowoursynowska 159, 02-776, Warsaw, Poland
| | - Piotr Gawroński
- Department of Plant Genetics, Breeding and Biotechnology, Warsaw University of Life Sciences - SGGW, Nowoursynowska 159, 02-776, Warsaw, Poland
| | - Katarzyna Tofil
- Department of Plant Genetics, Breeding and Biotechnology, Warsaw University of Life Sciences - SGGW, Nowoursynowska 159, 02-776, Warsaw, Poland
| | - Paweł Milczarski
- Department of Plant Genetics, Breeding and Biotechnology, West-Pomeranian University of Technology, Slowackiego 17, 71-434, Szczecin, Poland
| | - Stefan Stojałowski
- Department of Plant Genetics, Breeding and Biotechnology, West-Pomeranian University of Technology, Slowackiego 17, 71-434, Szczecin, Poland
| | - Beata Myśków
- Department of Plant Genetics, Breeding and Biotechnology, West-Pomeranian University of Technology, Slowackiego 17, 71-434, Szczecin, Poland
| | - Małgorzata Targońska-Karasek
- Department of Plant Genetics, Breeding and Biotechnology, Warsaw University of Life Sciences - SGGW, Nowoursynowska 159, 02-776, Warsaw, Poland
| | - Agnieszka Grądzielewska
- Institute of Genetics, Breeding and Biotechnology, University of Life Sciences in Lublin, Akademicka 15, 20-950, Lublin, Poland
| | - Miłosz Smolik
- Department of Plant Genetics, Breeding and Biotechnology, West-Pomeranian University of Technology, Slowackiego 17, 71-434, Szczecin, Poland
| | - Andrzej Kilian
- Diversity Arrays Technology Pty Ltd, University of Canberra, Kirinari st, ACT 2617, Bruce, Australia
| | - Hanna Bolibok-Brągoszewska
- Department of Plant Genetics, Breeding and Biotechnology, Warsaw University of Life Sciences - SGGW, Nowoursynowska 159, 02-776, Warsaw, Poland.
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