1
|
Swanckaert J, Dos Santos IG, Chaves SFS, Ssali R, Mwanga ROM, Azevedo CF, Mendes TO, De Boeck B, Eyzaguirre R, Kitavi M, Gemenet DC, Andrade M, Grüneberg WJ, Lindqvist-Kreuze H, Yencho GC, Campos H, da Silva Pereira G. Tester selection for combining ability estimation of storage root yield and sweetpotato virus disease in sweetpotato breeding. Sci Rep 2025; 15:4951. [PMID: 39929967 PMCID: PMC11811066 DOI: 10.1038/s41598-025-88609-w] [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: 04/15/2024] [Accepted: 01/29/2025] [Indexed: 02/13/2025] Open
Abstract
General combining ability (GCA) is the major selection criterion for new sweetpotato (Ipomoea batatas) parents in a reciprocal recurrent selection (RRS) scheme. Here we aimed to estimate GCA and specific combining ability (SCA) by using 16 potential testers involved in an 8 × 8 partial diallel and propose a procedure to identify testers in sweetpotato breeding. Data on storage root yield in tons per hectare (rytha), and sweetpotato virus disease (vir2) from 64 families (1,913 clones) were collected in five trials at two locations in Uganda. The estimates of the female GCA accounted for the largest additive genetic variation for storage root yield compared to the male GCA for both traits. Mid-parent heterosis ranged from - 6.2 to 7% for rytha, and - 1.1 to 1.3% for vir2 in the progeny families. A stepwise procedure to identify testers top-ranked 'NASPOT 7' as a dual tester for both traits. Besides this parent, 'Ejumula' and 'NASPOT 10 O' for rytha, and 'NASPOT 1', 'NK259L', 'SPK004', and 'NASPOT 11' for vir2 are particularly suitable as respective single-trait testers. Testers are important in many plant breeding programs to enhance efficiency of RRS, and thus other crop species might benefit from the strategy and methods applied herein.
Collapse
Affiliation(s)
| | | | | | - Reuben Ssali
- International Potato Center (CIP), Kampala, Uganda
| | | | | | - Thiago O Mendes
- International Potato Center (CIP), ILRI Campus, Nairobi, Kenya
| | | | | | - Mercy Kitavi
- Michigan State University (MSU), East Lansing, USA
| | - Dorcus C Gemenet
- International Maize and Wheat Improvement Center (CIMMYT), Nairobi, Kenya
| | - Maria Andrade
- International Potato Center (CIP), Maputo, Mozambique
| | | | | | | | - Hugo Campos
- International Potato Center (CIP), Lima, Peru
| | | |
Collapse
|
2
|
Lindqvist-Kreuze H, Bonierbale M, Grüneberg WJ, Mendes T, De Boeck B, Campos H. Potato and sweetpotato breeding at the international potato center: approaches, outcomes and the way forward. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2023; 137:12. [PMID: 38112758 PMCID: PMC10730645 DOI: 10.1007/s00122-023-04515-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/06/2023] [Accepted: 11/24/2023] [Indexed: 12/21/2023]
Abstract
Root and tuber crop breeding is at the front and center of CIP's science program, which seeks to develop and disseminate sustainable agri-food technologies, information and practices to serve objectives including poverty alleviation, income generation, food security and the sustainable use of natural resources. CIP was established in 1971 in Peru, which is part of potato's center of origin and diversity, with an initial mandate on potato and expanding to include sweetpotato in 1986. Potato and sweetpotato are among the top 10 most consumed food staples globally and provide some of the most affordable sources of energy and vital nutrients. Sweetpotato plays a key role in securing food for many households in Africa and South Asia, while potato is important worldwide. Both crops grow in a range of conditions with relatively few inputs and simple agronomic techniques. Potato is adapted to the cooler environments, while sweetpotato grows well in hot climates, and hence, the two crops complement each other. Germplasm enhancement (pre-breeding), the development of new varieties and building capacity for breeding and variety testing in changing climates with emphasis on adaptation, resistance, nutritional quality and resource-use efficiency are CIP's central activities with significant benefits to the poor. Investments in potato and sweetpotato breeding and allied disciplines at CIP have resulted in the release of many varieties some of which have had documented impact in the release countries. Partnership with diverse types of organizations has been key to the centers way of working toward improving livelihoods through crop production in the global South.
Collapse
Affiliation(s)
| | - Merideth Bonierbale
- International Potato Center, Lima 12, 1558, Apartado, Peru
- Calle Bolivia, 12 Manilva, 29690, Malaga, Spain
| | | | - Thiago Mendes
- International Potato Center, Lima 12, 1558, Apartado, Peru
| | - Bert De Boeck
- International Potato Center, Lima 12, 1558, Apartado, Peru
| | - Hugo Campos
- International Potato Center, Lima 12, 1558, Apartado, Peru
| |
Collapse
|
3
|
Mugisa I, Karungi J, Musana P, Odama R, Anyanga MO, Edema R, Gibson P, Ssali RT, Campos H, Oloka BM, Yencho GC, Yada B. Heterotic gains, transgressive segregation and fitness cost of sweetpotato weevil resistance expression in a partial diallel cross of sweetpotato. EUPHYTICA: NETHERLANDS JOURNAL OF PLANT BREEDING 2023; 219:110. [PMID: 37780031 PMCID: PMC10533626 DOI: 10.1007/s10681-023-03225-x] [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: 04/12/2023] [Accepted: 08/06/2023] [Indexed: 10/03/2023]
Abstract
Heterosis-exploiting breeding schemes are currently under consideration as a means of accelerating genetic gains in sweetpotato (Ipomoea batatas) breeding. This study was aimed at establishing heterotic gains, fitness costs and transgressive segregation associated with sweetpotato weevil (SPW) resistance in a partial diallel cross of sweetpotato. A total of 1896 clones were tested at two sites, for two seasons each in Uganda. Data on weevil severity (WED), weevil incidence (WI), storage root yield (SRY) and dry matter content (DM) were obtained. Best linear unbiased predictors (BLUPs) for each clone across environments were used to estimate heterotic gains and for regression analyses to establish relationships between key traits. In general, low mid-parent heterotic gains were detected with the highest favorable levels recorded for SRY (14.7%) and WED (- 7.9%). About 25% of the crosses exhibited desirable and significant mid-parent heterosis for weevil resistance. Over 16% of the clones displayed superior transgressive segregation, with the highest percentages recorded for SRY (21%) and WED (18%). A yield penalty of 10% was observed to be associated with SPW resistance whereas no decline in DM was detected in relation to the same. Chances of improving sweetpotato through exploiting heterosis in controlled crosses using parents of mostly similar background are somewhat minimal, as revealed by the low heterotic gains. The yield penalty detected due to SPW resistance suggests that a trade-off may be necessary between maximizing yields and developing weevil-resistant cultivars if the current needs for this crop are to be met in weevil-prone areas.
Collapse
Affiliation(s)
- Immaculate Mugisa
- National Crops Resources Research Institute (NaCRRI), NARO, Kampala, Uganda
- Department of Agricultural production, Makerere University, Kampala, Uganda
| | - Jeninah Karungi
- Department of Agricultural production, Makerere University, Kampala, Uganda
| | - Paul Musana
- National Crops Resources Research Institute (NaCRRI), NARO, Kampala, Uganda
| | - Roy Odama
- National Crops Resources Research Institute (NaCRRI), NARO, Kampala, Uganda
| | - Milton O. Anyanga
- National Crops Resources Research Institute (NaCRRI), NARO, Kampala, Uganda
| | - Richard Edema
- Department of Agricultural production, Makerere University, Kampala, Uganda
| | - Paul Gibson
- Department of Agricultural production, Makerere University, Kampala, Uganda
| | | | | | - Bonny M. Oloka
- Department of Horticultural Science, North Carolina State University, Raleigh, NC USA
| | - G. Craig Yencho
- Department of Horticultural Science, North Carolina State University, Raleigh, NC USA
| | - Benard Yada
- National Crops Resources Research Institute (NaCRRI), NARO, Kampala, Uganda
- National Crops Resources Research Institute (NaCRRI), P.O. Box 7084, Namulonge, Kampala, Uganda
| |
Collapse
|
4
|
Mugisa I, Karungi J, Musana P, Odama R, Alajo A, Chelangat DM, Anyanga MO, Oloka BM, Gonçalves dos Santos I, Talwana H, Ochwo-Ssemakula M, Edema R, Gibson P, Ssali R, Campos H, Olukolu BA, da Silva Pereira G, Yencho C, Yada B. Combining ability and heritability analysis of sweetpotato weevil resistance, root yield, and dry matter content in sweetpotato. FRONTIERS IN PLANT SCIENCE 2022; 13:956936. [PMID: 36160986 PMCID: PMC9490021 DOI: 10.3389/fpls.2022.956936] [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: 05/30/2022] [Accepted: 08/11/2022] [Indexed: 06/16/2023]
Abstract
Efficient breeding and selection of superior genotypes requires a comprehensive understanding of the genetics of traits. This study was aimed at establishing the general combining ability (GCA), specific combining ability (SCA), and heritability of sweetpotato weevil (Cylas spp.) resistance, storage root yield, and dry matter content in a sweetpotato multi-parental breeding population. A population of 1,896 F1 clones obtained from an 8 × 8 North Carolina II design cross was evaluated with its parents in the field at two sweetpotato weevil hotspots in Uganda, using an augmented row-column design. Clone roots were further evaluated in three rounds of a no-choice feeding laboratory bioassay. Significant GCA effects for parents and SCA effects for families were observed for most traits and all variance components were highly significant (p ≤ 0.001). Narrow-sense heritability estimates for weevil severity, storage root yield, and dry matter content were 0.35, 0.36, and 0.45, respectively. Parental genotypes with superior GCA for weevil resistance included "Mugande," NASPOT 5, "Dimbuka-bukulula," and "Wagabolige." On the other hand, families that displayed the highest levels of resistance to weevils included "Wagabolige" × NASPOT 10 O, NASPOT 5 × "Dimbuka-bukulula," "Mugande" × "Dimbuka-bukulula," and NASPOT 11 × NASPOT 7. The moderate levels of narrow-sense heritability observed for the traits, coupled with the significant GCA and SCA effects, suggest that there is potential for their improvement through conventional breeding via hybridization and progeny selection and advancement. Although selection for weevil resistance may, to some extent, be challenging for breeders, efforts could be boosted through applying genomics-assisted breeding. Superior parents and families identified through this study could be deployed in further research involving the genetic improvement of these traits.
Collapse
Affiliation(s)
- Immaculate Mugisa
- National Crops Resources Research Institute (NaCRRI), NARO, Kampala, Uganda
- Department of Agricultural Production, Makerere University, Kampala, Uganda
| | - Jeninah Karungi
- Department of Agricultural Production, Makerere University, Kampala, Uganda
| | - Paul Musana
- National Crops Resources Research Institute (NaCRRI), NARO, Kampala, Uganda
| | - Roy Odama
- National Crops Resources Research Institute (NaCRRI), NARO, Kampala, Uganda
| | - Agnes Alajo
- National Crops Resources Research Institute (NaCRRI), NARO, Kampala, Uganda
| | | | - Milton O. Anyanga
- National Crops Resources Research Institute (NaCRRI), NARO, Kampala, Uganda
| | - Bonny M. Oloka
- National Crops Resources Research Institute (NaCRRI), NARO, Kampala, Uganda
| | | | - Herbert Talwana
- Department of Agricultural Production, Makerere University, Kampala, Uganda
| | | | - Richard Edema
- Department of Agricultural Production, Makerere University, Kampala, Uganda
| | - Paul Gibson
- Department of Agricultural Production, Makerere University, Kampala, Uganda
| | | | | | - Bode A. Olukolu
- Department of Entomology and Plant Pathology, University of Tennessee, Knoxville, TN, United States
| | | | - Craig Yencho
- Department of Horticultural Science, North Carolina State University, Raleigh, NC, United States
| | - Benard Yada
- National Crops Resources Research Institute (NaCRRI), NARO, Kampala, Uganda
| |
Collapse
|
5
|
Grüneberg WJ, De Boeck B, Diaz F, Eyzaguirre R, Low JW, Reif JC, Campos H. Heterosis and Responses to Selection in Orange-Fleshed Sweetpotato ( Ipomoea batatas L.) Improved Using Reciprocal Recurrent Selection. FRONTIERS IN PLANT SCIENCE 2022; 13:793904. [PMID: 35557716 PMCID: PMC9087839 DOI: 10.3389/fpls.2022.793904] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/12/2021] [Accepted: 01/13/2022] [Indexed: 06/15/2023]
Abstract
Sweetpotato is a highly heterozygous hybrid, and populations of orange-fleshed sweetpotato (OFSP) have a considerable importance for food security and health. The objectives were to estimate heterosis increments and response to selection in three OFSP hybrid populations (H1) developed in Peru for different product profiles after one reciprocal recurrent selection cycle, namely, H1 for wide adaptation and earliness (O-WAE), H1 for no sweetness after cooking (O-NSSP), and H1 for high iron (O-HIFE). The H1 populations were evaluated at two contrasting locations together with parents, foundation (parents in H0), and two widely adapted checks. Additionally, O-WAE was tested under two environmental conditions of 90-day and a normal 120-day harvest. In each H1, the yield and selected quality traits were recorded. The data were analyzed using linear mixed models. The storage root yield traits exhibited population average heterosis increments of up to 43.5%. The quality traits examined have exhibited no heterosis increments that are worth exploiting. The storage root yield genetic gain relative to the foundation was remarkable: 118.8% for H1-O-WAE for early harvest time, 81.5% for H1-O-WAE for normal harvest time, 132.4% for H1-O-NSSP, and 97.1% for H1-O-HIFE. Population hybrid breeding is a tool to achieve large genetic gains in sweetpotato yield via more efficient population improvement and allows a rapid dissemination of globally true seed that is generated from reproducible elite crosses, thus, avoiding costly and time-consuming virus cleaning of elite clones typically transferred as vegetative plantlets. The population hybrid breeding approach is probably applicable to other clonally propagated crops, where potential for true seed production exists.
Collapse
Affiliation(s)
| | | | | | | | | | - Jochen C. Reif
- Leibniz Institute of Plant Genetics and Crop Plant Research (IPK), Gatersleben, Germany
| | - Hugo Campos
- International Potato Center (CIP), Lima, Peru
| |
Collapse
|
6
|
Parada-Rojas CH, Pecota K, Almeyda C, Yencho GC, Quesada-Ocampo LM. Sweetpotato Root Development Influences Susceptibility to Black Rot Caused by the Fungal Pathogen Ceratocystis fimbriata. PHYTOPATHOLOGY 2021; 111:1660-1669. [PMID: 33534610 DOI: 10.1094/phyto-12-20-0541-r] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
Black rot of sweetpotato, caused by Ceratocystis fimbriata, is an important reemerging disease threatening sweetpotato production in the United States. This study assessed disease susceptibility of the storage root surface, storage root cambium, and slips (vine cuttings) of 48 sweetpotato cultivars, advanced breeding lines, and wild relative accessions. We also characterized the effect of storage root development on susceptibility to C. fimbriata. None of the cultivars examined at the storage root level were resistant, with most cultivars exhibiting similar levels of susceptibility. In storage roots, Jewel and Covington were the least susceptible and significantly different from White Bonita, the most susceptible cultivar. In the slip, significant differences in disease incidence were observed for above- and below-ground plant structures among cultivars, advanced breeding lines, and wild relative accessions. Burgundy and Ipomoea littoralis displayed less below-ground disease incidence compared with NASPOT 8, Sunnyside, and LSU-417, the most susceptible cultivars. Correlation of black rot susceptibility between storage roots and slips was not significant, suggesting that slip assays are not useful to predict resistance in storage roots. Immature, early-developing storage roots were comparatively more susceptible than older, fully developed storage roots. The high significant correlation between the storage root cross-section area and the cross-sectional lesion ratio suggests the presence of an unfavorable environment for C. fimbriata as the storage root develops. Incorporating applications of effective fungicides at transplanting and during early-storage root development when sweetpotato tissues are most susceptible to black rot infection may improve disease management efforts.
Collapse
Affiliation(s)
- C H Parada-Rojas
- Department of Entomology and Plant Pathology, North Carolina State University, Raleigh, NC
| | - Kenneth Pecota
- Department of Horticulture, North Carolina State University, Raleigh, NC
| | - C Almeyda
- Micropropagation and Repository Unit, North Carolina State University, Raleigh, NC
| | - G Craig Yencho
- Department of Horticulture, North Carolina State University, Raleigh, NC
| | - L M Quesada-Ocampo
- Department of Entomology and Plant Pathology, North Carolina State University, Raleigh, NC
| |
Collapse
|
7
|
Mwanga ROM, Swanckaert J, da Silva Pereira G, Andrade MI, Makunde G, Grüneberg WJ, Kreuze J, David M, De Boeck B, Carey E, Ssali RT, Utoblo O, Gemenet D, Anyanga MO, Yada B, Chelangat DM, Oloka B, Mtunda K, Chiona M, Koussao S, Laurie S, Campos H, Yencho GC, Low JW. Breeding Progress for Vitamin A, Iron and Zinc Biofortification, Drought Tolerance, and Sweetpotato Virus Disease Resistance in Sweetpotato. FRONTIERS IN SUSTAINABLE FOOD SYSTEMS 2021. [DOI: 10.3389/fsufs.2021.616674] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023] Open
Abstract
Sweetpotato is a resilient food crop with great potential to contribute to reduced hunger in the world. Sweetpotato shows significant potential to contribute to reducing the Global Hunger Index, which reflects deficiencies in calories and micronutrients based on the components of hunger, undernourishment, under-five mortality rate, stunting and wasting. Its genetic diversity has been harnessed through breeding to increase vitamin A, iron, and zinc content, virus resistance and climate resilience for the world's food needs. Africa and India are the most food-insecure regions. The main objectives of this research were to: provide information and a knowledge base on sweetpotato breeding in Africa for biofortification of vitamin A, iron, and zinc, drought tolerance and virus resistance; recommend procedures for generating new breeding populations and varieties; and develop new tools, technologies and methods for sweetpotato improvement. The research was implemented between 2009 and 2020 in 14 collaborating African countries using introduced and local genotypes. The redesigned accelerated breeding scheme resulted in increased genetic gains for vitamin A, iron, zinc contents and virus resistance, and the release by sub-Saharan African countries of 158 varieties; 98 of them orange-fleshed; 55 varieties bred by an accelerated breeding scheme; 27 drought-tolerant and two with enhanced iron and zinc content. Our experience has demonstrated that through the use of more optimized, standardized and collaborative breeding procedures by breeding programs across Africa, it is possible to speed official sweetpotato variety release and contribute to reducing the severe micronutrient deficiencies on the continent.
Collapse
|
8
|
Zhou C, Duarte T, Silvestre R, Rossel G, Mwanga ROM, Khan A, George AW, Fei Z, Yencho GC, Ellis D, Coin LJM. Insights into population structure of East African sweetpotato cultivars from hybrid assembly of chloroplast genomes. Gates Open Res 2020; 2:41. [PMID: 33062940 PMCID: PMC7536352 DOI: 10.12688/gatesopenres.12856.2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/17/2020] [Indexed: 11/20/2022] Open
Abstract
Background: The chloroplast (cp) genome is an important resource for studying plant diversity and phylogeny. Assembly of the cp genomes from next-generation sequencing data is complicated by the presence of two large inverted repeats contained in the cp DNA. Methods: We constructed a complete circular cp genome assembly for the hexaploid sweetpotato using extremely low coverage (<1×) Oxford Nanopore whole-genome sequencing (WGS) data coupled with Illumina sequencing data for polishing. Results: The sweetpotato cp genome of 161,274 bp contains 152 genes, of which there are 96 protein coding genes, 8 rRNA genes and 48 tRNA genes. Using the cp genome assembly as a reference, we constructed complete cp genome assemblies for a further 17 sweetpotato cultivars from East Africa and an I. triloba line using Illumina WGS data. Analysis of the sweetpotato cp genomes demonstrated the presence of two distinct subpopulations in East Africa. Phylogenetic analysis of the cp genomes of the species from the Convolvulaceae Ipomoea section Batatas revealed that the most closely related diploid wild species of the hexaploid sweetpotato is I. trifida. Conclusions: Nanopore long reads are helpful in construction of cp genome assemblies, especially in solving the two long inverted repeats. We are generally able to extract cp sequences from WGS data of sufficiently high coverage for assembly of cp genomes. The cp genomes can be used to investigate the population structure and the phylogenetic relationship for the sweetpotato.
Collapse
Affiliation(s)
- Chenxi Zhou
- Institute for Molecular Bioscience, University of Queensland, St Lucia, Brisbane, QLD, 4072, Australia
| | - Tania Duarte
- Institute for Molecular Bioscience, University of Queensland, St Lucia, Brisbane, QLD, 4072, Australia
| | | | | | | | - Awais Khan
- International Potato Center, P.O. Box 1558, Lima 12, Peru.,Plant Pathology and Plant-Microbe Biology Section, School of Integrative Plant Science, Cornell University, Geneva, NY, 14456, USA
| | - Andrew W George
- Data61, CSIRO, Ecosciences Precinct, Brisbane, QLD, 4102, Australia
| | - Zhangjun Fei
- Boyce Thompson Institute, Cornell University, Ithaca, NY, 14853, USA
| | - G Craig Yencho
- Department of Horticulture, North Carolina State University, Raleigh, North Carolina, 27695, USA
| | - David Ellis
- International Potato Center, P.O. Box 1558, Lima 12, Peru
| | - Lachlan J M Coin
- Institute for Molecular Bioscience, University of Queensland, St Lucia, Brisbane, QLD, 4072, Australia
| |
Collapse
|
9
|
Bararyenya A, Tukamuhabwa P, Gibson P, Grüneberg W, Ssali R, Low J, Odong T, Ochwo-Ssemakula M, Talwana H, Mwila N, Mwanga R. Continuous Storage Root Formation and Bulking in Sweetpotato. Gates Open Res 2020; 3:83. [PMID: 32537562 PMCID: PMC7267719 DOI: 10.12688/gatesopenres.12895.4] [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] [Accepted: 06/29/2020] [Indexed: 11/20/2022] Open
Abstract
This study investigated the phenotypic variation of continuous storage root formation and bulking (CSRFAB) growth patterns underlying the development of sweetpotato genotypes for identification of potential varieties adapted to piecemeal harvesting for small scale farmers. The research was conducted between September 2016 and August 2017 in Uganda. Genotypes from two distinct sweetpotato genepool populations (Population Uganda A and Population Uganda B) comprising 130 genotypes, previously separated using 31 simple sequence repeat (SSR) markers were used. Measurements (4 harvest times with 4 plants each) were repeated on genotypes in a randomized complete block design with 2 replications in 2 locations for 2 seasons. We developed a scoring scale of 1 to 9 and used it to compare growth changes between consecutive harvests. Data analysis was done using residual or restricted maximum likelihood (REML). Data showed a non-linear growth pattern within and between locations, seasons, and genotypes for most traits. Some genotypes displayed early initiation and increase of bulking, while others showed late initiation. Broad sense heritability of CSRFAB was low due to large GxE interactions but higher in other traits probably due to high genetic influence and the effectiveness of the methodology. A high level of reproducibility (89%) was observed comparing 2016B and 2017A seasons (A and B are first and second season, respectively) at the National Crops Resources Research Institute (NaCRRI), Namulonge, Uganda. Choosing CSRFAB genotypes can more than double the sweetpotato production (average maximum yield of 13.1 t/ha for discontinuous storage root formation and bulking (DSRFAB) versus 28.6 t/ha for CSRFAB, demonstrating the importance of this underresearched component of storage root yield.
Collapse
Affiliation(s)
- Astere Bararyenya
- Department of Agricultural Production, College of Agricultural and Environmental Sciences, Makerere University, Kampala, Central Uganda, Box 7062, Uganda
| | - Phinehas Tukamuhabwa
- Department of Agricultural Production, College of Agricultural and Environmental Sciences, Makerere University, Kampala, Central Uganda, Box 7062, Uganda
| | - Paul Gibson
- Department of Agricultural Production, College of Agricultural and Environmental Sciences, Makerere University, Kampala, Central Uganda, Box 7062, Uganda
| | - Wolfgang Grüneberg
- Crop Improvement, International Potato Center (CIP), Avenida La Molina 1895, Apartado 1558, Lima 12, Peru
| | - Reuben Ssali
- Crop Improvement, International Potato Center (CIP), Kampala, Central Uganda, Box 22274, Uganda
| | - Jan Low
- Economics, International Potato Center (CIP), Nairobi, Nairobi, ILRI Campus Naivasha Rd, 25171-00603 Lavington, Kenya
| | - Thomas Odong
- Department of Agricultural Production, College of Agricultural and Environmental Sciences, Makerere University, Kampala, Central Uganda, Box 7062, Uganda
| | - Mildred Ochwo-Ssemakula
- Department of Agricultural Production, College of Agricultural and Environmental Sciences, Makerere University, Kampala, Central Uganda, Box 7062, Uganda
| | - Herbert Talwana
- Department of Agricultural Production, College of Agricultural and Environmental Sciences, Makerere University, Kampala, Central Uganda, Box 7062, Uganda
| | - Natasha Mwila
- Department of Agricultural Production, College of Agricultural and Environmental Sciences, Makerere University, Kampala, Central Uganda, Box 7062, Uganda
| | - Robert Mwanga
- Crop Improvement, International Potato Center (CIP), Kampala, Central Uganda, Box 22274, Uganda
| |
Collapse
|
10
|
Low JW, Ortiz R, Vandamme E, Andrade M, Biazin B, Grüneberg WJ. Nutrient-Dense Orange-Fleshed Sweetpotato: Advances in Drought-Tolerance Breeding and Understanding of Management Practices for Sustainable Next-Generation Cropping Systems in Sub-Saharan Africa. FRONTIERS IN SUSTAINABLE FOOD SYSTEMS 2020. [DOI: 10.3389/fsufs.2020.00050] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
|
11
|
Gemenet DC, Kitavi MN, David M, Ndege D, Ssali RT, Swanckaert J, Makunde G, Yencho GC, Gruneberg W, Carey E, Mwanga RO, Andrade MI, Heck S, Campos H. Development of diagnostic SNP markers for quality assurance and control in sweetpotato [Ipomoea batatas (L.) Lam.] breeding programs. PLoS One 2020; 15:e0232173. [PMID: 32330201 PMCID: PMC7182229 DOI: 10.1371/journal.pone.0232173] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2019] [Accepted: 04/08/2020] [Indexed: 11/19/2022] Open
Abstract
Quality assurance and control (QA/QC) is an essential element of a breeding program's optimization efforts towards increased genetic gains. Due to auto-hexaploid genome complexity, a low-cost marker platform for routine QA/QC in sweetpotato breeding programs is still unavailable. We used 662 parents of the International Potato Center (CIP)'s global breeding program spanning Peru, Uganda, Mozambique and Ghana, to develop a low-density highly informative single nucleotide polymorphism (SNP) marker set to be deployed for routine QA/QC. Segregation of the selected 30 SNPs (two SNPs per base chromosome) in a recombined breeding population was evaluated using 282 progeny from some of the parents above. The progeny were replicated from in-vitro, screenhouse and field, and the selected SNP-set was confirmed to identify relatively similar mislabeling error rates as a high density SNP-set of 10,159 markers. Six additional trait-specific markers were added to the selected SNP set from previous quantitative trait loci mapping studies. The 36-SNP set will be deployed for QA/QC in breeding pipelines and in fingerprinting of advanced clones or released varieties to monitor genetic gains in famers' fields. The study also enabled evaluation of CIP's global breeding population structure and the effect of some of the most devastating stresses like sweetpotato virus disease on genetic variation management. These results will inform future deployment of genomic selection in sweetpotato.
Collapse
Affiliation(s)
| | - Mercy N. Kitavi
- International Potato Center (CIP), ILRI Campus, Nairobi, Kenya
| | - Maria David
- International Potato Center (CIP), Apartado, Lima, Peru
| | - Dorcah Ndege
- International Potato Center (CIP), ILRI Campus, Nairobi, Kenya
| | | | | | | | - G. Craig Yencho
- North Carolina State University, Raleigh, North Carolina, United States of America
| | | | - Edward Carey
- International Potato Center (CIP), Kumasi, Ghana
| | | | | | - Simon Heck
- International Potato Center (CIP), ILRI Campus, Nairobi, Kenya
| | - Hugo Campos
- International Potato Center (CIP), Apartado, Lima, Peru
| |
Collapse
|
12
|
Bararyenya A, Tukamuhabwa P, Gibson P, Grüneberg W, Ssali R, Low J, Odong T, Ochwo-Ssemakula M, Talwana H, Mwila N, Mwanga R. Continuous Storage Root Formation and Bulking in Sweetpotato. Gates Open Res 2020; 3:83. [PMID: 32537562 PMCID: PMC7267719 DOI: 10.12688/gatesopenres.12895.3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 03/25/2020] [Indexed: 11/12/2023] Open
Abstract
This study investigated the phenotypic variation of continuous storage root formation and bulking (CSRFAB) growth patterns underlying the development of sweetpotato genotypes for identification of potential varieties adapted to piecemeal harvesting for small scale farmers. The research was conducted between September 2016 and August 2017 in Uganda. Genotypes from two distinct sweetpotato genepool populations (Population Uganda A and Population Uganda B) comprising 130 genotypes, previously separated using 31 simple sequence repeat (SSR) markers were used. Measurements (4 harvest times with 4 plants each) were repeated on genotypes in a randomized complete block design with 2 replications in 2 locations for 2 seasons. We developed a scoring scale of 1 to 9 and used it to compare growth changes between consecutive harvests. Data analysis was done using residual or restricted maximum likelihood (REML) in GenStat 18th Edition. There were strong linear and quadratic trends over time (P<0.001) indicating a non-linear growth pattern within and between locations, seasons, and genotypes for most traits. Some genotypes displayed early initiation and a determinate linear increase of bulking, while others showed late initiation following a quadratic growth pattern. Broad sense heritability of CSRFAB would be low due to large GxE interactions, however, it was relatively high (50.5%) compared to other yield related traits indicating high genetic influence and accuracy of the developed method to quantify yield overtime. A high level of reproducibility (89%) was observed comparing 2016B and 2017A seasons (A and B are first and second season, respectively) at the National Crops Resources Research Institute (NaCRRI), Namulonge, Uganda. Choosing CSRFAB genotypes can more than double the sweetpotato production (average maximum yield of 13.1 t/ha for discontinuous storage root formation and bulking (DSRFAB) versus 28.6 t/ha for CSRFAB demonstrating the importance of this underresearched component of storage root yield.
Collapse
Affiliation(s)
- Astere Bararyenya
- Department of Agricultural Production, College of Agricultural and Environmental Sciences, Makerere University, Kampala, Central Uganda, Box 7062, Uganda
| | - Phinehas Tukamuhabwa
- Department of Agricultural Production, College of Agricultural and Environmental Sciences, Makerere University, Kampala, Central Uganda, Box 7062, Uganda
| | - Paul Gibson
- Department of Agricultural Production, College of Agricultural and Environmental Sciences, Makerere University, Kampala, Central Uganda, Box 7062, Uganda
| | - Wolfgang Grüneberg
- Crop Improvement, International Potato Center (CIP), Avenida La Molina 1895, Apartado 1558, Lima 12, Peru
| | - Reuben Ssali
- Crop Improvement, International Potato Center (CIP), Kampala, Central Uganda, Box 22274, Uganda
| | - Jan Low
- Economics, International Potato Center (CIP), Nairobi, Nairobi, ILRI Campus Naivasha Rd, 25171-00603 Lavington, Kenya
| | - Thomas Odong
- Department of Agricultural Production, College of Agricultural and Environmental Sciences, Makerere University, Kampala, Central Uganda, Box 7062, Uganda
| | - Mildred Ochwo-Ssemakula
- Department of Agricultural Production, College of Agricultural and Environmental Sciences, Makerere University, Kampala, Central Uganda, Box 7062, Uganda
| | - Herbert Talwana
- Department of Agricultural Production, College of Agricultural and Environmental Sciences, Makerere University, Kampala, Central Uganda, Box 7062, Uganda
| | - Natasha Mwila
- Department of Agricultural Production, College of Agricultural and Environmental Sciences, Makerere University, Kampala, Central Uganda, Box 7062, Uganda
| | - Robert Mwanga
- Crop Improvement, International Potato Center (CIP), Kampala, Central Uganda, Box 22274, Uganda
| |
Collapse
|
13
|
Bararyenya A, Olukolu BA, Tukamuhabwa P, Grüneberg WJ, Ekaya W, Low J, Ochwo-Ssemakula M, Odong TL, Talwana H, Badji A, Kyalo M, Nasser Y, Gemenet D, Kitavi M, Mwanga ROM. Genome-wide association study identified candidate genes controlling continuous storage root formation and bulking in hexaploid sweetpotato. BMC PLANT BIOLOGY 2020; 20:3. [PMID: 31898489 PMCID: PMC6941292 DOI: 10.1186/s12870-019-2217-9] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/09/2019] [Accepted: 12/23/2019] [Indexed: 05/16/2023]
Abstract
BACKGROUND Continuous storage root formation and bulking (CSRFAB) in sweetpotato is an important trait from agronomic and biological perspectives. Information about the molecular mechanisms underlying CSRFAB traits is lacking. RESULTS Here, as a first step toward understanding the genetic basis of CSRFAB in sweetpotato, we performed a genome-wide association study (GWAS) using phenotypic data from four distinct developmental stages and 33,068 single nucleotide polymorphism (SNP) and insertion-deletion (indel) markers. Based on Bonferroni threshold (p-value < 5 × 10- 7), we identified 34 unique SNPs that were significantly associated with the complex trait of CSRFAB at 150 days after planting (DAP) and seven unique SNPs associated with discontinuous storage root formation and bulking (DCSRFAB) at 90 DAP. Importantly, most of the loci associated with these identified SNPs were located within genomic regions (using Ipomoea trifida reference genome) previously reported for quantitative trait loci (QTL) controlling similar traits. Based on these trait-associated SNPs, 12 and seven candidate genes were respectively annotated for CSRFAB and DCSRFAB traits. Congruent with the contrasting and inverse relationship between discontinuous and continuous storage root formation and bulking, a DCSRFAB-associated candidate gene regulates redox signaling, involved in auxin-mediated lateral root formation, while CSRFAB is enriched for genes controlling growth and senescence. CONCLUSION Candidate genes identified in this study have potential roles in cell wall remodeling, plant growth, senescence, stress, root development and redox signaling. These findings provide valuable insights into understanding the functional networks to develop strategies for sweetpotato yield improvement. The markers as well as candidate genes identified in this pioneering research for CSRFAB provide important genomic resources for sweetpotato and other root crops.
Collapse
Affiliation(s)
- Astère Bararyenya
- Department of Agricultural Production, College of Agricultural and Environmental Sciences, Makerere University, P.O. Box 7062, Kampala, Uganda.
- Institut des Sciences Agronomiques du Burundi, Avenue de la Cathédrale - B.P. 795, Bujumbura, Burundi.
| | - Bode A Olukolu
- Department of Entomology and Plant Pathology, University of Tennessee, Knoxville, TN, 37996-4560, USA
| | - Phinehas Tukamuhabwa
- Department of Agricultural Production, College of Agricultural and Environmental Sciences, Makerere University, P.O. Box 7062, Kampala, Uganda
| | - Wolfgang J Grüneberg
- International Potato Center (CIP), Avenida La Molina 1895, La Molina Apartado Postal, 1558, Lima, Peru
| | - Wellington Ekaya
- International Livestock Research Institute, ILRI Campus, Naivasha Rd, Nairobi, 30709-00100, Kenya
| | - Jan Low
- International Potato Center (CIP), Regional office sub-Sahara Africa, P.O. Box 25171-00603, Nairobi, Kenya
| | - Mildred Ochwo-Ssemakula
- Department of Agricultural Production, College of Agricultural and Environmental Sciences, Makerere University, P.O. Box 7062, Kampala, Uganda
| | - Thomas L Odong
- Department of Agricultural Production, College of Agricultural and Environmental Sciences, Makerere University, P.O. Box 7062, Kampala, Uganda
| | - Herbert Talwana
- Department of Agricultural Production, College of Agricultural and Environmental Sciences, Makerere University, P.O. Box 7062, Kampala, Uganda
| | - Arfang Badji
- Department of Agricultural Production, College of Agricultural and Environmental Sciences, Makerere University, P.O. Box 7062, Kampala, Uganda
| | - Martina Kyalo
- International Livestock Research Institute, ILRI Campus, Naivasha Rd, Nairobi, 30709-00100, Kenya
| | - Yao Nasser
- International Livestock Research Institute, ILRI Campus, Naivasha Rd, Nairobi, 30709-00100, Kenya
| | - Dorcus Gemenet
- International Potato Center (CIP), Regional office sub-Sahara Africa, P.O. Box 25171-00603, Nairobi, Kenya
| | - Mercy Kitavi
- International Potato Center (CIP), Regional office sub-Sahara Africa, P.O. Box 25171-00603, Nairobi, Kenya
| | - Robert O M Mwanga
- International Potato Center (CIP), Plot 47, Ntinda II Road, P.O. Box 22274, Kampala, Uganda
| |
Collapse
|
14
|
Swanckaert J, Akansake D, Adofo K, Acheremu K, De Boeck B, Eyzaguirre R, Grüneberg WJ, Low JW, Campos H. Variance component estimations and mega-environments for sweetpotato breeding in West Africa. CROP SCIENCE 2020; 60:50-61. [PMID: 32214431 PMCID: PMC7079561 DOI: 10.1002/csc2.20034] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/10/2019] [Accepted: 10/30/2019] [Indexed: 05/26/2023]
Abstract
The current study was aimed at identifying mega-environments in Ghana and evaluating adaptability of superior sweetpotato [Ipomoea batatas (L.) Lam.] genotypes from a targeted breeding effort. Three sets of genotypes were evaluated in multi-environment trials (MET). Twelve sweetpotato varieties were evaluated across nine environments representing the main agro-ecological zones in Ghana. MET analysis was conducted using a stage-wise approach with the genotype × environment (G × E) table of means used as a starting point to model the G × E interaction for sweetpotato yield. Emphasis was given to the genetic correlation matrix used in a second-order factor analytic model that accommodates heterogeneity of genetic variances across environments. A genotype main effect and G × E interaction of storage root yield explained 82% of the variation in the first principal component, and visualized the genetic variances and discriminating power of each environment and the genetic correlation between the environments. Two mega-environments, corresponding to northern and southern trial sites, were delineated. Six breeding lines selected from the south and eight breeding lines selected from the north were tested and compared to two common check clones at five locations in Ghana. A Finlay-Wilkinson stability analysis resulted in stable performances within the target mega-environment from which the genotypes were selected, but predominantly without adaptation to the other region. Our results provide a strong rationale for running separate programs to allow for faster genetic progress in each of these two major West African mega-environments by selecting for specific and broad adaptation.
Collapse
Affiliation(s)
| | - Daniel Akansake
- International Potato Center (CIP)PO Box 3785, FumesuaKumasiGhana
| | - Kwadwo Adofo
- CSIR‐Crops Research Institute (CSIR‐CRI)PO Box 3785, FumesuaKumasiGhana
| | - Kwabena Acheremu
- CSIR‐Savanna Agricultural Research Institute (CSIR‐SARI)P.O. Box 52TamaleGhana
| | - Bert De Boeck
- International Potato Center (CIP)Av. La Molina 1895LimaPeru
| | | | | | - Jan W. Low
- International Potato Center (CIP)NairobiKenya
| | - Hugo Campos
- International Potato Center (CIP)Av. La Molina 1895LimaPeru
| |
Collapse
|
15
|
Bararyenya A, Tukamuhabwa P, Gibson P, Grüneberg W, Ssali R, Low J, Odong T, Ochwo-Ssemakula M, Talwana H, Mwila N, Mwanga R. Continuous Storage Root Formation and Bulking in Sweetpotato. Gates Open Res 2019; 3:83. [PMID: 32537562 PMCID: PMC7267719 DOI: 10.12688/gatesopenres.12895.2] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/27/2019] [Indexed: 11/12/2023] Open
Abstract
This study investigated the phenotypic variation of continuous storage root formation and bulking (CSRFAB) growth patterns underlying the development of sweetpotato genotypes for identification of potential varieties adapted to piecemeal harvesting for small scale farmers. The research was conducted between September 2016 and August 2017 in Uganda. Genotypes from two distinct sweetpotato genepool populations (Population Uganda A and Population Uganda B) comprising 130 genotypes, previously separated using 31 simple sequence repeat (SSR) markers were used. Measurements (4 harvest times with 4 plants each) were repeated on genotypes in a randomized complete block design with 2 replications in 2 locations for 2 seasons. We developed a scoring scale of 1 to 9 and used it to compare growth changes between consecutive harvests. Data analysis was done using residual or restricted maximum likelihood (REML) in GenStat 18th Edition. There were strong linear and quadratic trends over time (P<0.001) indicating a non-linear growth pattern within and between locations, seasons, and genotypes for most traits. Some genotypes displayed early initiation and a determinate linear increase of bulking, while others showed late initiation following a quadratic growth pattern. Broad sense heritability of CSRFAB would be low due to large GxE interactions, however, it was relatively high (50.5%) compared to other yield related traits indicating high genetic influence and accuracy of the developed method to quantify yield overtime. A high level of reproducibility (89%) was observed comparing 2017A and 2017B seasons (A and B are first and second season, respectively) at the National Crops Resources Research Institute (NaCRRI), Namulonge, Uganda. Choosing CSRFAB genotypes can more than double the sweetpotato production (average maximum yield of 13.1 t/ha for discontinuous storage root formation and bulking (DSRFAB) versus 28.6 t/ha for CSRFAB demonstrating the importance of this underresearched component of storage root yield.
Collapse
Affiliation(s)
- Astere Bararyenya
- Department of Agricultural Production, College of Agricultural and Environmental Sciences, Makerere University, Kampala, Central Uganda, Box 7062, Uganda
| | - Phinehas Tukamuhabwa
- Department of Agricultural Production, College of Agricultural and Environmental Sciences, Makerere University, Kampala, Central Uganda, Box 7062, Uganda
| | - Paul Gibson
- Department of Agricultural Production, College of Agricultural and Environmental Sciences, Makerere University, Kampala, Central Uganda, Box 7062, Uganda
| | - Wolfgang Grüneberg
- Crop Improvement, International Potato Center (CIP), Avenida La Molina 1895, Apartado 1558, Lima 12, Peru
| | - Reuben Ssali
- Crop Improvement, International Potato Center (CIP), Kampala, Central Uganda, Box 22274, Uganda
| | - Jan Low
- Economics, International Potato Center (CIP), Nairobi, Nairobi, ILRI Campus Naivasha Rd, 25171-00603 Lavington, Kenya
| | - Thomas Odong
- Department of Agricultural Production, College of Agricultural and Environmental Sciences, Makerere University, Kampala, Central Uganda, Box 7062, Uganda
| | - Mildred Ochwo-Ssemakula
- Department of Agricultural Production, College of Agricultural and Environmental Sciences, Makerere University, Kampala, Central Uganda, Box 7062, Uganda
| | - Herbert Talwana
- Department of Agricultural Production, College of Agricultural and Environmental Sciences, Makerere University, Kampala, Central Uganda, Box 7062, Uganda
| | - Natasha Mwila
- Department of Agricultural Production, College of Agricultural and Environmental Sciences, Makerere University, Kampala, Central Uganda, Box 7062, Uganda
| | - Robert Mwanga
- Crop Improvement, International Potato Center (CIP), Kampala, Central Uganda, Box 22274, Uganda
| |
Collapse
|
16
|
Bararyenya A, Tukamuhabwa P, Gibson P, Grüneberg W, Ssali R, Low J, Odong T, Ochwo-Ssemakula M, Talwana H, Mwila N, Mwanga R. Continuous Storage Root Formation and Bulking in Sweetpotato. Gates Open Res 2019; 3:83. [PMID: 32537562 PMCID: PMC7267719 DOI: 10.12688/gatesopenres.12895.1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/18/2019] [Indexed: 11/12/2023] Open
Abstract
This study investigated the phenotypic variation of continuous storage root formation and bulking (CSRFAB) growth patterns underlying the development of sweetpotato genotypes for identification of potential varieties adapted to piecemeal harvesting for small scale farmers. The research was conducted between September 2016 and August 2017 in Uganda. Genotypes from two distinct sweetpotato genepool populations (Population Uganda A and Population Uganda B) comprising 130 genotypes, previously separated using 18 simple sequence repeat (SSR) markers were used. Repeated measurements (4 harvest times with 4 plants each) on genotypes in a randomized complete block design with 2 replications in 2 locations for 2 seasons were used. We developed a scoring scale of 1 to 9 and used it to compare growth changes between consecutive harvests. Data analysis was done using residual or restricted maximum likelihood (REML) in GenStat 18th Edition. There were strong linear and quadratic trends over time (P<0.001) indicating a non-linear growth pattern within and between locations, seasons, and genotypes for most traits. Some genotypes displayed early initiation and a determinate linear increase of bulking, while others showed late initiation following a quadratic growth pattern. Broad sense heritability of CSRFAB would be low due to large GxE interactions, however, it was relatively high (50.5%) compared to other yield related traits indicating high genetic influence and accuracy of the developed method to quantify yield overtime. High level of reproducibility (89%) was observed comparing 2017A and 2017B seasons at Namulonge (NaCRRI). Choosing CSRFAB genotype can more than double the sweetpotato production (average maximum yield of 13.1 t/ha for discontinuous storage root formation and bulking (DSRFAB) versus 28.6 t/ha for CSRFAB demonstrating the importance of this under researched component of storage root yield.
Collapse
Affiliation(s)
- Astere Bararyenya
- Department of Agricultural Production, College of Agricultural and Environmental Sciences, Makerere University, Kampala, Central Uganda, Box 7062, Uganda
| | - Phinehas Tukamuhabwa
- Department of Agricultural Production, College of Agricultural and Environmental Sciences, Makerere University, Kampala, Central Uganda, Box 7062, Uganda
| | - Paul Gibson
- Department of Agricultural Production, College of Agricultural and Environmental Sciences, Makerere University, Kampala, Central Uganda, Box 7062, Uganda
| | - Wolfgang Grüneberg
- Crop Improvement, International Potato Center (CIP), Avenida La Molina 1895, Apartado 1558, Lima 12, Peru
| | - Reuben Ssali
- Crop Improvement, International Potato Center (CIP), Kampala, Central Uganda, Box 22274, Uganda
| | - Jan Low
- Economics, International Potato Center (CIP), Nairobi, Nairobi, ILRI Campus Naivasha Rd, 25171-00603 Lavington, Kenya
| | - Thomas Odong
- Department of Agricultural Production, College of Agricultural and Environmental Sciences, Makerere University, Kampala, Central Uganda, Box 7062, Uganda
| | - Mildred Ochwo-Ssemakula
- Department of Agricultural Production, College of Agricultural and Environmental Sciences, Makerere University, Kampala, Central Uganda, Box 7062, Uganda
| | - Herbert Talwana
- Department of Agricultural Production, College of Agricultural and Environmental Sciences, Makerere University, Kampala, Central Uganda, Box 7062, Uganda
| | - Natasha Mwila
- Department of Agricultural Production, College of Agricultural and Environmental Sciences, Makerere University, Kampala, Central Uganda, Box 7062, Uganda
| | - Robert Mwanga
- Crop Improvement, International Potato Center (CIP), Kampala, Central Uganda, Box 22274, Uganda
| |
Collapse
|
17
|
Wu S, Lau KH, Cao Q, Hamilton JP, Sun H, Zhou C, Eserman L, Gemenet DC, Olukolu BA, Wang H, Crisovan E, Godden GT, Jiao C, Wang X, Kitavi M, Manrique-Carpintero N, Vaillancourt B, Wiegert-Rininger K, Yang X, Bao K, Schaff J, Kreuze J, Gruneberg W, Khan A, Ghislain M, Ma D, Jiang J, Mwanga ROM, Leebens-Mack J, Coin LJM, Yencho GC, Buell CR, Fei Z. Genome sequences of two diploid wild relatives of cultivated sweetpotato reveal targets for genetic improvement. Nat Commun 2018; 9:4580. [PMID: 30389915 PMCID: PMC6214957 DOI: 10.1038/s41467-018-06983-8] [Citation(s) in RCA: 154] [Impact Index Per Article: 22.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2018] [Accepted: 10/05/2018] [Indexed: 02/08/2023] Open
Abstract
Sweetpotato [Ipomoea batatas (L.) Lam.] is a globally important staple food crop, especially for sub-Saharan Africa. Agronomic improvement of sweetpotato has lagged behind other major food crops due to a lack of genomic and genetic resources and inherent challenges in breeding a heterozygous, clonally propagated polyploid. Here, we report the genome sequences of its two diploid relatives, I. trifida and I. triloba, and show that these high-quality genome assemblies are robust references for hexaploid sweetpotato. Comparative and phylogenetic analyses reveal insights into the ancient whole-genome triplication history of Ipomoea and evolutionary relationships within the Batatas complex. Using resequencing data from 16 genotypes widely used in African breeding programs, genes and alleles associated with carotenoid biosynthesis in storage roots are identified, which may enable efficient breeding of varieties with high provitamin A content. These resources will facilitate genome-enabled breeding in this important food security crop.
Collapse
Affiliation(s)
- Shan Wu
- Boyce Thompson Institute, Cornell University, Ithaca, NY, 14853, USA
| | - Kin H Lau
- Department of Plant Biology, Michigan State University, East Lansing, MI, 48824, USA
| | - Qinghe Cao
- Boyce Thompson Institute, Cornell University, Ithaca, NY, 14853, USA
- Jiangsu Xuzhou Sweetpotato Research Center, Xuzhou, Jiangsu, 221131, China
| | - John P Hamilton
- Department of Plant Biology, Michigan State University, East Lansing, MI, 48824, USA
| | - Honghe Sun
- Boyce Thompson Institute, Cornell University, Ithaca, NY, 14853, USA
- National Engineering Research Center for Vegetables, Beijing Academy of Agriculture and Forestry Sciences, Beijing, 100097, China
| | - Chenxi Zhou
- Institute for Molecular Bioscience, University of Queensland, St Lucia, Brisbane, QLD, 4072, Australia
| | - Lauren Eserman
- Department of Plant Biology, University of Georgia, Athens, GA, 30602, USA
- Department of Conservation and Research, Atlanta Botanical Garden, Atlanta, GA, 30309, USA
| | | | - Bode A Olukolu
- Department of Horticultural Science, North Carolina State University, Raleigh, NC, 27695, USA
- Department of Entomology and Plant Pathology, University of Tennessee, Knoxville, TN, 37996, USA
| | - Haiyan Wang
- Department of Plant Biology, Michigan State University, East Lansing, MI, 48824, USA
- Department of Horticulture, Michigan State University, East Lansing, MI, 48824, USA
| | - Emily Crisovan
- Department of Plant Biology, Michigan State University, East Lansing, MI, 48824, USA
| | - Grant T Godden
- Department of Plant Biology, Michigan State University, East Lansing, MI, 48824, USA
| | - Chen Jiao
- Boyce Thompson Institute, Cornell University, Ithaca, NY, 14853, USA
| | - Xin Wang
- Boyce Thompson Institute, Cornell University, Ithaca, NY, 14853, USA
| | - Mercy Kitavi
- International Potato Center, Nairobi, 00603, Kenya
| | | | - Brieanne Vaillancourt
- Department of Plant Biology, Michigan State University, East Lansing, MI, 48824, USA
| | | | - Xinsun Yang
- Food Crops Institute, Hubei Academy of Agricultural Sciences, Wuhan, 430064, China
| | - Kan Bao
- Boyce Thompson Institute, Cornell University, Ithaca, NY, 14853, USA
| | - Jennifer Schaff
- Genomic Sciences Laboratory, North Carolina State University, Raleigh, NC, 27695, USA
| | - Jan Kreuze
- International Potato Center, Lima 12, Peru
| | | | - Awais Khan
- International Potato Center, Lima 12, Peru
- Plant Pathology and Plant-Microbe Biology Section, Cornell University, Geneva, NY, 14456, USA
| | | | - Daifu Ma
- Jiangsu Xuzhou Sweetpotato Research Center, Xuzhou, Jiangsu, 221131, China
| | - Jiming Jiang
- Department of Plant Biology, Michigan State University, East Lansing, MI, 48824, USA
- Department of Horticulture, Michigan State University, East Lansing, MI, 48824, USA
| | | | - Jim Leebens-Mack
- Department of Plant Biology, University of Georgia, Athens, GA, 30602, USA
| | - Lachlan J M Coin
- Institute for Molecular Bioscience, University of Queensland, St Lucia, Brisbane, QLD, 4072, Australia
| | - G Craig Yencho
- Department of Horticultural Science, North Carolina State University, Raleigh, NC, 27695, USA
| | - C Robin Buell
- Department of Plant Biology, Michigan State University, East Lansing, MI, 48824, USA.
- Plant Resilience Institute, Michigan State University, East Lansing, MI, 48824, USA.
| | - Zhangjun Fei
- Boyce Thompson Institute, Cornell University, Ithaca, NY, 14853, USA.
- USDA-ARS Robert W. Holley Center for Agriculture and Health, Ithaca, NY, 14853, USA.
| |
Collapse
|
18
|
Zhou C, Duarte T, Silvestre R, Rossel G, Mwanga ROM, Khan A, George AW, Fei Z, Yencho GC, Ellis D, Coin LJM. Insights into population structure of East African sweetpotato cultivars from hybrid assembly of chloroplast genomes. Gates Open Res 2018; 2:41. [PMID: 33062940 PMCID: PMC7536352 DOI: 10.12688/gatesopenres.12856.1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/30/2018] [Indexed: 03/31/2024] Open
Abstract
Background: The chloroplast (cp) genome is an important resource for studying plant diversity and phylogeny. Assembly of the cp genomes from next-generation sequencing data is complicated by the presence of two large inverted repeats contained in the cp DNA. Methods: We constructed a complete circular cp genome assembly for the hexaploid sweetpotato using extremely low coverage (<1×) Oxford Nanopore whole-genome sequencing (WGS) data coupled with Illumina sequencing data for polishing. Results: The sweetpotato cp genome of 161,274 bp contains 152 genes, of which there are 96 protein coding genes, 8 rRNA genes and 48 tRNA genes. Using the cp genome assembly as a reference, we constructed complete cp genome assemblies for a further 17 sweetpotato cultivars from East Africa and an I. triloba line using Illumina WGS data. Analysis of the sweetpotato cp genomes demonstrated the presence of two distinct subpopulations in East Africa. Phylogenetic analysis of the cp genomes of the species from the Convolvulaceae Ipomoea section Batatas revealed that the most closely related diploid wild species of the hexaploid sweetpotato is I. trifida. Conclusions: Nanopore long reads are helpful in construction of cp genome assemblies, especially in solving the two long inverted repeats. We are generally able to extract cp sequences from WGS data of sufficiently high coverage for assembly of cp genomes. The cp genomes can be used to investigate the population structure and the phylogenetic relationship for the sweetpotato.
Collapse
Affiliation(s)
- Chenxi Zhou
- Institute for Molecular Bioscience, University of Queensland, St Lucia, Brisbane, QLD, 4072, Australia
| | - Tania Duarte
- Institute for Molecular Bioscience, University of Queensland, St Lucia, Brisbane, QLD, 4072, Australia
| | | | | | | | - Awais Khan
- International Potato Center, P.O. Box 1558, Lima 12, Peru
- Plant Pathology and Plant-Microbe Biology Section, School of Integrative Plant Science, Cornell University, Geneva, NY, 14456, USA
| | - Andrew W. George
- Data61, CSIRO, Ecosciences Precinct, Brisbane, QLD, 4102, Australia
| | - Zhangjun Fei
- Boyce Thompson Institute, Cornell University, Ithaca, NY, 14853, USA
| | - G. Craig Yencho
- Department of Horticulture, North Carolina State University, Raleigh, North Carolina, 27695, USA
| | - David Ellis
- International Potato Center, P.O. Box 1558, Lima 12, Peru
| | - Lachlan J. M. Coin
- Institute for Molecular Bioscience, University of Queensland, St Lucia, Brisbane, QLD, 4072, Australia
| |
Collapse
|