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Sodedji KAF, Assogbadjo AE, Lee B, Kim HY. An Integrated Approach for Biofortification of Carotenoids in Cowpea for Human Nutrition and Health. PLANTS (BASEL, SWITZERLAND) 2024; 13:412. [PMID: 38337945 PMCID: PMC10856932 DOI: 10.3390/plants13030412] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/02/2024] [Revised: 01/26/2024] [Accepted: 01/28/2024] [Indexed: 02/12/2024]
Abstract
Stress-resilient and highly nutritious legume crops can alleviate the burden of malnutrition and food security globally. Here, we focused on cowpea, a legume grain widely grown and consumed in regions at a high risk of micronutrient deficiencies, and we discussed the past and present research on carotenoid biosynthesis, highlighting different knowledge gaps and prospects for increasing this micronutrient in various edible parts of the crop. The literature survey revealed that, although carotenoids are important micronutrients for human health and nutrition, like in many other pulses, the potential of carotenoid biofortification in cowpea is still underexploited. We found that there is, to some extent, progress in the quantification of this micronutrient in cowpea; however, the diversity in content in the edible parts of the crop, namely, grains, pods, sprouts, and leaves, among the existing cowpea genetic resources was uncovered. Based on the description of the different factors that can influence carotenoid biosynthesis and accumulation in cowpea, we anticipated that an integrated use of omics in breeding coupled with mutagenesis and genetic engineering in a plant factory system would help to achieve a timely and efficient increase in carotenoid content in cowpea for use in the food systems in sub-Saharan Africa and South Asia.
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Affiliation(s)
- Kpedetin Ariel Frejus Sodedji
- Smart Farm Research Center, Korea Institute of Science and Technology (KIST), Gangneung 25451, Republic of Korea;
- Division of Bio-Medical Science and Technology, KIST School, Korea University of Science and Technology (UST), Daejeon 34113, Republic of Korea
- Non-Timber Forest Products and Orphan Crop Species Unit, Laboratory of Applied Ecology (LEA), University of Abomey-Calavi (UAC), Cotonou 05 BP 1752, Benin;
| | - Achille Ephrem Assogbadjo
- Non-Timber Forest Products and Orphan Crop Species Unit, Laboratory of Applied Ecology (LEA), University of Abomey-Calavi (UAC), Cotonou 05 BP 1752, Benin;
| | - Bokyung Lee
- Department of Health Sciences, The Graduate School of Dong-A University, Busan 49315, Republic of Korea
- Department of Food Science and Nutrition, Dong-A University, Busan 49315, Republic of Korea
| | - Ho-Youn Kim
- Smart Farm Research Center, Korea Institute of Science and Technology (KIST), Gangneung 25451, Republic of Korea;
- Division of Bio-Medical Science and Technology, KIST School, Korea University of Science and Technology (UST), Daejeon 34113, Republic of Korea
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Kitavi M, Gemenet DC, Wood JC, Hamilton JP, Wu S, Fei Z, Khan A, Buell CR. Identification of genes associated with abiotic stress tolerance in sweetpotato using weighted gene co-expression network analysis. PLANT DIRECT 2023; 7:e532. [PMID: 37794882 PMCID: PMC10546384 DOI: 10.1002/pld3.532] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/28/2023] [Revised: 04/22/2023] [Accepted: 08/31/2023] [Indexed: 10/06/2023]
Abstract
Sweetpotato, Ipomoea batatas (L.), a key food security crop, is negatively impacted by heat, drought, and salinity stress. The orange-fleshed sweetpotato cultivar "Beauregard" was exposed to heat, salt, and drought treatments for 24 and 48 h to identify genes responding to each stress condition in leaves. Analysis revealed both common (35 up regulated, 259 down regulated genes in the three stress conditions) and unique sets of up regulated (1337 genes by drought, 516 genes by heat, and 97 genes by salt stress) and down regulated (2445 genes by drought, 678 genes by heat, and 204 genes by salt stress) differentially expressed genes (DEGs) suggesting common, yet stress-specific transcriptional responses to these three abiotic stressors. Gene Ontology analysis of down regulated DEGs common to both heat and salt stress revealed enrichment of terms associated with "cell population proliferation" suggestive of an impact on the cell cycle by the two stress conditions. To identify shared and unique gene co-expression networks under multiple abiotic stress conditions, weighted gene co-expression network analysis was performed using gene expression profiles from heat, salt, and drought stress treated 'Beauregard' leaves yielding 18 co-expression modules. One module was enriched for "response to water deprivation," "response to abscisic acid," and "nitrate transport" indicating synergetic crosstalk between nitrogen, water, and phytohormones with genes encoding osmotin, cell expansion, and cell wall modification proteins present as key hub genes in this drought-associated module. This research lays the groundwork for exploring to a further degree, mechanisms for abiotic stress tolerance in sweetpotato.
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Affiliation(s)
- Mercy Kitavi
- Research Technology Support Facility (RTSF)Michigan State UniversityEast LansingMichiganUSA
- Center for Applied Genetic TechnologiesUniversity of GeorgiaAthensGeorgiaUSA
| | - Dorcus C. Gemenet
- International Potato CenterLimaPeru
- International Maize and Wheat Improvement Center (CIMMYT), ICRAF HouseNairobiKenya
| | - Joshua C. Wood
- Center for Applied Genetic TechnologiesUniversity of GeorgiaAthensGeorgiaUSA
| | - John P. Hamilton
- Center for Applied Genetic TechnologiesUniversity of GeorgiaAthensGeorgiaUSA
- Department of Crop & Soil SciencesUniversity of GeorgiaAthensGeorgiaUSA
| | - Shan Wu
- Boyce Thompson InstituteCornell UniversityIthacaNew YorkUSA
| | - Zhangjun Fei
- Boyce Thompson InstituteCornell UniversityIthacaNew YorkUSA
| | - Awais Khan
- International Potato CenterLimaPeru
- Present address:
Plant Pathology and Plant‐Microbe Biology Section, School of Integrative Plant ScienceCornell UniversityGenevaNew YorkUSA
| | - C. Robin Buell
- Center for Applied Genetic TechnologiesUniversity of GeorgiaAthensGeorgiaUSA
- Department of Crop & Soil SciencesUniversity of GeorgiaAthensGeorgiaUSA
- Institute of Plant Breeding, Genetics, & GenomicsUniversity of GeorgiaAthensGeorgiaUSA
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Haque E, Shirasawa K, Suematsu K, Tabuchi H, Isobe S, Tanaka M. Polyploid GWAS reveals the basis of molecular marker development for complex breeding traits including starch content in the storage roots of sweet potato. FRONTIERS IN PLANT SCIENCE 2023; 14:1181909. [PMID: 37342138 PMCID: PMC10277646 DOI: 10.3389/fpls.2023.1181909] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/08/2023] [Accepted: 05/08/2023] [Indexed: 06/22/2023]
Abstract
Given the importance of prioritizing genome-based breeding of sweet potato to enable the promotion of food and nutritional security for future human societies, here, we aimed to dissect the genetic basis of storage root starch content (SC) when associated with a complex set of breeding traits including dry matter (DM) rate, storage root fresh weight (SRFW), and anthocyanin (AN) content in a mapping population containing purple-fleshed sweet potato. A polyploid genome-wide association study (GWAS) was extensively exploited using 90,222 single-nucleotide polymorphisms (SNPs) obtained from a bi-parental 204 F1 population between 'Konaishin' (having high SC but no AN) and 'Akemurasaki' (having high AN content but moderate SC). Through the comparison of polyploid GWAS on the whole set of the 204 F1, 93 high-AN-containing F1, and 111 low-AN-containing F1 populations, a total of two (consists of six SNPs), two (14 SNPs), four (eight SNPs), and nine (214 SNPs) significantly associated signals were identified for the variations of SC, DM, SRFW, and the relative AN content, respectively. Of them, a novel signal associated with SC, which was most consistent in 2019 and 2020 in both the 204 F1 and 111 low-AN-containing F1 populations, was identified in homologous group 15. The five SNP markers associated with homologous group 15 could affect SC improvement with a degree of positive effect (~4.33) and screen high-starch-containing lines with higher efficiency (~68%). In a database search of 62 genes involved in starch metabolism, five genes including enzyme genes granule-bound starch synthase I (IbGBSSI), α-amylase 1D, α-amylase 1E, and α-amylase 3, and one transporter gene ATP/ADP-transporter were located on homologous group 15. In an extensive qRT-PCR of these genes using the storage roots harvested at 2, 3, and 4 months after field transplantation in 2022, IbGBSSI, which encodes the starch synthase isozyme that catalyzes the biosynthesis of amylose molecule, was most consistently elevated during starch accumulation in sweet potato. These results would enhance our understanding of the underlying genetic basis of a complex set of breeding traits in the starchy roots of sweet potato, and the molecular information, particularly for SC, would be a potential platform for molecular marker development for this trait.
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Affiliation(s)
- Emdadul Haque
- Kyushu Okinawa Agricultural Research Center, National Agriculture and Food Research Organization, Miyakonojo, Japan
| | - Kenta Shirasawa
- Department of Frontier Research and Development, Kazusa DNA Research Institute, Kisarazu, Japan
| | - Keisuke Suematsu
- Kyushu Okinawa Agricultural Research Center, National Agriculture and Food Research Organization, Miyakonojo, Japan
| | - Hiroaki Tabuchi
- Kyushu Okinawa Agricultural Research Center, National Agriculture and Food Research Organization, Miyakonojo, Japan
| | - Sachiko Isobe
- Department of Frontier Research and Development, Kazusa DNA Research Institute, Kisarazu, Japan
| | - Masaru Tanaka
- Kyushu Okinawa Agricultural Research Center, National Agriculture and Food Research Organization, Miyakonojo, Japan
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Nie H, Park H, Kim S, Kim D, Kim S, Kwon SY, Kim SH. Genetic diversity assessment and genome-wide association study reveal candidate genes associated with component traits in sweet potato (Ipomoea batatas (L.) Lam). Mol Genet Genomics 2023; 298:653-667. [PMID: 36943475 DOI: 10.1007/s00438-023-02007-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2022] [Accepted: 03/11/2023] [Indexed: 03/23/2023]
Abstract
The Korean sweet potatoes were bred by various cultivars introduced from Japanese, American, Porto Rico, China, and Burundi. This issue enriched their genetic diversity but also resulted in a mixture of cultivars. For genotyping, we collected and sequenced 66 sweet potato germplasms from different localities around Korea, including 36 modern cultivars, 5 local cultivars, and 25 foreign cultivars. This identified 447.6 million trimmed reads and 324.8 million mapping reads and provided 39,424 single nucleotide polymorphisms (SNPs) markers. Phylogenetic clustering and population structure analysis distinctly classified these germplasms into 5 genetic groups, group 1, group 2, group 3, group 4, and group 5, containing 20, 15, 10, 7, and 14 accessions, respectively. Sixty-three significant SNPs were selected by genome-wide association for sugar composition-related traits (fructose, glucose, and total sugars), total starch, amylose content, and total carotenoid of the storage root. A total of 37 candidate genes encompassing these significant SNPs were identified, among which, 7 genes were annotated to involve in sugar and starch metabolism, including galactose metabolism (itf04g30630), starch and sucrose metabolism (itf03g13270, itf15g09320), carbohydrate metabolism (itf14g10250), carbohydrate and amino acid metabolism (itf12g19270), and amino sugar and nucleotide sugar metabolism (itf03g21950, itf15g04880). This results indicated that sugar and starch are important characteristics to determine the genetic diversity of sweet potatoes. These findings not only illustrate the importance of component traits to genotyping sweet potatoes but also explain an important reason resulting in genetic diversity of sweet potato.
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Affiliation(s)
- Hualin Nie
- Department of Environmental Horticulture, University of Seoul, Seoul, 02504, South Korea
- Plant Systems Engineering Research Center, Korea Research Institute of Bioscience and Biotechnology, Daejeon, 34141, South Korea
| | - Hyungjun Park
- Department of Environmental Horticulture, University of Seoul, Seoul, 02504, South Korea
- Interdisciplinary Graduate School of Agriculture and Engineering, University of Miyazaki, Miyazaki, 889-2192, Japan
| | - Sujung Kim
- Bioenergy Crop Research Institute, National Institute of Crop Science, Rural Development Administration, Muan, 58545, Republic of Korea
| | - Doyeon Kim
- Department of Environmental Horticulture, University of Seoul, Seoul, 02504, South Korea
| | - Seungill Kim
- Department of Environmental Horticulture, University of Seoul, Seoul, 02504, South Korea
| | - Suk-Yoon Kwon
- Plant Systems Engineering Research Center, Korea Research Institute of Bioscience and Biotechnology, Daejeon, 34141, South Korea
- Biosystems and Bioengineering Program, KRIBB School of Biotechnology, University of Science and Technology, Daejeon, 34113, South Korea
| | - Sun-Hyung Kim
- Department of Environmental Horticulture, University of Seoul, Seoul, 02504, South Korea.
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Zhang J, He L, Dong J, Zhao C, Wang Y, Tang R, Wang W, Ji Z, Cao Q, Xie H, Wu Z, Li R, Yuan L, Jia X. Integrated metabolic and transcriptional analysis reveals the role of carotenoid cleavage dioxygenase 4 (IbCCD4) in carotenoid accumulation in sweetpotato tuberous roots. BIOTECHNOLOGY FOR BIOFUELS AND BIOPRODUCTS 2023; 16:45. [PMID: 36918944 PMCID: PMC10012543 DOI: 10.1186/s13068-023-02299-y] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/10/2022] [Accepted: 03/03/2023] [Indexed: 03/16/2023]
Abstract
BACKGROUND Plant carotenoids are essential for human health, having wide uses in dietary supplements, food colorants, animal feed additives, and cosmetics. With the increasing demand for natural carotenoids, plant carotenoids have gained great interest in both academic and industry research worldwide. Orange-fleshed sweetpotato (Ipomoea batatas) enriched with carotenoids is an ideal feedstock for producing natural carotenoids. However, limited information is available regarding the molecular mechanism responsible for carotenoid metabolism in sweetpotato tuberous roots. RESULTS In this study, metabolic profiling of carotenoids and gene expression analysis were conducted at six tuberous root developmental stages of three sweetpotato varieties with different flesh colors. The correlations between the expression of carotenoid metabolic genes and carotenoid levels suggested that the carotenoid cleavage dioxygenase 4 (IbCCD4) and 9-cis-epoxycarotenoid cleavage dioxygenases 3 (IbNCED3) play important roles in the regulation of carotenoid contents in sweetpotato. Transgenic experiments confirmed that the total carotenoid content decreased in the tuberous roots of IbCCD4-overexpressing sweetpotato. In addition, IbCCD4 may be regulated by two stress-related transcription factors, IbWRKY20 and IbCBF2, implying that the carotenoid accumulation in sweeetpotato is possibly fine-tuned in responses to stress signals. CONCLUSIONS A set of key genes were revealed to be responsible for carotenoid accumulation in sweetpotato, with IbCCD4 acts as a crucial player. Our findings provided new insights into carotenoid metabolism in sweetpotato tuberous roots and insinuated IbCCD4 to be a target gene in the development of new sweetpotato varieties with high carotenoid production.
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Affiliation(s)
- Jie Zhang
- College of Agriculture, Shanxi Agricultural University, Jinzhong, China
| | - Liheng He
- College of Agriculture, Shanxi Agricultural University, Jinzhong, China
| | - Jingjing Dong
- College of Agriculture, Shanxi Agricultural University, Jinzhong, China.,Department of Life Sciences, Changzhi University, Changzhi, China
| | - Cailiang Zhao
- College of Agriculture, Shanxi Agricultural University, Jinzhong, China
| | - Yujie Wang
- State Key Laboratory of Cotton Biology, Henan Joint International Laboratory for Crop Multi-Omics Research, School of Life Sciences, Henan University, Kaifeng, China
| | - Ruimin Tang
- College of Life Sciences, Shanxi Agricultural University, Jinzhong, China
| | - Wenbin Wang
- College of Life Sciences, Shanxi Agricultural University, Jinzhong, China
| | - Zhixian Ji
- Institute of Crop and Nuclear Technology Utilization, Zhejiang Academy of Agricultural Sciences, Hangzhou, China
| | - Qinghe Cao
- Xuzhou Sweetpotato Research Center, Xuzhou Institute of Agricultural Sciences, Key Laboratory of Sweetpotato Biology and Genetic Breeding, Ministry of Agriculture, Xuzhou, China
| | - Hong'e Xie
- Institute of Cotton Research, Shanxi Agricultural University, Yuncheng, China
| | - Zongxin Wu
- Institute of Cotton Research, Shanxi Agricultural University, Yuncheng, China
| | - Runzhi Li
- College of Agriculture, Shanxi Agricultural University, Jinzhong, China
| | - Ling Yuan
- Department of Plant and Soil Sciences, Kentucky Tobacco Research & Development Center, University of Kentucky, Lexington, USA
| | - Xiaoyun Jia
- College of Life Sciences, Shanxi Agricultural University, Jinzhong, China.
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Allan MC, Read QD, Johanningsmeier SD. Impact of sweetpotato starch structures, thermal properties, and granules sizes on sweetpotato fry textures. Food Hydrocoll 2022. [DOI: 10.1016/j.foodhyd.2022.108377] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
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Drapal M, Gerrish C, Fraser PD. Changes in carbon allocation and subplastidal amyloplast structures of specialised Ipomoea batatas (sweet potato) storage root phenotypes. PHYTOCHEMISTRY 2022; 203:113409. [PMID: 36049525 DOI: 10.1016/j.phytochem.2022.113409] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/11/2022] [Revised: 08/19/2022] [Accepted: 08/20/2022] [Indexed: 06/15/2023]
Abstract
Vitamin A deficiency (VAD) in Low and Medium Income countries remains a major health concern. Ipomoea batatas, orange sweet potato (OSP), is one of the biofortification solutions being implemented by the World Health Organisation (WHO) to combat VAD. However, high provitamin A (β-carotene) content has been associated with a reduction in dry matter, reducing calorific value and having adverse effects on consumer traits. Both starch and carotenoid formation are located in amyloplasts and could potentially compete for the same precursors. Hence, five different sweet potato storage root phenotypes were characterized through spatial metabolomics and proteomics at the sub-plastidal level. The metabolite data suggested an indirect correlation of starch and carotenoids through the TCA cycle and pentose phosphate pathway. Furthermore, a change in lipid composition was observed to accommodate the storage of carotenoids in the hydrophilic environment of the amyloplast. The data suggests an alteration of cellular ultra-structures and perturbation of metabolism in high β-carotene producing sweet potato roots. This corroborates with previous gene expression analysis through biochemical analysis of sweet potato root tissue.
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Affiliation(s)
- Margit Drapal
- School of Biological Sciences, Royal Holloway University of London, Egham, TW200EX, United Kingdom
| | - Christopher Gerrish
- School of Biological Sciences, Royal Holloway University of London, Egham, TW200EX, United Kingdom
| | - Paul D Fraser
- School of Biological Sciences, Royal Holloway University of London, Egham, TW200EX, United Kingdom.
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Xiao S, Dai X, Zhao L, Zhou Z, Zhao L, Xu P, Gao B, Zhang A, Zhao D, Yuan R, Wang Y, Wang J, Li Q, Cao Q. Resequencing of sweetpotato germplasm resources reveals key loci associated with multiple agronomic traits. HORTICULTURE RESEARCH 2022; 10:uhac234. [PMID: 36643760 PMCID: PMC9832839 DOI: 10.1093/hr/uhac234] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/25/2022] [Accepted: 10/13/2022] [Indexed: 06/17/2023]
Abstract
Sweetpotato is an important crop that exhibits hexaploidy and high heterozygosity, which limits gene mining for important agronomic traits. Here, 314 sweetpotato germplasm resources were deeply resequenced, and 4 599 509 SNPs and 846 654 InDels were generated, among which 196 124 SNPs were nonsynonymous and 9690 InDels were frameshifted. Based on the Indels, genome-wide marker primers were designed, and 3219 of 40 366 primer pairs were selected to construct the core InDel marker set. The molecular ID of 104 sweetpotato samples verified the availability of these primers. The sweetpotato population structures were then assessed through multiple approaches using SNPs, and diverse approaches demonstrated that population stratification was not obvious for most Chinese germplasm resources. As many as 20 important agronomic traits were evaluated, and a genome-wide association study was conducted on these traits. A total of 19 high-confidence loci were detected in both models. These loci included several candidate genes, such as IbMYB1, IbZEP1, and IbYABBY1, which might be involved in anthocyanin metabolism, carotenoid metabolism, and leaf morphogenesis, respectively. Among them, IbZEP1 and IbYABBY1 were first reported in sweetpotato. The variants in the promoter and the expression levels of IbZEP1 were significantly correlated with flesh color (orange or not orange) in sweetpotato. The expression levels of IbYABBY1 were also correlated with leaf shape. These results will assist in genetic and breeding studies in sweetpotato.
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Affiliation(s)
| | | | | | - Zhilin Zhou
- Jiangsu Xuzhou Sweetpotato Research Center/Sweetpotato Research Institute, Chinese Agricultural Academy of Sciences, Xuzhou 221131, China
| | - Lukuan Zhao
- Jiangsu Xuzhou Sweetpotato Research Center/Sweetpotato Research Institute, Chinese Agricultural Academy of Sciences, Xuzhou 221131, China
| | - Pan Xu
- College of Pastoral Agriculture Science and Technology, Lanzhou University, Lanzhou 730020, China
| | - Bingqian Gao
- Jiangsu Xuzhou Sweetpotato Research Center/Sweetpotato Research Institute, Chinese Agricultural Academy of Sciences, Xuzhou 221131, China
| | - An Zhang
- Jiangsu Xuzhou Sweetpotato Research Center/Sweetpotato Research Institute, Chinese Agricultural Academy of Sciences, Xuzhou 221131, China
| | - Donglan Zhao
- Jiangsu Xuzhou Sweetpotato Research Center/Sweetpotato Research Institute, Chinese Agricultural Academy of Sciences, Xuzhou 221131, China
| | - Rui Yuan
- Jiangsu Xuzhou Sweetpotato Research Center/Sweetpotato Research Institute, Chinese Agricultural Academy of Sciences, Xuzhou 221131, China
| | - Yao Wang
- Jiangsu Xuzhou Sweetpotato Research Center/Sweetpotato Research Institute, Chinese Agricultural Academy of Sciences, Xuzhou 221131, China
| | - Jie Wang
- Jiangsu Xuzhou Sweetpotato Research Center/Sweetpotato Research Institute, Chinese Agricultural Academy of Sciences, Xuzhou 221131, China
| | - Qinglian Li
- Jiangsu Xuzhou Sweetpotato Research Center/Sweetpotato Research Institute, Chinese Agricultural Academy of Sciences, Xuzhou 221131, China
| | - Qinghe Cao
- Correspondence: Qinghe Cao (); Tel.: 086-0516-82189205; Fax: 086-0516-82189205
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Montanari S, Thomson S, Cordiner S, Günther CS, Miller P, Deng CH, McGhie T, Knäbel M, Foster T, Turner J, Chagné D, Espley R. High-density linkage map construction in an autotetraploid blueberry population and detection of quantitative trait loci for anthocyanin content. FRONTIERS IN PLANT SCIENCE 2022; 13:965397. [PMID: 36247546 PMCID: PMC9555082 DOI: 10.3389/fpls.2022.965397] [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: 06/09/2022] [Accepted: 08/19/2022] [Indexed: 06/16/2023]
Abstract
Highbush blueberry (Vaccinium corymbosum, 2n = 4x = 48) is the most cultivated type of blueberry, both in New Zealand and overseas. Its perceived nutritional value is conferred by phytonutrients, particularly anthocyanins. Identifying the genetic mechanisms that control the biosynthesis of these metabolites would enable faster development of cultivars with improved fruit qualities. Here, we used recently released tools for genetic mapping in autotetraploids to build a high-density linkage map in highbush blueberry and to detect quantitative trait loci (QTLs) for fruit anthocyanin content. Genotyping was performed by target sequencing, with ∼18,000 single nucleotide polymorphism (SNP) markers being mapped into 12 phased linkage groups (LGs). Fruits were harvested when ripe for two seasons and analyzed with high-performance liquid chromatography-mass spectrometry (HPLC-MS): 25 different anthocyanin compounds were identified and quantified. Two major QTLs that were stable across years were discovered, one on LG2 and one on LG4, and the underlying candidate genes were identified. Interestingly, the presence of anthocyanins containing acylated sugars appeared to be under strong genetic control. Information gained in this study will enable the design of molecular markers for marker-assisted selection and will help build a better understanding of the genetic control of anthocyanin biosynthesis in this crop.
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Affiliation(s)
- Sara Montanari
- The New Zealand Institute for Plant and Food Research Limited, Motueka, New Zealand
| | - Susan Thomson
- The New Zealand Institute for Plant and Food Research Limited, Lincoln, New Zealand
| | - Sarah Cordiner
- The New Zealand Institute for Plant and Food Research Limited, Palmerston North, New Zealand
| | - Catrin S. Günther
- The New Zealand Institute for Plant and Food Research Limited, Ruakura, New Zealand
| | - Poppy Miller
- The New Zealand Institute for Plant and Food Research Limited, Te Puke, New Zealand
| | - Cecilia H. Deng
- The New Zealand Institute for Plant and Food Research Limited, Auckland, New Zealand
| | - Tony McGhie
- The New Zealand Institute for Plant and Food Research Limited, Palmerston North, New Zealand
| | - Mareike Knäbel
- The New Zealand Institute for Plant and Food Research Limited, Palmerston North, New Zealand
| | - Toshi Foster
- The New Zealand Institute for Plant and Food Research Limited, Motueka, New Zealand
| | - Janice Turner
- The New Zealand Institute for Plant and Food Research Limited, Motueka, New Zealand
| | - David Chagné
- The New Zealand Institute for Plant and Food Research Limited, Palmerston North, New Zealand
| | - Richard Espley
- The New Zealand Institute for Plant and Food Research Limited, Auckland, New Zealand
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10
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Yan M, Nie H, Wang Y, Wang X, Jarret R, Zhao J, Wang H, Yang J. Exploring and exploiting genetics and genomics for sweetpotato improvement: Status and perspectives. PLANT COMMUNICATIONS 2022; 3:100332. [PMID: 35643086 PMCID: PMC9482988 DOI: 10.1016/j.xplc.2022.100332] [Citation(s) in RCA: 21] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/26/2021] [Revised: 04/17/2022] [Accepted: 05/02/2022] [Indexed: 05/14/2023]
Abstract
Sweetpotato (Ipomoea batatas (L.) Lam.) is one of the most important root crops cultivated worldwide. Because of its adaptability, high yield potential, and nutritional value, sweetpotato has become an important food crop, particularly in developing countries. To ensure adequate crop yields to meet increasing demand, it is essential to enhance the tolerance of sweetpotato to environmental stresses and other yield-limiting factors. The highly heterozygous hexaploid genome of I. batatas complicates genetic studies and limits improvement of sweetpotato through traditional breeding. However, application of next-generation sequencing and high-throughput genotyping and phenotyping technologies to sweetpotato genetics and genomics research has provided new tools and resources for crop improvement. In this review, we discuss the genomics resources that are available for sweetpotato, including the current reference genome, databases, and available bioinformatics tools. We systematically review the current state of knowledge on the polyploid genetics of sweetpotato, including studies of its origin and germplasm diversity and the associated mapping of important agricultural traits. We then outline the conventional and molecular breeding approaches that have been applied to sweetpotato. Finally, we discuss future goals for genetic studies of sweetpotato and crop improvement via breeding in combination with state-of-the-art multi-omics approaches such as genomic selection and gene editing. These approaches will advance and accelerate genetic improvement of this important root crop and facilitate its sustainable global production.
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Affiliation(s)
- Mengxiao Yan
- Shanghai Key Laboratory of Plant Functional Genomics and Resources, Shanghai Chenshan Botanical Garden, Shanghai 201602, China
| | - Haozhen Nie
- Shanghai Key Laboratory of Plant Functional Genomics and Resources, Shanghai Chenshan Botanical Garden, Shanghai 201602, China
| | - Yunze Wang
- Shanghai Key Laboratory of Plant Functional Genomics and Resources, Shanghai Chenshan Botanical Garden, Shanghai 201602, China; College of Life Sciences, Shanghai Normal University, Shanghai 200234, China
| | - Xinyi Wang
- Shanghai Key Laboratory of Plant Functional Genomics and Resources, Shanghai Chenshan Botanical Garden, Shanghai 201602, China; College of Life Sciences, Shanghai Normal University, Shanghai 200234, China
| | | | - Jiamin Zhao
- Shanghai Key Laboratory of Plant Functional Genomics and Resources, Shanghai Chenshan Botanical Garden, Shanghai 201602, China; College of Life Sciences, Shanghai Normal University, Shanghai 200234, China
| | - Hongxia Wang
- Shanghai Key Laboratory of Plant Functional Genomics and Resources, Shanghai Chenshan Botanical Garden, Shanghai 201602, China; National Key Laboratory of Plant Molecular Genetics, CAS Center for Excellence in Molecular Plant Sciences, Chinese Academy of Sciences, Shanghai 200032, China.
| | - Jun Yang
- Shanghai Key Laboratory of Plant Functional Genomics and Resources, Shanghai Chenshan Botanical Garden, Shanghai 201602, China; National Key Laboratory of Plant Molecular Genetics, CAS Center for Excellence in Molecular Plant Sciences, Chinese Academy of Sciences, Shanghai 200032, China.
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Zhao L, Jia T, Jiao Q, Hu X. Research Progress in J-Proteins in the Chloroplast. Genes (Basel) 2022; 13:1469. [PMID: 36011380 PMCID: PMC9407819 DOI: 10.3390/genes13081469] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2022] [Revised: 08/11/2022] [Accepted: 08/16/2022] [Indexed: 11/16/2022] Open
Abstract
The J-proteins, also called DNAJ-proteins or heat shock protein 40 (HSP40), are one of the famous molecular chaperones. J-proteins, HSP70s and other chaperones work together as constitute ubiquitous types of molecular chaperone complex, which function in a wide variety of physiological processes. J-proteins are widely distributed in major cellular compartments. In the chloroplast of higher plants, around 18 J-proteins and multiple J-like proteins are present; however, the functions of most of them remain unclear. During the last few years, important progress has been made in the research on their roles in plants. There is increasing evidence that the chloroplast J-proteins play essential roles in chloroplast development, photosynthesis, seed germination and stress response. Here, we summarize recent research advances on the roles of J-proteins in the chloroplast, and discuss the open questions that remain in this field.
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Affiliation(s)
- Lu Zhao
- College of Bioscience and Biotechnology, Yangzhou University, Yangzhou 225009, China
| | - Ting Jia
- Joint International Research Laboratory of Agriculture and Agri-Product Safety of the Ministry of Education of China, Yangzhou University, Yangzhou 225009, China
| | - Qingsong Jiao
- College of Bioscience and Biotechnology, Yangzhou University, Yangzhou 225009, China
| | - Xueyun Hu
- College of Bioscience and Biotechnology, Yangzhou University, Yangzhou 225009, China
- Joint International Research Laboratory of Agriculture and Agri-Product Safety of the Ministry of Education of China, Yangzhou University, Yangzhou 225009, China
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12
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He MX, Wang JL, Lin YY, Huang JC, Liu AZ, Chen F. Engineering an oilseed crop for hyper-accumulation of carotenoids in the seeds without using a traditional marker gene. PLANT CELL REPORTS 2022; 41:1751-1761. [PMID: 35748890 DOI: 10.1007/s00299-022-02889-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/20/2022] [Accepted: 05/25/2022] [Indexed: 06/15/2023]
Abstract
Ketocarotenoids were synthesized successfully in Camelina sativa seeds by genetic modification without using a traditional selection marker genes. This method provided an interesting tool for metabolic engineering of seed crops. Camelina sativa (L.) Crantz is an important oil crop with many excellent agronomic traits. This model oil plant has been exploited to accumulate value-added bioproducts using genetic manipulation that depends on antibiotic- or herbicide-based selection marker genes (SMG), one of the major concerns for genetically modified foods. Here we reported metabolic engineering of C. sativa to synthesize red ketocarotenoids that could serve as a reporter to visualize transgenic events without using a traditional SMG. Overexpression of a non-native β-carotene ketolase gene coupled with three other carotenogenous genes (phytoene synthase, β-carotene hydroxylase, and Orange) in C. sativa resulted in production of red seeds that were visibly distinguishable from the normal yellow ones. Constitutive expression of the transgenes led to delayed plant development and seed germination. In contrast, seed-specific transformants demonstrated normal growth and seed germination despite the accumulation of up to 70-fold the level of carotenoids in the seeds compared to the controls, including significant amounts of astaxanthin and keto-lutein. As a result, the transgenic seed oils exhibited much higher antioxidant activity. No significant changes were found in the profiles of fatty acids between transgenic and control seeds. This study provided an interesting tool for metabolic engineering of seed crops without using a disputed SMG.
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Affiliation(s)
- Ming-Xia He
- Southwest Forestry University, Kunming, 650224, Yunnan, China
- Department of Economic Plants and Biotechnology, Yunnan Key Laboratory for Wild Plant Resources, Kunming Institute of Botany, Chinese Academy of Sciences, Kunming, 650201, Yunnan, China
| | - Jie-Lin Wang
- Department of Economic Plants and Biotechnology, Yunnan Key Laboratory for Wild Plant Resources, Kunming Institute of Botany, Chinese Academy of Sciences, Kunming, 650201, Yunnan, China
| | - Yuan-Yuan Lin
- Department of Economic Plants and Biotechnology, Yunnan Key Laboratory for Wild Plant Resources, Kunming Institute of Botany, Chinese Academy of Sciences, Kunming, 650201, Yunnan, China
| | - Jun-Chao Huang
- Shenzhen Key Laboratory of Marine Microbiome Engineering, Institute for Advanced Study, Shenzhen University, Shenzhen, 518000, China.
| | - Ai-Zhong Liu
- Southwest Forestry University, Kunming, 650224, Yunnan, China.
| | - Feng Chen
- Shenzhen Key Laboratory of Marine Microbiome Engineering, Institute for Advanced Study, Shenzhen University, Shenzhen, 518000, China.
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13
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Lau J, Young EL, Collins S, Windham MT, Klein PE, Byrne DH, Riera-Lizarazu O. Rose Rosette Disease Resistance Loci Detected in Two Interconnected Tetraploid Garden Rose Populations. FRONTIERS IN PLANT SCIENCE 2022; 13:916231. [PMID: 35873988 PMCID: PMC9302375 DOI: 10.3389/fpls.2022.916231] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/08/2022] [Accepted: 05/25/2022] [Indexed: 05/14/2023]
Abstract
Rose rosette disease (RRD), caused by the Rose rosette emaravirus (RRV), is a major threat to the garden rose industry in the United States. There has been limited work on the genetics of host plant resistance to RRV. Two interconnected tetraploid garden rose F1 biparental mapping populations were created to develop high-quality tetraploid rose linkage maps that allowed the discovery of RRD resistance quantitative trait loci (QTLs) on linkage groups (LGs) 5, 6, and 7. These QTLs individually accounted for around 18-40% of the phenotypic variance. The locus with the greatest effect on partial resistance was found in LG 5. Most individuals with the LG 5 QTL were in the simplex configuration; however, two individuals were duplex (likely due to double reduction). Identification of resistant individuals and regions of interest can help the development of diagnostic markers for marker-assisted selection in a breeding program.
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Affiliation(s)
- Jeekin Lau
- Department of Horticultural Sciences, Texas A&M University, College Station, TX, United States
| | - Ellen L. Young
- Department of Horticultural Sciences, Texas A&M University, College Station, TX, United States
| | - Sara Collins
- Department of Entomology and Plant Pathology, University of Tennessee Institute of Agriculture, Knoxville, TN, United States
| | - Mark T. Windham
- Department of Entomology and Plant Pathology, University of Tennessee Institute of Agriculture, Knoxville, TN, United States
| | - Patricia E. Klein
- Department of Horticultural Sciences, Texas A&M University, College Station, TX, United States
| | - David H. Byrne
- Department of Horticultural Sciences, Texas A&M University, College Station, TX, United States
| | - Oscar Riera-Lizarazu
- Department of Horticultural Sciences, Texas A&M University, College Station, TX, United States
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14
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Correr FH, Furtado A, Franco Garcia AA, Henry RJ, Rodrigues Alves Margarido G. Allele expression biases in mixed-ploid sugarcane accessions. Sci Rep 2022; 12:8778. [PMID: 35610293 PMCID: PMC9130122 DOI: 10.1038/s41598-022-12725-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2021] [Accepted: 04/27/2022] [Indexed: 11/16/2022] Open
Abstract
Allele-specific expression (ASE) represents differences in the magnitude of expression between alleles of the same gene. This is not straightforward for polyploids, especially autopolyploids, as knowledge about the dose of each allele is required for accurate estimation of ASE. This is the case for the genomically complex Saccharum species, characterized by high levels of ploidy and aneuploidy. We used a Beta-Binomial model to test for allelic imbalance in Saccharum, with adaptations for mixed-ploid organisms. The hierarchical Beta-Binomial model was used to test if allele expression followed the expectation based on genomic allele dosage. The highest frequencies of ASE occurred in sugarcane hybrids, suggesting a possible influence of interspecific hybridization in these genotypes. For all accessions, genes showing ASE (ASEGs) were less frequent than those with balanced allelic expression. These genes were related to a broad range of processes, mostly associated with general metabolism, organelles, responses to stress and responses to stimuli. In addition, the frequency of ASEGs in high-level functional terms was similar among the genotypes, with a few genes associated with more specific biological processes. We hypothesize that ASE in Saccharum is largely a genotype-specific phenomenon, as a large number of ASEGs were exclusive to individual accessions.
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Affiliation(s)
- Fernando Henrique Correr
- Department of Genetics, University of São Paulo, "Luiz de Queiroz" College of Agriculture, Av Pádua Dias, 11, Piracicaba, 13418-900, Brazil.,Queensland Alliance for Agriculture and Food Innovation, University of Queensland, Brisbane, 4072, Australia
| | - Agnelo Furtado
- Queensland Alliance for Agriculture and Food Innovation, University of Queensland, Brisbane, 4072, Australia
| | - Antonio Augusto Franco Garcia
- Department of Genetics, University of São Paulo, "Luiz de Queiroz" College of Agriculture, Av Pádua Dias, 11, Piracicaba, 13418-900, Brazil
| | - Robert James Henry
- Queensland Alliance for Agriculture and Food Innovation, University of Queensland, Brisbane, 4072, Australia
| | - Gabriel Rodrigues Alves Margarido
- Department of Genetics, University of São Paulo, "Luiz de Queiroz" College of Agriculture, Av Pádua Dias, 11, Piracicaba, 13418-900, Brazil. .,Queensland Alliance for Agriculture and Food Innovation, University of Queensland, Brisbane, 4072, Australia.
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15
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Escobar-Puentes AA, Palomo I, Rodríguez L, Fuentes E, Villegas-Ochoa MA, González-Aguilar GA, Olivas-Aguirre FJ, Wall-Medrano A. Sweet Potato (Ipomoea batatas L.) Phenotypes: From Agroindustry to Health Effects. Foods 2022; 11:foods11071058. [PMID: 35407143 PMCID: PMC8997864 DOI: 10.3390/foods11071058] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2022] [Revised: 04/02/2022] [Accepted: 04/03/2022] [Indexed: 02/04/2023] Open
Abstract
Sweet potato (SP; Ipomoea batatas (L.) Lam) is an edible tuber native to America and the sixth most important food crop worldwide. China leads its production in a global market of USD 45 trillion. SP domesticated varieties differ in specific phenotypic/genotypic traits, yet all of them are rich in sugars, slow digestible/resistant starch, vitamins, minerals, bioactive proteins and lipids, carotenoids, polyphenols, ascorbic acid, alkaloids, coumarins, and saponins, in a genotype-dependent manner. Individually or synergistically, SP’s phytochemicals help to prevent many illnesses, including certain types of cancers and cardiovascular disorders. These and other topics, including the production and market diversification of raw SP and its products, and SP’s starch as a functional ingredient, are briefly discussed in this review.
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Affiliation(s)
- Alberto A. Escobar-Puentes
- Biomedical Sciences Institute, Autonomous University of Ciudad Juárez, Anillo envolvente del Pronaf y Estocolmo s/n, Ciudad Juárez 32300, Chihuahua, Mexico; or
- Faculty of Medicine and Psychology, Autonomous University of Baja California, Tijuana 22427, Baja California, Mexico
| | - Iván Palomo
- Thrombosis Research Center, Department of Clinical Biochemistry and Immunohaematology, Faculty of Health Sciences, University of Talca, Talca 3460000, Chile; (I.P.); (L.R.); (E.F.)
| | - Lyanne Rodríguez
- Thrombosis Research Center, Department of Clinical Biochemistry and Immunohaematology, Faculty of Health Sciences, University of Talca, Talca 3460000, Chile; (I.P.); (L.R.); (E.F.)
| | - Eduardo Fuentes
- Thrombosis Research Center, Department of Clinical Biochemistry and Immunohaematology, Faculty of Health Sciences, University of Talca, Talca 3460000, Chile; (I.P.); (L.R.); (E.F.)
| | - Mónica A. Villegas-Ochoa
- Center for Research on Food and Development, Carretera al ejido la Victoria Km 0.6, Hermosillo 83304, Sonora, Mexico; (M.A.V.-O.); (G.A.G.-A.)
| | - Gustavo A. González-Aguilar
- Center for Research on Food and Development, Carretera al ejido la Victoria Km 0.6, Hermosillo 83304, Sonora, Mexico; (M.A.V.-O.); (G.A.G.-A.)
| | - Francisco J. Olivas-Aguirre
- Department of Health Sciences, University of Sonora (Campus Cajeme), Blvd. Bordo Nuevo s/n, 7 Ejido Providencia, Cd. Obregón 85199, Sonora, Mexico
- Correspondence: (F.J.O.-A.); (A.W.-M.); Tel.: +52-(656)-3058685 (F.J.O.-A.); +52-(656)-3052344 (A.W.-M.)
| | - Abraham Wall-Medrano
- Biomedical Sciences Institute, Autonomous University of Ciudad Juárez, Anillo envolvente del Pronaf y Estocolmo s/n, Ciudad Juárez 32300, Chihuahua, Mexico; or
- Correspondence: (F.J.O.-A.); (A.W.-M.); Tel.: +52-(656)-3058685 (F.J.O.-A.); +52-(656)-3052344 (A.W.-M.)
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16
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Okello JJ, Swanckaert J, Martin-Collado D, Santos B, Yada B, Mwanga ROM, Schurink A, Quinn M, Thiele G, Heck S, Byrne TJ, Hareau GG, Campos H. Market Intelligence and Incentive-Based Trait Ranking for Plant Breeding: A Sweetpotato Pilot in Uganda. FRONTIERS IN PLANT SCIENCE 2022; 13:808597. [PMID: 35317017 PMCID: PMC8934386 DOI: 10.3389/fpls.2022.808597] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/03/2021] [Accepted: 01/18/2022] [Indexed: 06/14/2023]
Abstract
Crop breeding programs must accelerate crop improvement, spur widespread adoption of new varieties and increase variety turnover they are to meet the diverse needs of their clients. More comprehensive quantitative approaches are needed to better inform breeding programs about the preferred traits among farmers and other actors. However, the ability of current breeding programs to meet the demands of their clients is limited by the lack of insights about value chain actor preference for individual or packages of traits. Ranking traits based on monetary incentives, rather than subjective values, represents a more comprehensive, consistent, and quantitative approach to inform breeding programs. We conducted a large pilot in Uganda to assess the implementation of a novel approach to trait ranking, using a uniquely large sample of diverse sweetpotato value chain actors. We found meaningful differences in trait ranking and heterogeneity among different actors using this approach. We also show our approach's effectiveness at uncovering unmet demand for root quality traits and at characterizing the substantial trait demand heterogeneity among value chain players. Implementing this approach more broadly for sweetpotato and other crops would increase the effectiveness of breeding programs to improve food security in developing countries.
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Affiliation(s)
| | | | - Daniel Martin-Collado
- Aragon Agrifood Research and Technology Center [Centro de Investigación y Tecnología Agroalimentaria de Aragón (CITA)], Zaragoza, Spain
| | | | - Benard Yada
- National Crops Resources Research Institute, Kampala, Uganda
| | | | | | - Michael Quinn
- International Maize and Wheat Improvement Center, Texcoco, Mexico
| | | | - Simon Heck
- International Potato Center, Nairobi, Kenya
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17
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Sun T, Rao S, Zhou X, Li L. Plant carotenoids: recent advances and future perspectives. MOLECULAR HORTICULTURE 2022; 2:3. [PMID: 37789426 PMCID: PMC10515021 DOI: 10.1186/s43897-022-00023-2] [Citation(s) in RCA: 89] [Impact Index Per Article: 44.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/26/2021] [Accepted: 01/03/2022] [Indexed: 10/05/2023]
Abstract
Carotenoids are isoprenoid metabolites synthesized de novo in all photosynthetic organisms. Carotenoids are essential for plants with diverse functions in photosynthesis, photoprotection, pigmentation, phytohormone synthesis, and signaling. They are also critically important for humans as precursors of vitamin A synthesis and as dietary antioxidants. The vital roles of carotenoids to plants and humans have prompted significant progress toward our understanding of carotenoid metabolism and regulation. New regulators and novel roles of carotenoid metabolites are continuously revealed. This review focuses on current status of carotenoid metabolism and highlights recent advances in comprehension of the intrinsic and multi-dimensional regulation of carotenoid accumulation. We also discuss the functional evolution of carotenoids, the agricultural and horticultural application, and some key areas for future research.
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Affiliation(s)
- Tianhu Sun
- Robert W. Holley Center for Agriculture and Health, USDA-Agricultural Research Service, Cornell University, Ithaca, NY, 14853, USA
- Plant Breeding and Genetics Section, School of Integrative Plant Science, Cornell University, Ithaca, NY, 14853, USA
| | - Sombir Rao
- Robert W. Holley Center for Agriculture and Health, USDA-Agricultural Research Service, Cornell University, Ithaca, NY, 14853, USA
- Plant Breeding and Genetics Section, School of Integrative Plant Science, Cornell University, Ithaca, NY, 14853, USA
| | - Xuesong Zhou
- Robert W. Holley Center for Agriculture and Health, USDA-Agricultural Research Service, Cornell University, Ithaca, NY, 14853, USA
- State Key Laboratory of Crop Genetics & Germplasm Enhancement, Nanjing Agricultural University, Nanjing, 210095, China
| | - Li Li
- Robert W. Holley Center for Agriculture and Health, USDA-Agricultural Research Service, Cornell University, Ithaca, NY, 14853, USA.
- Plant Breeding and Genetics Section, School of Integrative Plant Science, Cornell University, Ithaca, NY, 14853, USA.
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18
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Yan H, Ma M, Ahmad MQ, Arisha MH, Tang W, Li C, Zhang Y, Kou M, Wang X, Gao R, Song W, Li Z, Li Q. High-Density Single Nucleotide Polymorphisms Genetic Map Construction and Quantitative Trait Locus Mapping of Color-Related Traits of Purple Sweet Potato [ Ipomoea batatas (L.) Lam.]. FRONTIERS IN PLANT SCIENCE 2022; 12:797041. [PMID: 35069654 PMCID: PMC8770336 DOI: 10.3389/fpls.2021.797041] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/19/2021] [Accepted: 11/15/2021] [Indexed: 06/14/2023]
Abstract
Flesh color (FC), skin color (SC), and anthocyanin content (AC) are three important traits being used for commodity evaluation in purple-fleshed sweet potato. However, to date, only a few reports are available on the inheritance of these traits. In this study, we used a biparental mapping population of 274 F1 progeny generated from a cross between a dark purple-fleshed (Xuzishu8) and white-fleshed (Meiguohong) sweet potato variety for genetic analyses. Correlation analysis showed a significant positive correlation among AC, SC, and FC. Medium-to-high heritability was observed for these traits. We detected single nucleotide polymorphisms (SNPs) by specific length amplified fragment sequencing (SLAF-seq) with the average sequencing depth of 51.72 and 25.76 for parents and progeny, respectively. Then we constructed an integrated genetic map consisting of 15 linkage groups (LGS) of sweet potato spanning on 2,233.66 cm with an average map distance of 0.71 cm between adjacent markers. Based on the linkage map, ten major quantitative trait loci (QTLs) associated to FC, SC, and AC were identified on LG12 between 0 and 64.97 cm distance, such as one QTL for SC and FC, respectively, which explained 36.3 and 45.9% of phenotypic variation; eight QTLs for AC, which explained 10.5-28.5% of the variation. These major QTLs were highly consistent and co-localized on LG12. Positive correlation, high heritability, and co-localization of QTLs on the same LG group confirm the significance of this study to establish a marker-assisted breeding program for sweet potato improvement.
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Affiliation(s)
- Hui Yan
- Institute of Integrative Plant Biology, Jiangsu Key Laboratory of Phylogenomics and Comparative Genomics, School of Life Sciences, Jiangsu Normal University, Xuzhou, China
- Xuzhou Institute of Agricultural Sciences in Jiangsu Xuhuai District, Key Laboratory of Biology and Genetic Improvement of Sweetpotato, Ministry of Agriculture, Sweetpotato Research Institute, Chinese Academy of Agricultural Sciences (CAAS), Xuzhou, China
| | - Meng Ma
- Institute of Integrative Plant Biology, Jiangsu Key Laboratory of Phylogenomics and Comparative Genomics, School of Life Sciences, Jiangsu Normal University, Xuzhou, China
| | - Muhammad Qadir Ahmad
- Department of Plant Breeding and Genetics, Bahauddin Zakariya University, Multan, Pakistan
| | - Mohamed Hamed Arisha
- Department of Horticulture, Faculty of Agriculture, Zagazig University, Zagazig, Egypt
| | - Wei Tang
- Institute of Integrative Plant Biology, Jiangsu Key Laboratory of Phylogenomics and Comparative Genomics, School of Life Sciences, Jiangsu Normal University, Xuzhou, China
- Xuzhou Institute of Agricultural Sciences in Jiangsu Xuhuai District, Key Laboratory of Biology and Genetic Improvement of Sweetpotato, Ministry of Agriculture, Sweetpotato Research Institute, Chinese Academy of Agricultural Sciences (CAAS), Xuzhou, China
| | - Chen Li
- Institute of Integrative Plant Biology, Jiangsu Key Laboratory of Phylogenomics and Comparative Genomics, School of Life Sciences, Jiangsu Normal University, Xuzhou, China
| | - Yungang Zhang
- Xuzhou Institute of Agricultural Sciences in Jiangsu Xuhuai District, Key Laboratory of Biology and Genetic Improvement of Sweetpotato, Ministry of Agriculture, Sweetpotato Research Institute, Chinese Academy of Agricultural Sciences (CAAS), Xuzhou, China
| | - Meng Kou
- Xuzhou Institute of Agricultural Sciences in Jiangsu Xuhuai District, Key Laboratory of Biology and Genetic Improvement of Sweetpotato, Ministry of Agriculture, Sweetpotato Research Institute, Chinese Academy of Agricultural Sciences (CAAS), Xuzhou, China
| | - Xin Wang
- Xuzhou Institute of Agricultural Sciences in Jiangsu Xuhuai District, Key Laboratory of Biology and Genetic Improvement of Sweetpotato, Ministry of Agriculture, Sweetpotato Research Institute, Chinese Academy of Agricultural Sciences (CAAS), Xuzhou, China
| | - Runfei Gao
- Xuzhou Institute of Agricultural Sciences in Jiangsu Xuhuai District, Key Laboratory of Biology and Genetic Improvement of Sweetpotato, Ministry of Agriculture, Sweetpotato Research Institute, Chinese Academy of Agricultural Sciences (CAAS), Xuzhou, China
| | - Weihan Song
- Xuzhou Institute of Agricultural Sciences in Jiangsu Xuhuai District, Key Laboratory of Biology and Genetic Improvement of Sweetpotato, Ministry of Agriculture, Sweetpotato Research Institute, Chinese Academy of Agricultural Sciences (CAAS), Xuzhou, China
| | - Zongyun Li
- Institute of Integrative Plant Biology, Jiangsu Key Laboratory of Phylogenomics and Comparative Genomics, School of Life Sciences, Jiangsu Normal University, Xuzhou, China
| | - Qiang Li
- Institute of Integrative Plant Biology, Jiangsu Key Laboratory of Phylogenomics and Comparative Genomics, School of Life Sciences, Jiangsu Normal University, Xuzhou, China
- Xuzhou Institute of Agricultural Sciences in Jiangsu Xuhuai District, Key Laboratory of Biology and Genetic Improvement of Sweetpotato, Ministry of Agriculture, Sweetpotato Research Institute, Chinese Academy of Agricultural Sciences (CAAS), Xuzhou, China
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19
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Gholami M, Wimmer V, Sansaloni C, Petroli C, Hearne SJ, Covarrubias-Pazaran G, Rensing S, Heise J, Pérez-Rodríguez P, Dreisigacker S, Crossa J, Martini JWR. A Comparison of the Adoption of Genomic Selection Across Different Breeding Institutions. FRONTIERS IN PLANT SCIENCE 2021; 12:728567. [PMID: 34868114 PMCID: PMC8640095 DOI: 10.3389/fpls.2021.728567] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/21/2021] [Accepted: 09/30/2021] [Indexed: 06/13/2023]
Affiliation(s)
| | | | - Carolina Sansaloni
- Genetic Resources Program, International Maize and Wheat Improvement Center, Texcoco, Mexico
| | - Cesar Petroli
- Genetic Resources Program, International Maize and Wheat Improvement Center, Texcoco, Mexico
| | - Sarah J. Hearne
- Genetic Resources Program, International Maize and Wheat Improvement Center, Texcoco, Mexico
- Excellence in Breeding Platform, Consultative Group for International Agricultural Research, Texcoco, Mexico
| | | | - Stefan Rensing
- IT Solutions for Animal Production (vit - Vereinigte Informationssysteme Tierhaltung w.V.), Verden, Germany
| | - Johannes Heise
- IT Solutions for Animal Production (vit - Vereinigte Informationssysteme Tierhaltung w.V.), Verden, Germany
| | | | - Susanne Dreisigacker
- Global Wheat Program, International Maize and Wheat Improvement Center, Texcoco, Mexico
| | - José Crossa
- Genetic Resources Program, International Maize and Wheat Improvement Center, Texcoco, Mexico
- Department of Statistics, Colegio de Postgraduados, Montecillos, Mexico
| | - Johannes W. R. Martini
- Genetic Resources Program, International Maize and Wheat Improvement Center, Texcoco, Mexico
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20
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Abdulkareem OA, Akhere EP. Effect of Some Preliminary Processing Techniques on Nutrients, Anti-nutrients, Mineral and Vitamin Composition of Four Varieties of Nigerian Sweet Potato [ Ipomoea Batatas L. (Lam.)]. JOURNAL OF CULINARY SCIENCE & TECHNOLOGY 2021. [DOI: 10.1080/15428052.2021.1955796] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Affiliation(s)
| | - Ebabhamiegbebho Peter Akhere
- Food Science and Nutrition Unit, Department of Animal Science, University of Benin, Benin-City, Edo State, Nigeria
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21
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Yamakawa H, Haque E, Tanaka M, Takagi H, Asano K, Shimosaka E, Akai K, Okamoto S, Katayama K, Tamiya S. Polyploid QTL-seq towards rapid development of tightly linked DNA markers for potato and sweetpotato breeding through whole-genome resequencing. PLANT BIOTECHNOLOGY JOURNAL 2021; 19:2040-2051. [PMID: 34008333 PMCID: PMC8486255 DOI: 10.1111/pbi.13633] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/11/2021] [Revised: 05/06/2021] [Accepted: 05/13/2021] [Indexed: 05/27/2023]
Abstract
Potato (Solanum tuberosum L.) and sweetpotato (Ipomoea batatas L.), which are nutritionally and commercially important tuberous crops, possess a perplexing heredity because of their autopolyploid genomes. To reduce cross-breeding efforts for selecting superior cultivars from progenies with innumerable combinations of traits, DNA markers tightly linked to agronomical traits are required. To develop DNA markers, we developed a method for quantitative trait loci (QTL) mapping using whole-genome next-generation sequencing (NGS) in autopolyploid crops. To apply the NGS-based bulked segregant method, QTL-seq was modified. (1) Single parent-specific simplex (unique for one homologous chromosome) single-nucleotide polymorphisms (SNPs), which present a simple segregation ratio in the progenies, were exploited by filtering SNPs by SNP index (allele frequency). (2) Clusters of SNPs, which were inherited unevenly between bulked progenies with opposite phenotypes, especially those with an SNP index of 0 for the bulk that did not display the phenotypes of interest, were explored. These modifications allowed for separate tracking of alleles located on each of the multiple homologous chromosomes. By applying this method, clusters of SNPs linked to the potato cyst nematode resistance H1 gene and storage root anthocyanin (AN) content were identified in tetraploid potato and hexaploid sweetpotato, respectively, and completely linked DNA markers were developed at the site of the presented SNPs. Thus, polyploid QTL-seq is a versatile method that is free from specialized manipulation for sequencing and construction of elaborate linkage maps and facilitates rapid development of tightly linked DNA markers in autopolyploid crops, such as potato and sweetpotato.
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Affiliation(s)
- Hiromoto Yamakawa
- Institute of Crop ScienceNational Agriculture and Food Research Organization (NARO)TsukubaIbarakiJapan
| | - Emdadul Haque
- Kyushu‐Okinawa Agricultural Research CenterNational Agriculture and Food Research Organization (NARO)MiyakonojoMiyazakiJapan
| | - Masaru Tanaka
- Kyushu‐Okinawa Agricultural Research CenterNational Agriculture and Food Research Organization (NARO)MiyakonojoMiyazakiJapan
| | - Hiroki Takagi
- Department of Bioproduction ScienceIshikawa Prefectural UniversityNonoichi, IshikawaJapan
| | - Kenji Asano
- Hokkaido Agricultural Research CenterNational Agriculture and Food Research Organization (NARO)MemuroHokkaidoJapan
| | - Etsuo Shimosaka
- Hokkaido Agricultural Research CenterNational Agriculture and Food Research Organization (NARO)MemuroHokkaidoJapan
| | - Kotaro Akai
- Hokkaido Agricultural Research CenterNational Agriculture and Food Research Organization (NARO)MemuroHokkaidoJapan
| | - Satoshi Okamoto
- Hokkaido Agricultural Research CenterNational Agriculture and Food Research Organization (NARO)MemuroHokkaidoJapan
- Present address:
Center for Seeds and SeedlingsNational Agriculture and Food Research Organization (NARO)TsukubaIbarakiJapan
| | - Kenji Katayama
- Hokkaido Agricultural Research CenterNational Agriculture and Food Research Organization (NARO)MemuroHokkaidoJapan
| | - Seiji Tamiya
- Hokkaido Agricultural Research CenterNational Agriculture and Food Research Organization (NARO)MemuroHokkaidoJapan
- Present address:
Tohoku Agricultural Research CenterNational Agriculture and Food Research Organization (NARO)MoriokaIwateJapan
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22
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Sun T, Zhu Q, Wei Z, Owens LA, Fish T, Kim H, Thannhauser TW, Cahoon EB, Li L. Multi-strategy engineering greatly enhances provitamin A carotenoid accumulation and stability in Arabidopsis seeds. ABIOTECH 2021; 2:191-214. [PMID: 36303886 PMCID: PMC9590580 DOI: 10.1007/s42994-021-00046-1] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/28/2021] [Accepted: 04/26/2021] [Indexed: 01/08/2023]
Abstract
Staple grains with low levels of provitamin A carotenoids contribute to the global prevalence of vitamin A deficiency and therefore are the main targets for provitamin A biofortification. However, carotenoid stability during both seed maturation and postharvest storage is a serious concern for the full benefits of carotenoid biofortified grains. In this study, we utilized Arabidopsis as a model to establish carotenoid biofortification strategies in seeds. We discovered that manipulation of carotenoid biosynthetic activity by seed-specific expression of Phytoene synthase (PSY) increases both provitamin A and total carotenoid levels but the increased carotenoids are prone to degradation during seed maturation and storage, consistent with previous studies of provitamin A biofortified grains. In contrast, stacking with Orange (OR His ), a gene that initiates chromoplast biogenesis, dramatically enhances provitamin A and total carotenoid content and stability. Up to 65- and 10-fold increases of β-carotene and total carotenoids, respectively, with provitamin A carotenoids composing over 63% were observed in the seeds containing OR His and PSY. Co-expression of Homogentisate geranylgeranyl transferase (HGGT) with OR His and PSY further increases carotenoid accumulation and stability during seed maturation and storage. Moreover, knocking-out of β-carotene hydroxylase 2 (BCH2) by CRISPR/Cas9 not only potentially facilitates β-carotene accumulation but also minimizes the negative effect of carotenoid over production on seed germination. Our findings provide new insights into various processes on carotenoid accumulation and stability in seeds and establish a multiplexed strategy to simultaneously target carotenoid biosynthesis, turnover, and stable storage for carotenoid biofortification in crop seeds. Supplementary Information The online version contains supplementary material available at 10.1007/s42994-021-00046-1.
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Affiliation(s)
- Tianhu Sun
- Robert W. Holley Center for Agriculture and Health, USDA-ARS, Cornell University, Ithaca, NY 14853 USA.,Plant Breeding and Genetics Section, School of Integrative Plant Science, Cornell University, Ithaca, NY 14853 USA
| | - Qinlong Zhu
- Robert W. Holley Center for Agriculture and Health, USDA-ARS, Cornell University, Ithaca, NY 14853 USA.,State Key Laboratory for Conservation and Utilization of Subtropical Agro-Bioresources, College of Life Sciences, South China Agricultural University, Guangzhou, 510642 China
| | - Ziqing Wei
- Robert W. Holley Center for Agriculture and Health, USDA-ARS, Cornell University, Ithaca, NY 14853 USA
| | - Lauren A Owens
- Robert W. Holley Center for Agriculture and Health, USDA-ARS, Cornell University, Ithaca, NY 14853 USA
| | - Tara Fish
- Robert W. Holley Center for Agriculture and Health, USDA-ARS, Cornell University, Ithaca, NY 14853 USA
| | - Hyojin Kim
- Department of Biochemistry and Center for Plant Science Innovation, University of Nebraska-Lincoln, Lincoln, NE 68588 USA
| | - Theodore W Thannhauser
- Robert W. Holley Center for Agriculture and Health, USDA-ARS, Cornell University, Ithaca, NY 14853 USA
| | - Edgar B Cahoon
- Department of Biochemistry and Center for Plant Science Innovation, University of Nebraska-Lincoln, Lincoln, NE 68588 USA
| | - Li Li
- Robert W. Holley Center for Agriculture and Health, USDA-ARS, Cornell University, Ithaca, NY 14853 USA.,Plant Breeding and Genetics Section, School of Integrative Plant Science, Cornell University, Ithaca, NY 14853 USA
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23
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Oloka BM, da Silva Pereira G, Amankwaah VA, Mollinari M, Pecota KV, Yada B, Olukolu BA, Zeng ZB, Craig Yencho G. Discovery of a major QTL for root-knot nematode (Meloidogyne incognita) resistance in cultivated sweetpotato (Ipomoea batatas). TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2021; 134:1945-1955. [PMID: 33813604 PMCID: PMC8263542 DOI: 10.1007/s00122-021-03797-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/01/2020] [Accepted: 02/19/2021] [Indexed: 05/27/2023]
Abstract
Utilizing a high-density integrated genetic linkage map of hexaploid sweetpotato, we discovered a major dominant QTL for root-knot nematode (RKN) resistance and modeled its effects. This discovery is useful for development of a modern sweetpotato breeding program that utilizes marker-assisted selection and genomic selection approaches for faster genetic gain of RKN resistance. The root-knot nematode [Meloidogyne incognita (Kofoid & White) Chitwood] (RKN) causes significant storage root quality reduction and yields losses in cultivated sweetpotato [Ipomoea batatas (L.) Lam.]. In this study, resistance to RKN was examined in a mapping population consisting of 244 progenies derived from a cross (TB) between 'Tanzania,' a predominant African landrace cultivar with resistance to RKN, and 'Beauregard,' an RKN susceptible major cultivar in the USA. We performed quantitative trait loci (QTL) analysis using a random-effect QTL mapping model on the TB genetic map. An RKN bioassay incorporating potted cuttings of each genotype was conducted in the greenhouse and replicated five times over a period of 10 weeks. For each replication, each genotype was inoculated with ca. 20,000 RKN eggs, and root-knot galls were counted ~62 days after inoculation. Resistance to RKN in the progeny was highly skewed toward the resistant parent, exhibiting medium to high levels of resistance. We identified one major QTL on linkage group 7, dominant in nature, which explained 58.3% of the phenotypic variation in RKN counts. This work represents a significant step forward in our understanding of the genetic architecture of RKN resistance and sets the stage for future utilization of genomics-assisted breeding in sweetpotato breeding programs.
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Affiliation(s)
- Bonny Michael Oloka
- Department of Horticultural Science, North Carolina State University, 214 Kilgore Hall, Box 7609, Raleigh, NC, 27695, USA
- National Agricultural Research Organisation (NARO), National Crops Resources Research Institute (NaCRRI), Namulonge, P.O. Box 7084, Kampala, Uganda
| | | | - Victor A Amankwaah
- Department of Horticultural Science, North Carolina State University, 214 Kilgore Hall, Box 7609, Raleigh, NC, 27695, USA
- CSIR-Crops Research Institute, Kumasi, Ghana
| | - Marcelo Mollinari
- Department of Horticultural Science, North Carolina State University, 214 Kilgore Hall, Box 7609, Raleigh, NC, 27695, USA
| | - Kenneth V Pecota
- Department of Horticultural Science, North Carolina State University, 214 Kilgore Hall, Box 7609, Raleigh, NC, 27695, USA
| | - Benard Yada
- National Agricultural Research Organisation (NARO), National Crops Resources Research Institute (NaCRRI), Namulonge, P.O. Box 7084, Kampala, Uganda
| | | | - Zhao-Bang Zeng
- Department of Horticultural Science, North Carolina State University, 214 Kilgore Hall, Box 7609, Raleigh, NC, 27695, USA
| | - G Craig Yencho
- Department of Horticultural Science, North Carolina State University, 214 Kilgore Hall, Box 7609, Raleigh, NC, 27695, USA.
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24
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Ferrão LFV, Amadeu RR, Benevenuto J, de Bem Oliveira I, Munoz PR. Genomic Selection in an Outcrossing Autotetraploid Fruit Crop: Lessons From Blueberry Breeding. FRONTIERS IN PLANT SCIENCE 2021; 12:676326. [PMID: 34194453 PMCID: PMC8236943 DOI: 10.3389/fpls.2021.676326] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/05/2021] [Accepted: 05/12/2021] [Indexed: 05/17/2023]
Abstract
Blueberry (Vaccinium corymbosum and hybrids) is a specialty crop with expanding production and consumption worldwide. The blueberry breeding program at the University of Florida (UF) has greatly contributed to expanding production areas by developing low-chilling cultivars better adapted to subtropical and Mediterranean climates of the globe. The breeding program has historically focused on recurrent phenotypic selection. As an autopolyploid, outcrossing, perennial, long juvenile phase crop, blueberry breeding cycles are costly and time consuming, which results in low genetic gains per unit of time. Motivated by applying molecular markers for a more accurate selection in the early stages of breeding, we performed pioneering genomic selection studies and optimization for its implementation in the blueberry breeding program. We have also addressed some complexities of sequence-based genotyping and model parametrization for an autopolyploid crop, providing empirical contributions that can be extended to other polyploid species. We herein revisited some of our previous genomic selection studies and showed for the first time its application in an independent validation set. In this paper, our contribution is three-fold: (i) summarize previous results on the relevance of model parametrizations, such as diploid or polyploid methods, and inclusion of dominance effects; (ii) assess the importance of sequence depth of coverage and genotype dosage calling steps; (iii) demonstrate the real impact of genomic selection on leveraging breeding decisions by using an independent validation set. Altogether, we propose a strategy for using genomic selection in blueberry, with the potential to be applied to other polyploid species of a similar background.
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Affiliation(s)
- Luís Felipe V. Ferrão
- Blueberry Breeding and Genomics Lab, Horticultural Sciences Department, University of Florida, Gainesville, FL, United States
| | - Rodrigo R. Amadeu
- Blueberry Breeding and Genomics Lab, Horticultural Sciences Department, University of Florida, Gainesville, FL, United States
| | - Juliana Benevenuto
- Blueberry Breeding and Genomics Lab, Horticultural Sciences Department, University of Florida, Gainesville, FL, United States
| | - Ivone de Bem Oliveira
- Blueberry Breeding and Genomics Lab, Horticultural Sciences Department, University of Florida, Gainesville, FL, United States
- Hortifrut North America, Inc., Estero, FL, United States
| | - Patricio R. Munoz
- Blueberry Breeding and Genomics Lab, Horticultural Sciences Department, University of Florida, Gainesville, FL, United States
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25
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Banda L, Kyallo M, Domelevo Entfellner JB, Moyo M, Swanckaert J, Mwanga RO, Onyango A, Magiri E, Gemenet DC, Yao N, Pelle R, Muzhingi T. Analysis of β-amylase gene ( Amyβ) variation reveals allele association with low enzyme activity and increased firmness in cooked sweetpotato ( Ipomoea batatas) from East Africa. JOURNAL OF AGRICULTURE AND FOOD RESEARCH 2021; 4:100121. [PMID: 34085050 PMCID: PMC8135125 DOI: 10.1016/j.jafr.2021.100121] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/17/2020] [Revised: 02/04/2021] [Accepted: 02/15/2021] [Indexed: 06/12/2023]
Abstract
β-amylase is a thermostable enzyme that hydrolyses starch during cooking of sweetpotato (Ipomoea batatas) storage roots, thereby influencing eating quality. Its activity is known to vary amongst genotypes but the genetic diversity of the beta-amylase gene (Amyβ) is not well studied. Amyβ has a highly conserved region between exon V and VI, forming part of the enzyme's active site. To determine the gene diversity, a 2.3 kb fragment, including the conserved region of the Amyβ gene was sequenced from 25 sweetpotato genotypes. The effect of sequence variation on gene expression, enzyme activity, and firmness in cooked roots was determined. Six genotypes carrying several SNPs within exon V, linked with an AT or ATGATA insertion in intron V were unique and clustered together. The genotypes also shared an A336E substitution in the amino acid sequence, eight residues upstream of a substrate-binding Thr344. The genotypes carrying this allele exhibited low gene expression and low enzyme activity. Enzyme activity was negatively correlated with firmness (R = -0.42) in cooked roots. This is the first report of such an allele, associated with low enzyme activity. These results suggest that genetic variation within the AmyB locus can be utilized to develop markers for firmness in sweetpotato breeding.
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Affiliation(s)
- Linly Banda
- Pan African University Institute of Basic Sciences, Technology, and Innovation, Department of Molecular Biology and Biotechnology, P.O. Box 62000, 00200, Nairobi, Kenya
- National University of Science and Technology, Department of Applied Biology and Biochemistry, P.O. Box AC 939, Ascot, Bulawayo, Zimbabwe
| | - Martina Kyallo
- Biosciences Eastern and Central Africa-International Livestock Research Institute (BecA-ILRI) Hub, P.O. Box 30709, 00100, Nairobi, Kenya
| | - Jean-Baka Domelevo Entfellner
- Biosciences Eastern and Central Africa-International Livestock Research Institute (BecA-ILRI) Hub, P.O. Box 30709, 00100, Nairobi, Kenya
| | - Mukani Moyo
- International Potato Center, Sub-Saharan Africa Regional Office, ILRI Campus, P.O. Box 25171, 00603, Nairobi, Kenya
| | - Jolien Swanckaert
- International Potato Center, Ntinda II Road, Plot 47, P.O. Box 22274, Kampala, Uganda
| | - Robert O.M. Mwanga
- International Potato Center, Ntinda II Road, Plot 47, P.O. Box 22274, Kampala, Uganda
| | - Arnold Onyango
- Jomo Kenyatta University of Agriculture and Technology, Department of Food Science, P.O. Box 62000, 00200, Nairobi, Kenya
| | - Esther Magiri
- Dedan Kimathi University of Technology, Private Bag 10143 Dedan Kimathi, Nyeri, Kenya
| | - Dorcus C. Gemenet
- Kenya Excellence in Breeding Platform, CIMMYT, ICRAF Campus, P.O. Box 1041-00621, Nairobi, Kenya
| | - Nasser Yao
- Alliance Bioversity International-CIAT, CIAT Africa Office, P.O. Box 823, 00621, Nairobi, Kenya
| | - Roger Pelle
- Biosciences Eastern and Central Africa-International Livestock Research Institute (BecA-ILRI) Hub, P.O. Box 30709, 00100, Nairobi, Kenya
| | - Tawanda Muzhingi
- International Potato Center, Sub-Saharan Africa Regional Office, ILRI Campus, P.O. Box 25171, 00603, Nairobi, Kenya
- Department of Food, Bioprocessing and Nutrition Sciences, North Carolina State University, Campus Box 7624 Raleigh, NC, 27695, USA
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26
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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: 2.0] [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.
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27
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Jiang L, Strobbe S, Van Der Straeten D, Zhang C. Regulation of plant vitamin metabolism: backbone of biofortification for the alleviation of hidden hunger. MOLECULAR PLANT 2021; 14:40-60. [PMID: 33545049 DOI: 10.1016/j.molp.2020.11.019] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/05/2020] [Revised: 11/22/2020] [Accepted: 11/25/2020] [Indexed: 05/04/2023]
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28
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Gemenet DC, Lindqvist-Kreuze H, De Boeck B, da Silva Pereira G, Mollinari M, Zeng ZB, Craig Yencho G, Campos H. Sequencing depth and genotype quality: accuracy and breeding operation considerations for genomic selection applications in autopolyploid crops. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2020; 133:3345-3363. [PMID: 32876753 PMCID: PMC7567692 DOI: 10.1007/s00122-020-03673-2] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/01/2020] [Accepted: 08/21/2020] [Indexed: 05/06/2023]
Abstract
KEY MESSAGE Polypoid crop breeders can balance resources between density and sequencing depth, dosage information and fewer highly informative SNPs recommended, non-additive models and QTL advantages on prediction dependent on trait architecture. The autopolyploid nature of potato and sweetpotato ensures a wide range of meiotic configurations and linkage phases leading to complex gene-action and pose problems in genotype data quality and genomic selection analyses. We used a 315-progeny biparental F1 population of hexaploid sweetpotato and a diversity panel of 380 tetraploid potato, genotyped using different platforms to answer the following questions: (i) do polyploid crop breeders need to invest more for additional sequencing depth? (ii) how many markers are required to make selection decisions? (iii) does considering non-additive genetic effects improve predictive ability (PA)? (iv) does considering dosage or quantitative trait loci (QTL) offer significant improvement to PA? Our results show that only a small number of highly informative single nucleotide polymorphisms (SNPs; ≤ 1000) are adequate for prediction in the type of populations we analyzed. We also show that considering dosage information and models considering only additive effects had the best PA for most traits, while the comparative advantage of considering non-additive genetic effects and including known QTL in the predictive model depended on trait architecture. We conclude that genomic selection can help accelerate the rate of genetic gains in potato and sweetpotato. However, application of genomic selection should be considered as part of optimizing the entire breeding program. Additionally, since the predictions in the current study are based on single populations, further studies on the effects of haplotype structure and inheritance on PA should be studied in actual multi-generation breeding populations.
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Affiliation(s)
- Dorcus C Gemenet
- International Potato Center, ILRI Campus, P.O. Box 25171-00603, Nairobi, Kenya.
- CGIAR Excellence in Breeding Platform, International Maize and Wheat Improvement Center (CIMMYT), ICRAF Campus, 1041-00621, Nairobi, Kenya.
| | | | - Bert De Boeck
- International Potato Center, Av. La Molina 1895, Lima, Peru
| | | | | | - Zhao-Bang Zeng
- North Carolina State University, Raleigh, NC, 27695, USA
| | - G Craig Yencho
- North Carolina State University, Raleigh, NC, 27695, USA
| | - Hugo Campos
- International Potato Center, Av. La Molina 1895, Lima, Peru
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Comparative transcriptome analysis implied a ZEP paralog was a key gene involved in carotenoid accumulation in yellow-fleshed sweetpotato. Sci Rep 2020; 10:20607. [PMID: 33244002 PMCID: PMC7693279 DOI: 10.1038/s41598-020-77293-7] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2020] [Accepted: 11/09/2020] [Indexed: 12/29/2022] Open
Abstract
The mechanisms of carotenoid accumulation in yellow-fleshed sweetpotato cultivars are unclear. In this study, we compared the transcriptome profiles of a yellow-fleshed cultivar, Beniharuka (BH) and two of its spontaneous white-fleshed mutants (WH2 and WH3) to reveal the genes involved in yellow flesh. As a result of RNA sequencing, a total of 185 differentially expressed genes (DEGs) were commonly detected in WH2 and WH3 compared to BH. Of these genes, 85 DEGs and 100 DEGs were commonly upregulated and downregulated in WH2 and WH3 compared to BH, respectively. g1103.t1, a paralog of zeaxanthin epoxidase (ZEP), was only DEG common to WH2 and WH3 among 38 genes considered to be involved in carotenoid biosynthesis in storage roots. The expression level of g1103.t1 was also considerably lower in five white-fleshed cultivars than in five yellow-fleshed cultivars. Analysis of carotenoid composition in the storage roots showed that the epoxidised carotenoids were drastically reduced in both WH2 and WH3. Therefore, we propose that the ZEP paralog, g1103.t1, may be involved in carotenoid accumulation through the epoxidation of β-carotene and β-cryptoxanthin in sweetpotato.
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30
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Sonnewald U, Fernie AR, Gruissem W, Schläpfer P, Anjanappa RB, Chang SH, Ludewig F, Rascher U, Muller O, van Doorn AM, Rabbi IY, Zierer W. The Cassava Source-Sink project: opportunities and challenges for crop improvement by metabolic engineering. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2020; 103:1655-1665. [PMID: 32502321 DOI: 10.1111/tpj.14865] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/14/2020] [Revised: 05/22/2020] [Accepted: 06/02/2020] [Indexed: 06/11/2023]
Abstract
Cassava (Manihot esculenta Crantz) is one of the important staple foods in Sub-Saharan Africa. It produces starchy storage roots that provide food and income for several hundred million people, mainly in tropical agriculture zones. Increasing cassava storage root and starch yield is one of the major breeding targets with respect to securing the future food supply for the growing population of Sub-Saharan Africa. The Cassava Source-Sink (CASS) project aims to increase cassava storage root and starch yield by strategically integrating approaches from different disciplines. We present our perspective and progress on cassava as an applied research organism and provide insight into the CASS strategy, which can serve as a blueprint for the improvement of other root and tuber crops. Extensive profiling of different field-grown cassava genotypes generates information for leaf, phloem, and root metabolic and physiological processes that are relevant for biotechnological improvements. A multi-national pipeline for genetic engineering of cassava plants covers all steps from gene discovery, cloning, transformation, molecular and biochemical characterization, confined field trials, and phenotyping of the seasonal dynamics of shoot traits under field conditions. Together, the CASS project generates comprehensive data to facilitate conventional breeding strategies for high-yielding cassava genotypes. It also builds the foundation for genome-scale metabolic modelling aiming to predict targets and bottlenecks in metabolic pathways. This information is used to engineer cassava genotypes with improved source-sink relations and increased yield potential.
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Affiliation(s)
- Uwe Sonnewald
- Department of Biology, Division of Biochemistry, Friedrich-Alexander-University Erlangen-Nuremberg, Staudtstrasse 5, Erlangen, 91058, Germany
| | - Alisdair R Fernie
- Max-Planck-Institute of Molecular Plant Physiology, Am Mühlenberg 1, Potsdam, 14476, Germany
| | - Wilhelm Gruissem
- Department of Biology, Plant Biotechnology, ETH Zurich, Universitaetstrasse 2, Zurich, 8092, Switzerland
- Advanced Plant Biotechnology Center, Institute of Biotechnology, National Chung Hsing University, Xingda Road, South District, Taichung City, 402, Taiwan
| | - Pascal Schläpfer
- Department of Biology, Plant Biotechnology, ETH Zurich, Universitaetstrasse 2, Zurich, 8092, Switzerland
| | - Ravi B Anjanappa
- Department of Biology, Plant Biotechnology, ETH Zurich, Universitaetstrasse 2, Zurich, 8092, Switzerland
| | - Shu-Heng Chang
- Advanced Plant Biotechnology Center, Institute of Biotechnology, National Chung Hsing University, Xingda Road, South District, Taichung City, 402, Taiwan
| | - Frank Ludewig
- Department of Biology, Division of Biochemistry, Friedrich-Alexander-University Erlangen-Nuremberg, Staudtstrasse 5, Erlangen, 91058, Germany
| | - Uwe Rascher
- Forschungszentrum Jülich GmbH, Institute of Bio- and Geosciences, IBG-2: Plant Sciences, Leo-Brandt-Str, Jülich, 52425, Germany
| | - Onno Muller
- Forschungszentrum Jülich GmbH, Institute of Bio- and Geosciences, IBG-2: Plant Sciences, Leo-Brandt-Str, Jülich, 52425, Germany
| | - Anna M van Doorn
- Forschungszentrum Jülich GmbH, Institute of Bio- and Geosciences, IBG-2: Plant Sciences, Leo-Brandt-Str, Jülich, 52425, Germany
| | - Ismail Y Rabbi
- International Institue for Tropical Agriculture, Oyo Road, Ibadan, Oyo State, 200001, Nigeria
| | - Wolfgang Zierer
- Department of Biology, Division of Biochemistry, Friedrich-Alexander-University Erlangen-Nuremberg, Staudtstrasse 5, Erlangen, 91058, Germany
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31
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Multiple QTL Mapping in Autopolyploids: A Random-Effect Model Approach with Application in a Hexaploid Sweetpotato Full-Sib Population. Genetics 2020; 215:579-595. [PMID: 32371382 PMCID: PMC7337090 DOI: 10.1534/genetics.120.303080] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2019] [Accepted: 04/26/2020] [Indexed: 11/18/2022] Open
Abstract
In developing countries, the sweetpotato, Ipomoea batatas (L.) Lam. [Formula: see text], is an important autopolyploid species, both socially and economically. However, quantitative trait loci (QTL) mapping has remained limited due to its genetic complexity. Current fixed-effect models can fit only a single QTL and are generally hard to interpret. Here, we report the use of a random-effect model approach to map multiple QTL based on score statistics in a sweetpotato biparental population ('Beauregard' × 'Tanzania') with 315 full-sibs. Phenotypic data were collected for eight yield component traits in six environments in Peru, and jointly adjusted means were obtained using mixed-effect models. An integrated linkage map consisting of 30,684 markers distributed along 15 linkage groups (LGs) was used to obtain the genotype conditional probabilities of putative QTL at every centiMorgan position. Multiple interval mapping was performed using our R package QTLpoly and detected a total of 13 QTL, ranging from none to four QTL per trait, which explained up to 55% of the total variance. Some regions, such as those on LGs 3 and 15, were consistently detected among root number and yield traits, and provided a basis for candidate gene search. In addition, some QTL were found to affect commercial and noncommercial root traits distinctly. Further best linear unbiased predictions were decomposed into additive allele effects and were used to compute multiple QTL-based breeding values for selection. Together with quantitative genotyping and its appropriate usage in linkage analyses, this QTL mapping methodology will facilitate the use of genomic tools in sweetpotato breeding as well as in other autopolyploids.
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32
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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: 8] [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.
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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
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Mollinari M, Olukolu BA, Pereira GDS, Khan A, Gemenet D, Yencho GC, Zeng ZB. Unraveling the Hexaploid Sweetpotato Inheritance Using Ultra-Dense Multilocus Mapping. G3 (BETHESDA, MD.) 2020; 10:281-292. [PMID: 31732504 PMCID: PMC6945028 DOI: 10.1534/g3.119.400620] [Citation(s) in RCA: 34] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/12/2019] [Accepted: 11/12/2019] [Indexed: 12/18/2022]
Abstract
The hexaploid sweetpotato (Ipomoea batatas (L.) Lam., 2n = 6x = 90) is an important staple food crop worldwide and plays a vital role in alleviating famine in developing countries. Due to its high ploidy level, genetic studies in sweetpotato lag behind major diploid crops significantly. We built an ultra-dense multilocus integrated genetic map and characterized the inheritance system in a sweetpotato full-sib family using our newly developed software, MAPpoly. The resulting genetic map revealed 96.5% collinearity between I. batatas and its diploid relative I. trifida We computed the genotypic probabilities across the whole genome for all individuals in the mapping population and inferred their complete hexaploid haplotypes. We provide evidence that most of the meiotic configurations (73.3%) were resolved in bivalents, although a small portion of multivalent signatures (15.7%), among other inconclusive configurations (11.0%), were also observed. Except for low levels of preferential pairing in linkage group 2, we observed a hexasomic inheritance mechanism in all linkage groups. We propose that the hexasomic-bivalent inheritance promotes stability to the allelic transmission in sweetpotato.
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Affiliation(s)
- Marcelo Mollinari
- Bioinformatics Research Center, North Carolina State University, Raleigh, North Carolina,
- Department of Horticultural Science, North Carolina State University, Raleigh, North Carolina
| | - Bode A Olukolu
- Department of Entomology and Plant Pathology, University of Tennessee, Knoxville, Tennessee
| | - Guilherme da S Pereira
- Bioinformatics Research Center, North Carolina State University, Raleigh, North Carolina
- Department of Horticultural Science, North Carolina State University, Raleigh, North Carolina
| | - Awais Khan
- Plant Pathology and Plant-Microbe Biology Section, Cornell University, Geneva, New York, and
| | - Dorcus Gemenet
- International Potato Center, ILRI Campus, Nairobi, Kenya
| | - G Craig Yencho
- Department of Horticultural Science, North Carolina State University, Raleigh, North Carolina
| | - Zhao-Bang Zeng
- Bioinformatics Research Center, North Carolina State University, Raleigh, North Carolina
- Department of Horticultural Science, North Carolina State University, Raleigh, North Carolina
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34
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Mollinari M, Olukolu BA, Pereira GDS, Khan A, Gemenet D, Yencho GC, Zeng ZB. Unraveling the Hexaploid Sweetpotato Inheritance Using Ultra-Dense Multilocus Mapping. G3 (BETHESDA, MD.) 2020. [PMID: 31732504 DOI: 10.25387/g3.10255844] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 04/30/2023]
Abstract
The hexaploid sweetpotato (Ipomoea batatas (L.) Lam., 2n = 6x = 90) is an important staple food crop worldwide and plays a vital role in alleviating famine in developing countries. Due to its high ploidy level, genetic studies in sweetpotato lag behind major diploid crops significantly. We built an ultra-dense multilocus integrated genetic map and characterized the inheritance system in a sweetpotato full-sib family using our newly developed software, MAPpoly. The resulting genetic map revealed 96.5% collinearity between I. batatas and its diploid relative I. trifida We computed the genotypic probabilities across the whole genome for all individuals in the mapping population and inferred their complete hexaploid haplotypes. We provide evidence that most of the meiotic configurations (73.3%) were resolved in bivalents, although a small portion of multivalent signatures (15.7%), among other inconclusive configurations (11.0%), were also observed. Except for low levels of preferential pairing in linkage group 2, we observed a hexasomic inheritance mechanism in all linkage groups. We propose that the hexasomic-bivalent inheritance promotes stability to the allelic transmission in sweetpotato.
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Affiliation(s)
- Marcelo Mollinari
- Bioinformatics Research Center, North Carolina State University, Raleigh, North Carolina,
- Department of Horticultural Science, North Carolina State University, Raleigh, North Carolina
| | - Bode A Olukolu
- Department of Entomology and Plant Pathology, University of Tennessee, Knoxville, Tennessee
| | - Guilherme da S Pereira
- Bioinformatics Research Center, North Carolina State University, Raleigh, North Carolina
- Department of Horticultural Science, North Carolina State University, Raleigh, North Carolina
| | - Awais Khan
- Plant Pathology and Plant-Microbe Biology Section, Cornell University, Geneva, New York, and
| | - Dorcus Gemenet
- International Potato Center, ILRI Campus, Nairobi, Kenya
| | - G Craig Yencho
- Department of Horticultural Science, North Carolina State University, Raleigh, North Carolina
| | - Zhao-Bang Zeng
- Bioinformatics Research Center, North Carolina State University, Raleigh, North Carolina
- Department of Horticultural Science, North Carolina State University, Raleigh, North Carolina
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35
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Zhang L, Yu Y, Shi T, Kou M, Sun J, Xu T, Li Q, Wu S, Cao Q, Hou W, Li Z. Genome-wide analysis of expression quantitative trait loci (eQTLs) reveals the regulatory architecture of gene expression variation in the storage roots of sweet potato. HORTICULTURE RESEARCH 2020; 7:90. [PMID: 32528702 PMCID: PMC7261777 DOI: 10.1038/s41438-020-0314-4] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/20/2019] [Revised: 03/23/2020] [Accepted: 03/30/2020] [Indexed: 05/07/2023]
Abstract
Dissecting the genetic regulation of gene expression is critical for understanding phenotypic variation and species evolution. However, our understanding of the transcriptional variability in sweet potato remains limited. Here, we analyzed two publicly available datasets to explore the landscape of transcriptomic variations and its genetic basis in the storage roots of sweet potato. The comprehensive analysis identified a total of 724,438 high-confidence single nucleotide polymorphisms (SNPs) and 26,026 expressed genes. Expression quantitative trait locus (eQTL) analysis revealed 4408 eQTLs regulating the expression of 3646 genes, including 2261 local eQTLs and 2147 distant eQTLs. Two distant eQTL hotspots were found with target genes significantly enriched in specific functional classifications. By combining the information from regulatory network analyses, eQTLs and association mapping, we found that IbMYB1-2 acts as a master regulator and is the major gene responsible for the activation of anthocyanin biosynthesis in the storage roots of sweet potato. Our study provides the first insight into the genetic architecture of genome-wide expression variation in sweet potato and can be used to investigate the potential effects of genetic variants on key agronomic traits in sweet potato.
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Affiliation(s)
- Lei Zhang
- Jiangsu Key Laboratory of Phylogenomics and Comparative Genomics, School of Life Sciences, Jiangsu Normal University, Xuzhou, 221116 Jiangsu Province People’s Republic of China
| | - Yicheng Yu
- Jiangsu Key Laboratory of Phylogenomics and Comparative Genomics, School of Life Sciences, Jiangsu Normal University, Xuzhou, 221116 Jiangsu Province People’s Republic of China
| | - Tianye Shi
- Jiangsu Key Laboratory of Phylogenomics and Comparative Genomics, School of Life Sciences, Jiangsu Normal University, Xuzhou, 221116 Jiangsu Province People’s Republic of China
| | - Meng Kou
- Xuzhou Academy of Agricultural Sciences/Sweet Potato Research Institute, CAAS, Xuzhou, 221121 Jiangsu Province People’s Republic of China
| | - Jian Sun
- Jiangsu Key Laboratory of Phylogenomics and Comparative Genomics, School of Life Sciences, Jiangsu Normal University, Xuzhou, 221116 Jiangsu Province People’s Republic of China
| | - Tao Xu
- Jiangsu Key Laboratory of Phylogenomics and Comparative Genomics, School of Life Sciences, Jiangsu Normal University, Xuzhou, 221116 Jiangsu Province People’s Republic of China
| | - Qiang Li
- Xuzhou Academy of Agricultural Sciences/Sweet Potato Research Institute, CAAS, Xuzhou, 221121 Jiangsu Province People’s Republic of China
| | - Shaoyuan Wu
- Jiangsu Key Laboratory of Phylogenomics and Comparative Genomics, School of Life Sciences, Jiangsu Normal University, Xuzhou, 221116 Jiangsu Province People’s Republic of China
| | - Qinghe Cao
- Xuzhou Academy of Agricultural Sciences/Sweet Potato Research Institute, CAAS, Xuzhou, 221121 Jiangsu Province People’s Republic of China
| | - Wenqian Hou
- Jiangsu Key Laboratory of Phylogenomics and Comparative Genomics, School of Life Sciences, Jiangsu Normal University, Xuzhou, 221116 Jiangsu Province People’s Republic of China
| | - Zongyun Li
- Jiangsu Key Laboratory of Phylogenomics and Comparative Genomics, School of Life Sciences, Jiangsu Normal University, Xuzhou, 221116 Jiangsu Province People’s Republic of China
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