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Meng Y, Li X, Zhang H, Yu Z, Zhang Z, Fan Y, Yan L. Research on the mining of candidate genes for pepper fruit color and development of SNP markers based on SLAF-seq technology. Sci Rep 2025; 15:11392. [PMID: 40181030 PMCID: PMC11968913 DOI: 10.1038/s41598-025-95552-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2024] [Accepted: 03/21/2025] [Indexed: 04/05/2025] Open
Abstract
This study aims to enhance the coloration of pepper fruit by identifying valuable genetic resources through the analysis of single nucleotide polymorphism (SNP). markers and candidate genes associated with fruit pigmentation. Utilizing 197 natural populations of both hot and sweet peppers, we employed specific-locus amplified fragment sequencing (SLAF-seq) to examine 1496 high-quality SNP markers, thereby identifying significant loci contributing to fruit color variation. Our genome-wide association study pinpointed 30 significant SNP sites located on chromosome 6. Further analysis using kompetitive allele-specific PCR(KASP) and phenotypic correlation with fruit color led to the identification of the CA.PGAv.1.6.scaffold919.44 gene, which is implicated in anthocyanin synthesisregulation via the NAC domain, thereby influencing pepper fruit coloration. These findings offer a valuable reference for the advancement of molecular-assisted breeding strategies aimed at improving the fruit color of both sweet and hot peppers.To improve the fruit color of sweet peppers, this study aimed to identify single nucleotide polymorphism (SNP) loci and candidate genes significantly associated with fruit color. A natural population of 197 sweet pepper accessions was used as the material. SLAF-seq was conducted with 1496 high-quality SNP markers to mine excellent variant loci and predict candidate genes. Through Manhattan plot analysis and association analysis with the best linear unbiased prediction (BLUP) values of fruit color, 30 significant loci were detected on chromosome 6. Combining KASP genotyping technology with field phenotypes, the gene CAPGAv.1.6.scaffold919.44 was identified as a candidate gene regulating mature fruit color. It is related to the NAC domain and is hypothesized to alter fruit color by regulating anthocyanin biosynthesis. This study lays the foundation for molecular-assisted breeding of sweet peppers related to fruit color.
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Affiliation(s)
- Yaning Meng
- Institute of Economic Crops, Hebei Academy of Agriculture and Forestry Sciences, Shijiazhuang, China
| | - Xinxin Li
- Institute of Economic Crops, Hebei Academy of Agriculture and Forestry Sciences, Shijiazhuang, China
| | - Hongxiao Zhang
- Institute of Economic Crops, Hebei Academy of Agriculture and Forestry Sciences, Shijiazhuang, China
- College of Horticultural Science & Technology, Hebei Normal University of Science & Technology, Qinhuangdao, China
| | - Zhanghong Yu
- Institute of Economic Crops, Hebei Academy of Agriculture and Forestry Sciences, Shijiazhuang, China
| | - Zhe Zhang
- Institute of Economic Crops, Hebei Academy of Agriculture and Forestry Sciences, Shijiazhuang, China.
| | - Yanqin Fan
- Institute of Economic Crops, Hebei Academy of Agriculture and Forestry Sciences, Shijiazhuang, China.
| | - Libin Yan
- Institute of Economic Crops, Hebei Academy of Agriculture and Forestry Sciences, Shijiazhuang, China.
- Hebei Province Engineering Research Center for Vegetables, Shijiazhuang, China.
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Lei X, Su X, Zhou C, Jiang S, Yuan X, Zhao Y, Jiang S. Genetic structure and designing a preliminary core collection of Zizania latifolia in China based on 12 microsatellites markers. PeerJ 2025; 13:e18909. [PMID: 39995990 PMCID: PMC11849519 DOI: 10.7717/peerj.18909] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2024] [Accepted: 01/06/2025] [Indexed: 02/26/2025] Open
Abstract
The genetic diversity and structure of wild crop relatives are crucial for their conservation and utilization in breeding programs. This study presents a comprehensive survey and collection of Zizania latifolia across its natural distribution range in China. Using 12 microsatellite markers, the genetic diversity of 357 wild Z. latifolia accessions from 25 populations was evaluated, revealing a high genetic diversity (H e = 0.439). The genetic structure analysis indicated significant genetic differentiation among populations, with evidence of isolation by distance. CoreHunter3 and PowerMarker software were employed to design a preliminary core collection, and the final core collection comprised 92 wild accessions. The core collection was found to be representative of the original germplasm, ensuring the effective conservation of Z. latifolia's genetic resources. This study would provide valuable insights for the development of conservation strategies and the utilization of Z. latifolia.
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Affiliation(s)
- Xiangliang Lei
- Key Laboratory of Crop Physiology, Ecology and Genetic Breeding, Jiangxi Agricultural University, Nanchang, Jiangxi, China
- Fuzhou Institute of Agricultural Science, Fuzhou, Jiangxi, China
| | - Xiaona Su
- Nanchang Business College, Jiangxi Agricultural University, Jiujiang, Jiangxi, China
| | | | - Shaolin Jiang
- Key Laboratory of Crop Physiology, Ecology and Genetic Breeding, Jiangxi Agricultural University, Nanchang, Jiangxi, China
| | - Xiaoquan Yuan
- Fuzhou Institute of Agricultural Science, Fuzhou, Jiangxi, China
| | - Yao Zhao
- Key Laboratory of Poyang Lake Environment and Resource Utilization, Ministry of Education, Center for Watershed Ecology, School of Life Sciences, Nanchang University, Nanchang, Jiangxi, China
| | - Shaomei Jiang
- School of Statistics and Data Science, Jiangxi University of Finance and Economics, Nanchang, Jiangxi, China
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Li X, Song D, Li M, Li D, You M, Peng Y, Yan J, Bai S. An initial exploration of core collection construction and DNA fingerprinting in Elymus sibiricus L. using SNP markers. FRONTIERS IN PLANT SCIENCE 2025; 16:1534085. [PMID: 39990717 PMCID: PMC11844813 DOI: 10.3389/fpls.2025.1534085] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/25/2024] [Accepted: 01/16/2025] [Indexed: 02/25/2025]
Abstract
Elymus sibiricus L., an excellent forage and ecological restoration grass, plays a key role in grassland ecological construction and the sustainable development of animal husbandry. In China, the wild germplasm resources of E. sibiricus are abundant, and they are shaped by similar and contrasting climatic conditions to form distinct populations, which enrich the genetic diversity of E. sibiricus. To more comprehensively aggregate E. sibiricus germplasm resources at a lower cost and to more accurately utilize its genetic variation, this study conducted a preliminary exploration of core germplasm collections and fingerprinting of E. sibiricus using single nucleotide polymorphism (SNP) markers. By combining multiple evaluation measures with weighted processing, we successfully identified 36 materials from 90 wild E. sibiricus samples to serve as a core collection. Genetic diversity assessments, allele evaluations, and principal component analyses of the 36 core germplasm samples all indicate that these 36 samples accurately and comprehensively represent the genetic diversity of all 90 E. sibiricus germplasm accessions. Additionally, we identified 290 SNP loci from among the high-quality SNP loci generated by whole-genome sequencing of the 90 E. sibiricus samples as candidate markers. Of these, 52 SNP loci were selected as core markers for DNA fingerprinting of E. sibiricus. Using kompetitive allele-specific PCR (KASP) technology, we also performed population origin identification for 60 wild E. sibiricus germplasm accessions based on these core markers. The core SNP markers screened in this study were able to accurately distinguish between E. sibiricus germplasms from the Qinghai-Tibet Plateau and those from elsewhere. This study not only provides a reference for the continued collection and identification of E. sibiricus germplasm resources but also offers a scientific basis for their conservation and utilization.
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Affiliation(s)
- Xinrui Li
- School of Life Science and Engineering, Southwest University of Science and Technology, Mianyang, China
- College of Grassland Science and Technology, Sichuan Agricultural University, Chengdu, China
- Institute of Herbaceous Plants, Sichuan Academy of Grassland Science, Chengdu, China
| | - Daping Song
- School of Life Science and Engineering, Southwest University of Science and Technology, Mianyang, China
| | - Mingfeng Li
- Institute of Herbaceous Plants, Sichuan Academy of Grassland Science, Chengdu, China
| | - Daxu Li
- Institute of Herbaceous Plants, Sichuan Academy of Grassland Science, Chengdu, China
| | - Minghong You
- Institute of Herbaceous Plants, Sichuan Academy of Grassland Science, Chengdu, China
| | - Yan Peng
- College of Grassland Science and Technology, Sichuan Agricultural University, Chengdu, China
| | - Jiajun Yan
- School of Life Science and Engineering, Southwest University of Science and Technology, Mianyang, China
| | - Shiqie Bai
- School of Life Science and Engineering, Southwest University of Science and Technology, Mianyang, China
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Mahaman Mourtala IZ, Gouda AC, Baina DJ, Maxwell NII, Adje COA, Baragé M, Happiness OO. Genetic diversity and population structure studies of West African sweetpotato [Ipomoea batatas (L.) Lam] collection using DArTseq. PLoS One 2025; 20:e0312384. [PMID: 39752435 PMCID: PMC11698414 DOI: 10.1371/journal.pone.0312384] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2024] [Accepted: 10/06/2024] [Indexed: 01/06/2025] Open
Abstract
BACKGROUND Sweetpotato is a vegetatively propagated crop cultivated worldwide, predominantly in developing countries, valued for its adaptability, short growth cycle, and high productivity per unit land area. In most sub-Saharan African (SSA) countries, it is widely grown by smallholder farmers. Niger, Nigeria, and Benin have a huge diversity of sweetpotato accessions whose potential has not fully been explored to date. Diversity Arrays Technology (DArTseq), a Genotyping by Sequencing (GBS) method, has been developed and enables genotyping with high-density single nucleotide polymorphisms (SNPs) in different crop species. The aim of this study was to assess the genetic diversity and population structure of the West African sweetpotato collection using Diversity Arrays Technology through Genotyping by Sequencing (GBS). RESULTS 29,523 Diversity Arrays Technology (DArTseq) single nucleotide polymorphism markers were used to genotype 271 sweetpotato accessions. Genetic diversity analysis revealed an average polymorphic information content (PIC) value of 0.39, a minor allele frequency of 0.26, and an observed heterozygosity of 10%. The highest value of polymorphic information content (PIC) (0.41) was observed in chromosomes 4, while the highest proportion of heterozygous (He) (0.18) was observed in chromosomes 11. Molecular diversity revealed high values of polymorphic sites (Ps), theta (θ), and nucleotide diversity (π) with 0.973, 0.158, and 0.086, respectively, which indicated high genetic variation. The pairs of genetic distances revealed a range from 0.08 to 0.47 with an overall average of 0.34. Population structure analysis divided the 271 accessions into four populations (population 1 was characterised by a mixture of accessions from all countries; population 2, mostly comprised of Nigerian breeding lines; population 3 contained exclusively landraces from Benin; and population 4 was composed by only landraces from West African countries) at K = 4, and analysis of molecular variance (AMOVA) based on PhiPT values showed that most of the variation was explained when accessions were categorized based on population structure at K = 4 (25.25%) and based on cluster analysis (19.43%). Genetic distance showed that group 4 (which constituted by landraces of Niger and Benin) was genetically distant (0.428) from groups 2 (formed by 75% of breeding lines of Nigeria), while group 1 was the closest (0.182) to group 2. CONCLUSIONS This study employed 7,591 DArTseq-based SNP markers, revealing extensive polymorphism and variation within and between populations. Variability among countries of origin (11.42%) exceeded that based on biological status (9.13%) and storage root flesh colour (7.90%), emphasizing the impact of migration on genetic diversity. Population structure analysis using principal component analysis (PCA), Neighbor-Joining (NJ) tree, and STRUCTURE at K = 4 grouped 271 accessions into distinct clusters, irrespective of their geographic origins, indicating widespread genetic exchange. Group 4, dominated by landraces (95%), showed significant genetic differentiation (Nei's Gst = 0.428) from Group 2, mainly comprising breeding lines, suggesting their potential as heterotic groups for breeding initiatives like HEBS or ABS.
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Affiliation(s)
| | | | - Dan-jimo Baina
- Department of Natural Resources Management, National Institute of Agronomic Research of Niger, Niamey, Niger
| | | | - Charlotte O. A. Adje
- Genetics, Biotechnology and Seed Science Unit (GBioS), Laboratory of Crop Production, Physiology and Plant Breeding (PAGEV), Faculty of Agricultural Sciences, University of Abomey-Calavi, Cotonou, Benin
| | - Moussa Baragé
- Faculty of Agronomy, Abdou Moumouni University of Niamey, Niamey, Niger
| | - Oselebe Ogba Happiness
- Department of Crop Production and Landscape Management, Ebonyi State University, Abakaliki, Nigeria
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Yang F, Lang T, Wu J, Zhang C, Qu H, Pu Z, Yang F, Yu M, Feng J. SNP loci identification and KASP marker development system for genetic diversity, population structure, and fingerprinting in sweetpotato (Ipomoea batatas L.). BMC Genomics 2024; 25:1245. [PMID: 39719557 DOI: 10.1186/s12864-024-11139-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2024] [Accepted: 12/09/2024] [Indexed: 12/26/2024] Open
Abstract
Sweetpotato (Ipomoea batatas L.), an important food and industrial crop in the world, has a highly heterozygous hexaploid genome, making the development of single nucleotide polymorphism (SNP) markers challenging. Identifying SNP loci and developing practical SNP markers are crucial for genomic and genetic research on sweetpotato. A restriction site-associated DNA sequencing analysis of 60 sweetpotato accessions in this study yielded about 7.97 million SNPs. Notably, 954 candidate SNPs were obtained from 21,681 high-quality SNPs. Based on their stability and polymorphism, 274 kompetitive allele specific PCR (KASP) markers were then developed and uniformly distributed on chromosomes. The 274 KASP markers were used to genotype 93 sweetpotato accessions to evaluate their utility for assessing germplasm and analyzing genetic diversity and population structures. These markers had respective mean values of 0.24, 0.34, 0.31, and 0.25 for minor allele frequency, heterozygosity, gene diversity, and polymorphic information content (PIC). Their genetic pedigree led to the division of all accessions into three primary clusters, which were found to be both interrelated and independent. Finally, 74 KASP markers with PIC values greater than 0.35 were selected as core markers. These markers were used to construct the DNA fingerprints of 93 sweetpotato accessions and were able to differentiate between all accessions. To the best of our knowledge, this is the first attempt at the development and application of KASP markers in sweetpotato. However, due to sweetpotato's polyploidy, heterozygosity and the complex genome, the KASP marker conversion rate in this study was relatively low. To improve the KASP marker conversion rate, and accuracies in SNP discovery and marker validation, further studies including more accessions from underrepresented regions are needed in sweetpotato.
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Affiliation(s)
- Feiyang Yang
- Biotechnology and Nuclear Technology Research Institute, Sichuan Academy of Agricultural Sciences, Chengdu, 610011, China
- School of life science and engineering, Southwest University of Science and Technology, Mianyang, Sichuan, 621010, China
| | - Tao Lang
- Biotechnology and Nuclear Technology Research Institute, Sichuan Academy of Agricultural Sciences, Chengdu, 610011, China
| | - Jingyu Wu
- Biotechnology and Nuclear Technology Research Institute, Sichuan Academy of Agricultural Sciences, Chengdu, 610011, China
| | - Cong Zhang
- Biotechnology and Nuclear Technology Research Institute, Sichuan Academy of Agricultural Sciences, Chengdu, 610011, China
| | - Huijuan Qu
- Biotechnology and Nuclear Technology Research Institute, Sichuan Academy of Agricultural Sciences, Chengdu, 610011, China
| | - Zhigang Pu
- Biotechnology and Nuclear Technology Research Institute, Sichuan Academy of Agricultural Sciences, Chengdu, 610011, China
| | - Fan Yang
- Biotechnology and Nuclear Technology Research Institute, Sichuan Academy of Agricultural Sciences, Chengdu, 610011, China
| | - Ma Yu
- School of life science and engineering, Southwest University of Science and Technology, Mianyang, Sichuan, 621010, China
| | - Junyan Feng
- Biotechnology and Nuclear Technology Research Institute, Sichuan Academy of Agricultural Sciences, Chengdu, 610011, China.
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Meng X, Dong T, Li Z, Zhu M. First systematic review of the last 30 years of research on sweetpotato: elucidating the frontiers and hotspots. FRONTIERS IN PLANT SCIENCE 2024; 15:1428975. [PMID: 39036362 PMCID: PMC11258629 DOI: 10.3389/fpls.2024.1428975] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/07/2024] [Accepted: 06/17/2024] [Indexed: 07/23/2024]
Abstract
Sweetpotato is an economically important crop, and it has various advantages over other crops in addressing global food security and climate change. Although substantial articles have been published on the research of various aspects of sweetpotato biology, there are no specific reports to systematically crystallize the research achievements. The current review takes the lead in conducting a keyword-centric spatiotemporal dimensional bibliometric analysis of articles on sweetpotato research using CiteSpace software to comprehensively clarify the development status, research hotspot, and development trend in the past 30 years (1993-2022). Quantitative analysis was carried out on the publishing countries, institutions, disciplines, and scholars to understand the basic status of sweetpotato research; then, visual analysis was conducted on high-frequency keywords, burst keywords, and keyword clustering; the evolution of major research hotspots and the development trend in different periods were summarized. Finally, the three main development stages-preliminary stage (1993-2005), rapid stage (2006-2013), and diversified mature stage (2014-2022)-were reviewed and analyzed in detail. Particularly, the development needs of sweetpotato production in improving breeding efficiency, enhancing stress tolerance, coordinating high yield with high quality and high resistance, and promoting demand were discussed, which will help to comprehensively understand the development dynamics of sweetpotato research from different aspects of biological exploration.
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Affiliation(s)
| | | | | | - Mingku Zhu
- The Key Laboratory of Biotechnology for Medicinal Plant of Jiangsu Province, School of Life Sciences, Jiangsu Normal University, Xuzhou, Jiangsu, China
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Ji Q, Li F, Huang X, Li S, Wang Z, Liu Z, Huang L, Yang Y, Zhu H, Ke W. Assessment of phylogenetic relationships and genetic diversity of Sagittaria trifolia using phenotypic traits and SNP markers. PLoS One 2024; 19:e0302313. [PMID: 38829862 PMCID: PMC11146740 DOI: 10.1371/journal.pone.0302313] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2023] [Accepted: 04/01/2024] [Indexed: 06/05/2024] Open
Abstract
The aquatic perennial herb Sagittaria trifolia L. commonly known as arrowhead, has been utilized in China both as a culinary vegetable and in traditional medicines. Characterizing the phylogenetic relationships and genetic diversity of arrowheads is crucial for improved management, conservation, and efficient utilization of the germplasm resources associated with this species. Herein, we presented the phenotypic traits and genome-wide DNA marker-based analyses of 111 arrowhead accessions, most of which were from China. Cluster analysis revealed that arrowhead could be categorized into two clusters based on 11 phenotypic traits, with Cluster 1 comprising two subclusters. All accessions were clustered into three sub-clusters based primarily on leaf shape and tuber weight. A set of 759,237 high-quality single-nucleotide polymorphisms was identified and used to assess the phylogenetic relationships. Population structure and phylogenetic tree analyses suggested that the accessions could be classified into two major groups, Group I was further subdivided into two subgroups, aligning with the clusters identified through morphological classification. By employing Sagittaria lichuanensis as an outgroup, the rooted tree revealed that the evolutionary relationships within the three groups followed a progression from Group I-1 to Group I-2 and finally to Group II. The landraces were clustered into one group along with the remaining wild accessions. The level of genetic diversity for Group I (π = 0.26) was slightly lower than that which was estimated for Group II (π = 0.29). The lowest pairwise differentiation levels (Fst, 0.008) were obtained from the comparison between groups I-2 and II, indicating that the two groups were the most closely related. This study provides novel insights into germplasm classification, evolutionary relationships, genomics and arrowhead breeding.
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Affiliation(s)
- Qun Ji
- Institute of Vegetables, Wuhan Academy of Agricultural Sciences, Wuhan, Hubei, China
| | - Feng Li
- Institute of Vegetables, Wuhan Academy of Agricultural Sciences, Wuhan, Hubei, China
| | - Xinfang Huang
- Institute of Vegetables, Wuhan Academy of Agricultural Sciences, Wuhan, Hubei, China
| | - Shuangmei Li
- Institute of Vegetables, Wuhan Academy of Agricultural Sciences, Wuhan, Hubei, China
| | - Zhixin Wang
- Institute of Vegetables, Wuhan Academy of Agricultural Sciences, Wuhan, Hubei, China
| | - Zhengwei Liu
- Institute of Vegetables, Wuhan Academy of Agricultural Sciences, Wuhan, Hubei, China
| | - Laichun Huang
- Institute of Vegetables, Wuhan Academy of Agricultural Sciences, Wuhan, Hubei, China
| | - Yingnan Yang
- Institute of Vegetables, Wuhan Academy of Agricultural Sciences, Wuhan, Hubei, China
| | - Honglian Zhu
- Institute of Vegetables, Wuhan Academy of Agricultural Sciences, Wuhan, Hubei, China
| | - Weidong Ke
- Institute of Vegetables, Wuhan Academy of Agricultural Sciences, Wuhan, Hubei, China
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Wang R, Lin Y', Zhang C, Wu H, Jin Q, Guo J, Cao H, Tan D, Wu T. Fine mapping and analysis of a candidate gene controlling Phytophthora blight resistance in cucumber. PLANT BIOLOGY (STUTTGART, GERMANY) 2024; 26:583-591. [PMID: 38607927 DOI: 10.1111/plb.13648] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/15/2023] [Accepted: 03/25/2024] [Indexed: 04/14/2024]
Abstract
Cucumber blight is a destructive disease. The best way to control this disease is resistance breeding. This study focuses on disease resistance gene mapping and molecular marker development. We used the resistant cucumber, JSH, and susceptible cucumber, B80, as parents to construct F2 populations. Bulked segregant analysis (BSA) combined with specific length amplified fragment sequencing (SLAF-seq) were used, from which we developed cleaved amplified polymorphic sequence (CAPs) markers to map the resistance gene. Resistance in F2 individuals showed a segregation ratio of resistance:susceptibility close to 3:1. The gene in JSH resistant cucumber was mapped to an interval of 9.25 kb, and sequencing results for the three genes in the mapped region revealed three mutations at base sites 225, 302, and 591 in the coding region of Csa5G139130 between JSH and B80, but no mutations in coding regions of Csa5G139140 and Csa5G139150. The mutations caused changes in amino acids 75 and 101 of the protein encoded by Csa5G139130, suggesting that Csa5G139130 is the most likely resistance candidate gene. We developed a molecular marker, CAPs-4, as a closely linked marker for the cucumber blight resistance gene. This is the first report on mapping of a cucumber blight resistance gene and will provideg a useful marker for molecular breeding of cucumber resistance to Phytophthora blight.
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Affiliation(s)
- R Wang
- Institute of Facility Agriculture, Guangdong Academy of Agricultural Sciences (IFA, GDAAS), Guangzhou, China
| | - Y 'e Lin
- Vegetable Research Institute, Guangdong Academy of Agricultural Sciences/Guangdong Key Laboratory for New Technology Research of Vegetables, Guangzhou, China
| | - C Zhang
- Institute of Facility Agriculture, Guangdong Academy of Agricultural Sciences (IFA, GDAAS), Guangzhou, China
| | - H Wu
- Institute of Facility Agriculture, Guangdong Academy of Agricultural Sciences (IFA, GDAAS), Guangzhou, China
| | - Q Jin
- Vegetable Research Institute, Guangdong Academy of Agricultural Sciences/Guangdong Key Laboratory for New Technology Research of Vegetables, Guangzhou, China
| | - J Guo
- Institute of Facility Agriculture, Guangdong Academy of Agricultural Sciences (IFA, GDAAS), Guangzhou, China
| | - H Cao
- Institute of Facility Agriculture, Guangdong Academy of Agricultural Sciences (IFA, GDAAS), Guangzhou, China
| | - D Tan
- Institute of Facility Agriculture, Guangdong Academy of Agricultural Sciences (IFA, GDAAS), Guangzhou, China
| | - T Wu
- Institute of Facility Agriculture, Guangdong Academy of Agricultural Sciences (IFA, GDAAS), Guangzhou, China
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Salami M, Heidari B, Alizadeh B, Batley J, Wang J, Tan XL, Dadkhodaie A, Richards C. Dissection of quantitative trait nucleotides and candidate genes associated with agronomic and yield-related traits under drought stress in rapeseed varieties: integration of genome-wide association study and transcriptomic analysis. FRONTIERS IN PLANT SCIENCE 2024; 15:1342359. [PMID: 38567131 PMCID: PMC10985355 DOI: 10.3389/fpls.2024.1342359] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/21/2023] [Accepted: 02/26/2024] [Indexed: 04/04/2024]
Abstract
Introduction An important strategy to combat yield loss challenge is the development of varieties with increased tolerance to drought to maintain production. Improvement of crop yield under drought stress is critical to global food security. Methods In this study, we performed multiomics analysis in a collection of 119 diverse rapeseed (Brassica napus L.) varieties to dissect the genetic control of agronomic traits in two watering regimes [well-watered (WW) and drought stress (DS)] for 3 years. In the DS treatment, irrigation continued till the 50% pod development stage, whereas in the WW condition, it was performed throughout the whole growing season. Results The results of the genome-wide association study (GWAS) using 52,157 single-nucleotide polymorphisms (SNPs) revealed 1,281 SNPs associated with traits. Six stable SNPs showed sequence variation for flowering time between the two irrigation conditions across years. Three novel SNPs on chromosome C04 for plant weight were located within drought tolerance-related gene ABCG16, and their pleiotropically effects on seed weight per plant and seed yield were characterized. We identified the C02 peak as a novel signal for flowering time, harboring 52.77% of the associated SNPs. The 288-kbps LD decay distance analysis revealed 2,232 candidate genes (CGs) associated with traits. The CGs BIG1-D, CAND1, DRG3, PUP10, and PUP21 were involved in phytohormone signaling and pollen development with significant effects on seed number, seed weight, and grain yield in drought conditions. By integrating GWAS and RNA-seq, 215 promising CGs were associated with developmental process, reproductive processes, cell wall organization, and response to stress. GWAS and differentially expressed genes (DEGs) of leaf and seed in the yield contrasting accessions identified BIG1-D, CAND1, and DRG3 genes for yield variation. Discussion The results of our study provide insights into the genetic control of drought tolerance and the improvement of marker-assisted selection (MAS) for breeding high-yield and drought-tolerant varieties.
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Affiliation(s)
- Maryam Salami
- Department of Plant Production and Genetics, School of Agriculture, Shiraz University, Shiraz, Iran
| | - Bahram Heidari
- Department of Plant Production and Genetics, School of Agriculture, Shiraz University, Shiraz, Iran
| | - Bahram Alizadeh
- Oil Crops Research Department, Seed and Plant Improvement Institute, Agricultural Research Education and Extension, Organization, (AREEO), Karaj, Iran
| | - Jacqueline Batley
- School of Biological Sciences, University of Western Australia, Perth, WA, Australia
| | - Jin Wang
- School of Life Sciences, Jiangsu University, Zhenjiang, China
| | - Xiao-Li Tan
- School of Life Sciences, Jiangsu University, Zhenjiang, China
| | - Ali Dadkhodaie
- Department of Plant Production and Genetics, School of Agriculture, Shiraz University, Shiraz, Iran
| | - Christopher Richards
- United States Department of Agriculture (USDA), Agricultural Research Service (ARS), National Laboratory for Genetic Resources Preservation, Fort Collins, CO, United States
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Feng Y, Yang C, Zhang J, Qiao J, Wang B, Zhao Y. Construction of a High-Density Paulownia Genetic Map and QTL Mapping of Important Phenotypic Traits Based on Genome Assembly and Whole-Genome Resequencing. Int J Mol Sci 2023; 24:15647. [PMID: 37958630 PMCID: PMC10647314 DOI: 10.3390/ijms242115647] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2023] [Revised: 10/24/2023] [Accepted: 10/25/2023] [Indexed: 11/15/2023] Open
Abstract
Quantitative trait locus (QTL) mapping based on a genetic map is a very effective method of marker-assisted selection in breeding, and whole-genome resequencing is one of the useful methods to obtain high-density genetic maps. In this study, the hybrid assembly of Illumina, PacBio, and chromatin interaction mapping data was used to construct high-quality chromosomal genome sequences of Paulownia fortunei, with a size of 476.82 Mb, a heterozygosity of 0.52%, and a contig and scaffold N50s of 7.81 Mb and 21.81 Mb, respectively. Twenty scaffolds with a total length of 437.72 Mb were assembled into 20 pseudochromosomes. Repeat sequences with a total length of 243.96 Mb accounted for 51.16% of the entire genome. In all, 26,903 protein-coding gene loci were identified, and 26,008 (96.67%) genes had conserved functional motifs. Further comparative genomics analysis preliminarily showed that the split of P. fortunei with Tectona grandis likely occurred 38.8 (33.3-45.1) million years ago. Whole-genome resequencing was used to construct a merged genetic map of 20 linkage groups, with 2993 bin markers (3,312,780 SNPs), a total length of 1675.14 cm, and an average marker interval of 0.56 cm. In total, 73 QTLs for important phenotypic traits were identified (19 major QTLs with phenotypic variation explained ≥ 10%), including 10 for the diameter at breast height, 7 for the main trunk height, and 56 for branch-related traits. These results not only enrich P. fortunei genomic data but also form a solid foundation for fine QTL mapping and key marker/gene mining of Paulownia, which is of great significance for the directed genetic improvement of these species.
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Affiliation(s)
- Yanzhi Feng
- Research Institute of Non-Timber Forestry, Chinese Academy of Forestry, Zhengzhou 450003, China; (Y.F.); (C.Y.); (J.Z.); (J.Q.)
- Key Laboratory of Non-Timber Forest Germplasm Enhancement & Utilization of National Forestry and Grassland Administration, Zhengzhou 450003, China
| | - Chaowei Yang
- Research Institute of Non-Timber Forestry, Chinese Academy of Forestry, Zhengzhou 450003, China; (Y.F.); (C.Y.); (J.Z.); (J.Q.)
- Key Laboratory of Non-Timber Forest Germplasm Enhancement & Utilization of National Forestry and Grassland Administration, Zhengzhou 450003, China
| | - Jiajia Zhang
- Research Institute of Non-Timber Forestry, Chinese Academy of Forestry, Zhengzhou 450003, China; (Y.F.); (C.Y.); (J.Z.); (J.Q.)
- Key Laboratory of Non-Timber Forest Germplasm Enhancement & Utilization of National Forestry and Grassland Administration, Zhengzhou 450003, China
| | - Jie Qiao
- Research Institute of Non-Timber Forestry, Chinese Academy of Forestry, Zhengzhou 450003, China; (Y.F.); (C.Y.); (J.Z.); (J.Q.)
- Key Laboratory of Non-Timber Forest Germplasm Enhancement & Utilization of National Forestry and Grassland Administration, Zhengzhou 450003, China
| | - Baoping Wang
- Research Institute of Non-Timber Forestry, Chinese Academy of Forestry, Zhengzhou 450003, China; (Y.F.); (C.Y.); (J.Z.); (J.Q.)
- Key Laboratory of Non-Timber Forest Germplasm Enhancement & Utilization of National Forestry and Grassland Administration, Zhengzhou 450003, China
| | - Yang Zhao
- Research Institute of Non-Timber Forestry, Chinese Academy of Forestry, Zhengzhou 450003, China; (Y.F.); (C.Y.); (J.Z.); (J.Q.)
- Key Laboratory of Non-Timber Forest Germplasm Enhancement & Utilization of National Forestry and Grassland Administration, Zhengzhou 450003, China
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Kim TH, Kim S, Park W, Woo KS, Lee K, Chung MN, Lee YH, Lee HU, Lee KH, Nam SS, Jo H, Lee JD. Genome-wide association study to identify novel loci and genes for Fusarium root rot resistance in sweet potato using genotyping-by-sequencing. FRONTIERS IN PLANT SCIENCE 2023; 14:1251157. [PMID: 37860237 PMCID: PMC10584150 DOI: 10.3389/fpls.2023.1251157] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/30/2023] [Accepted: 09/15/2023] [Indexed: 10/21/2023]
Abstract
Fusarium root rot, caused by Fusarium solani, is a major post-harvest disease in sweet potatoes (Ipomoea batatas (L.) Lam.). An effective strategy for controlling this disease is the development of resistant varieties. In this study, a genome-wide association study (GWAS) was conducted on 96 sweet potato genotypes to identify novel candidate loci and dissect the genetic basis of Fusarium root rot resistance. Genotyping was performed using genotyping-by-sequencing (GBS), and 44,255 SNPs were identified after filtering. The genotypes (n = 96) were evaluated through resistance tests in 2021 and 2022, separately and combined. The GWAS identified two significant SNP markers (LG3_22903756 and LG4_2449919) on chromosomes 3 and 4 associated with Fusarium root rot resistance, respectively. Lesion length showed significant differences between homozygous A and G alleles of LG3_22903756, which can potentially be used to develop molecular markers for selecting accessions resistant to Fusarium root rot. Expression analysis of 11 putative genes flanking the significant SNPs revealed the alteration in the expression of nine genes, indicating their possible involvement in Fusarium root rot resistance. The results of this study will aid in the marker-assisted selection and functional analysis of candidate genes for Fusarium root rot resistance in sweet potatoes.
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Affiliation(s)
- Tae Hwa Kim
- Bioenergy Crop Research Institute, National Institute of Crop Science, Rural Development Administration, Muan, Republic of Korea
| | - Sujung Kim
- Bioenergy Crop Research Institute, National Institute of Crop Science, Rural Development Administration, Muan, Republic of Korea
| | - Won Park
- Bioenergy Crop Research Institute, National Institute of Crop Science, Rural Development Administration, Muan, Republic of Korea
| | - Koan Sik Woo
- Bioenergy Crop Research Institute, National Institute of Crop Science, Rural Development Administration, Muan, Republic of Korea
| | - Keunpyo Lee
- International Technology Cooperation Center, Technology Cooperation Bureau, Rural Development Administration, Jeonju, Republic of Korea
| | - Mi Nam Chung
- Bioenergy Crop Research Institute, National Institute of Crop Science, Rural Development Administration, Muan, Republic of Korea
| | - Young Hoon Lee
- Planning and Coordination Division, National Institute of Crop Science, Rural Development Administration, Jeonju, Republic of Korea
| | - Hyeong-Un Lee
- Bioenergy Crop Research Institute, National Institute of Crop Science, Rural Development Administration, Muan, Republic of Korea
| | - Kyo Hwui Lee
- Bioenergy Crop Research Institute, National Institute of Crop Science, Rural Development Administration, Muan, Republic of Korea
| | - Sang-Sik Nam
- Bioenergy Crop Research Institute, National Institute of Crop Science, Rural Development Administration, Muan, Republic of Korea
| | - Hyun Jo
- Department of Applied Biosciences, Kyungpook National University, Daegu, Republic of Korea
| | - Jeong-Dong Lee
- Department of Applied Biosciences, Kyungpook National University, Daegu, Republic of Korea
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12
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Zhu X, Zou R, Qin H, Chai S, Tang J, Li Y, Wei X. Genome-wide diversity evaluation and core germplasm extraction in ex situ conservation: A case of golden Camellia tunghinensis. Evol Appl 2023; 16:1519-1530. [PMID: 37752963 PMCID: PMC10519411 DOI: 10.1111/eva.13584] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2023] [Revised: 07/17/2023] [Accepted: 07/26/2023] [Indexed: 09/28/2023] Open
Abstract
Whether ex situ populations constructed in the limited nursery resources of botanical gardens can preserve enough genetic diversity of endangered plants in the wild remains uncertain. Here, a case study was conducted with Camellia tunghinensis, which is one of the species with the lowest natural distribution area in the sect. Chrysantha (golden camellia) of the family Theaceae. We investigated the genetic diversity and population structure of 229 samples from wild and ex situ populations using genotyping by sequencing (GBS). Core germplasm was constructed from these samples. The results showed that wild C. tunghinensis exhibited high genetic diversity, with observed heterozygosity of 0.257-0.293 and expected heterozygosity of 0.247-0.262. Compared with wild populations, the genetic diversity of ex situ populations established by transplanting wild seedlings was close to or even higher. However, the genetic diversity of those established by seed or cuttings of a few superior trees was lower. The Admixture analysis revealed that the structure of the ex situ populations derived from seeds and cuttings was relatively simple compared with the ex situ populations derived from transplanted wild seedlings and wild populations. These results suggested that direct transplanting of wild seedlings was more conducive to preserving the genetic diversity of endangered plants in the wild. In addition, wild populations demonstrated a small differentiation (mean F ST = 0.044) among themselves, possibly due to long-term and frequent gene flow between the wild populations. In contrast, moderate differentiation (mean F ST > 0.05) was detected among ex situ populations and between ex situ and wild populations. This may be the combined result of the absence of gene flow pathways and strong selection pressure in various ex situ environments. Finally, 77 core germplasms were extracted from 229, likely representing the genetic diversity of C. tunghinensis. This study provides future strategies for the ex situ conservation and management of the golden camellia species and other rare and endangered plants.
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Affiliation(s)
- Xianliang Zhu
- Guangxi Key Laboratory of Plant Functional Phytochemicals and Sustainable UtilizationGuangxi Institute of Botany, Guangxi Zhuang Autonomous Region and Chinese Academy of SciencesGuilinChina
| | - Rong Zou
- Guangxi Key Laboratory of Plant Functional Phytochemicals and Sustainable UtilizationGuangxi Institute of Botany, Guangxi Zhuang Autonomous Region and Chinese Academy of SciencesGuilinChina
| | - Huizhen Qin
- Guangxi Key Laboratory of Plant Functional Phytochemicals and Sustainable UtilizationGuangxi Institute of Botany, Guangxi Zhuang Autonomous Region and Chinese Academy of SciencesGuilinChina
| | - Shengfeng Chai
- Guangxi Key Laboratory of Plant Functional Phytochemicals and Sustainable UtilizationGuangxi Institute of Botany, Guangxi Zhuang Autonomous Region and Chinese Academy of SciencesGuilinChina
| | - Jianmin Tang
- Guangxi Key Laboratory of Plant Functional Phytochemicals and Sustainable UtilizationGuangxi Institute of Botany, Guangxi Zhuang Autonomous Region and Chinese Academy of SciencesGuilinChina
| | - Yingying Li
- Institute of Forestry Economic Science, Guangdong Academy of ForestryGuangzhouChina
| | - Xiao Wei
- Guangxi Key Laboratory of Plant Functional Phytochemicals and Sustainable UtilizationGuangxi Institute of Botany, Guangxi Zhuang Autonomous Region and Chinese Academy of SciencesGuilinChina
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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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14
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Slonecki TJ, Rutter WB, Olukolu BA, Yencho GC, Jackson DM, Wadl PA. Genetic diversity, population structure, and selection of breeder germplasm subsets from the USDA sweetpotato ( Ipomoea batatas) collection. FRONTIERS IN PLANT SCIENCE 2023; 13:1022555. [PMID: 36816486 PMCID: PMC9932972 DOI: 10.3389/fpls.2022.1022555] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/18/2022] [Accepted: 10/28/2022] [Indexed: 06/18/2023]
Abstract
Sweetpotato (Ipomoea batatas) is the sixth most important food crop and plays a critical role in maintaining food security worldwide. Support for sweetpotato improvement research in breeding and genetics programs, and maintenance of sweetpotato germplasm collections is essential for preserving food security for future generations. Germplasm collections seek to preserve phenotypic and genotypic diversity through accession characterization. However, due to its genetic complexity, high heterogeneity, polyploid genome, phenotypic plasticity, and high flower production variability, sweetpotato genetic characterization is challenging. Here, we characterize the genetic diversity and population structure of 604 accessions from the sweetpotato germplasm collection maintained by the United States Department of Agriculture (USDA), Agricultural Research Service (ARS), Plant Genetic Resources Conservation Unit (PGRCU) in Griffin, Georgia, United States. Using the genotyping-by-sequencing platform (GBSpoly) and bioinformatic pipelines (ngsComposer and GBSapp), a total of 102,870 polymorphic SNPs with hexaploid dosage calls were identified from the 604 accessions. Discriminant analysis of principal components (DAPC) and Bayesian clustering identified six unique genetic groupings across seven broad geographic regions. Genetic diversity analyses using the hexaploid data set revealed ample genetic diversity among the analyzed collection in concordance with previous analyses. Following population structure and diversity analyses, breeder germplasm subsets of 24, 48, 96, and 384 accessions were established using K-means clustering with manual selection to maintain phenotypic and genotypic diversity. The genetic characterization of the PGRCU sweetpotato germplasm collection and breeder germplasm subsets developed in this study provide the foundation for future association studies and serve as precursors toward phenotyping studies aimed at linking genotype with phenotype.
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Affiliation(s)
- Tyler J. Slonecki
- United States Vegetable Laboratory, Agricultural Research Service, United States Department of Agriculture, Charleston, SC, United States
| | - William B. Rutter
- United States Vegetable Laboratory, Agricultural Research Service, United States Department of Agriculture, Charleston, SC, United States
| | - Bode A. Olukolu
- Department of Entomology and Plant Pathology, University of Tennessee, Knoxville, TN, United States
| | - G. Craig Yencho
- Department of Horticultural Science, North Carolina State University, Raleigh, NC, United States
| | - D. Michael Jackson
- United States Vegetable Laboratory, Agricultural Research Service, United States Department of Agriculture, Charleston, SC, United States
| | - Phillip A. Wadl
- United States Vegetable Laboratory, Agricultural Research Service, United States Department of Agriculture, Charleston, SC, United States
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15
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Jing Y, Bian L, Zhang X, Zhao B, Zheng R, Su S, Ye D, Zheng X, El-Kassaby YA, Shi J. Genetic diversity and structure of the 4 th cycle breeding population of Chinese fir ( Cunninghamia lanceolata (lamb.) hook). FRONTIERS IN PLANT SCIENCE 2023; 14:1106615. [PMID: 36778690 PMCID: PMC9911867 DOI: 10.3389/fpls.2023.1106615] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/23/2022] [Accepted: 01/16/2023] [Indexed: 06/18/2023]
Abstract
Studying population genetic structure and diversity is crucial for the marker-assisted selection and breeding of coniferous tree species. In this study, using RAD-seq technology, we developed 343,644 high-quality single nucleotide polymorphism (SNP) markers to resolve the genetic diversity and population genetic structure of 233 Chinese fir selected individuals from the 4th cycle breeding program, representing different breeding generations and provenances. The genetic diversity of the 4th cycle breeding population was high with nucleotide diversity (Pi ) of 0.003, and Ho and He of 0.215 and 0.233, respectively, indicating that the breeding population has a broad genetic base. The genetic differentiation level between the different breeding generations and different provenances was low (Fst < 0.05), with population structure analysis results dividing the 233 individuals into four subgroups. Each subgroup has a mixed branch with interpenetration and weak population structure, which might be related to breeding rather than provenance, with aggregation from the same source only being in the local branches. Our results provide a reference for further research on the marker-assisted selective breeding of Chinese fir and other coniferous trees.
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Affiliation(s)
- Yonglian Jing
- State Key Laboratory of Tree Genetics and Breeding, Co-Innovation Center for Sustainable Forestry in Southern China, College of Forestry, Nanjing Forestry University, Nanjing, China
| | - Liming Bian
- State Key Laboratory of Tree Genetics and Breeding, Co-Innovation Center for Sustainable Forestry in Southern China, College of Forestry, Nanjing Forestry University, Nanjing, China
| | - Xuefeng Zhang
- State Key Laboratory of Tree Genetics and Breeding, Co-Innovation Center for Sustainable Forestry in Southern China, College of Forestry, Nanjing Forestry University, Nanjing, China
| | - Benwen Zhao
- State Key Laboratory of Tree Genetics and Breeding, Co-Innovation Center for Sustainable Forestry in Southern China, College of Forestry, Nanjing Forestry University, Nanjing, China
| | - Renhua Zheng
- Key Laboratory of Timber Forest Breeding and Cultivation for Mountainous Areas in Southern China, Fujian Academy of Forestry Science, Fuzhou, China
| | - Shunde Su
- Key Laboratory of Timber Forest Breeding and Cultivation for Mountainous Areas in Southern China, Fujian Academy of Forestry Science, Fuzhou, China
| | - Daiquan Ye
- Department of Tree Improvement, Yangkou State-owned Forest Farm, Nanping, China
| | - Xueyan Zheng
- Department of Tree Improvement, Yangkou State-owned Forest Farm, Nanping, China
| | - Yousry A. El-Kassaby
- Department of Forest and Conservation Sciences, Faculty of Forestry, The University of British Columbia, Vancouver, BC, Canada
| | - Jisen Shi
- State Key Laboratory of Tree Genetics and Breeding, Co-Innovation Center for Sustainable Forestry in Southern China, College of Forestry, Nanjing Forestry University, Nanjing, China
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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: 3] [Impact Index Per Article: 1.0] [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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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: 35] [Impact Index Per Article: 11.7] [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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18
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Development of SLAF-Sequence and Multiplex SNaPshot Panels for Population Genetic Diversity Analysis and Construction of DNA Fingerprints for Sugarcane. Genes (Basel) 2022; 13:genes13081477. [PMID: 36011388 PMCID: PMC9408448 DOI: 10.3390/genes13081477] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2022] [Revised: 08/15/2022] [Accepted: 08/16/2022] [Indexed: 11/17/2022] Open
Abstract
A genetic diversity analysis and identification of plant germplasms and varieties are important and necessary for plant breeding. Deoxyribonucleotide (DNA) fingerprints based on genomic molecular markers play an important role in accurate germplasm identification. In this study, Specific-Locus Amplified Fragment Sequencing (SLAF-seq) was conducted for a sugarcane population with 103 cultivated and wild accessions. In total, 105,325 genomic single nucleotide polymorphisms (SNPs) were called successfully to analyze population components and genetic diversity. The genetic diversity of the population was complex and clustered into two major subpopulations. A principal component analysis (PCA) showed that these accessions could not be completely classified based on geographical origin. After filtration, screening, and comparison, 192 uniformly-distributed SNP loci were selected for the 32 chromosomes of sugarcane. An SNP complex genotyping detection system was established using the SNaPshot typing method and used for the precise genotyping and identification of 180 sugarcane germplasm samples. According to the stability and polymorphism of the SNPs, 32 high-quality SNP markers were obtained and successfully used to construct the first SNP fingerprinting and quick response codes (QR codes) for sugarcane. The results provide new insights for genotyping, classifying, and identifying germplasm and resources for sugarcane breeding
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Meng Y, Su W, Ma Y, Liu L, Gu X, Wu D, Shu X, Lai Q, Tang Y, Wu L, Wang Y. Assessment of genetic diversity and variety identification based on developed retrotransposon-based insertion polymorphism (RBIP) markers in sweet potato (Ipomoea batatas (L.) Lam.). Sci Rep 2021; 11:17116. [PMID: 34429441 PMCID: PMC8385064 DOI: 10.1038/s41598-021-95876-w] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2021] [Accepted: 07/28/2021] [Indexed: 11/15/2022] Open
Abstract
Sweet potato, a dicotyledonous and perennial plant, is the third tuber/root crop species behind potato and cassava in terms of production. Long terminal repeat (LTR) retrotransposons are highly abundant in sweet potato, contributing to genetic diversity. Retrotransposon-based insertion polymorphism (RBIP) is a high-throughput marker system to study the genetic diversity of plant species. To date, there have been no transposon marker-based genetic diversity analyses of sweet potato. Here, we reported a structure-based analysis of the sweet potato genome, a total of 21555 LTR retrotransposons, which belonged to the main LTR-retrotransposon subfamilies Ty3-gypsy and Ty1-copia were identified. After searching and selecting using Hidden Markov Models (HMMs), 1616 LTR retrotransposon sequences containing at least two models were screened. A total of 48 RBIP primers were synthesized based on the high copy numbers of conserved LTR sequences. Fifty-six amplicons with an average polymorphism of 91.07% were generated in 105 sweet potato germplasm resources based on RBIP markers. A Unweighted Pair Group Method with Arithmatic Mean (UPGMA) dendrogram, a model-based genetic structure and principal component analysis divided the sweet potato germplasms into 3 groups containing 8, 53, and 44 germplasms. All the three analyses produced significant groupwise consensus. However, almost all the germplasms contained only one primary locus. The analysis of molecular variance (AMOVA) among the groups indicated higher intergroup genetic variation (53%) than intrapopulation genetic variation. In addition, long-term self-retention may cause some germplasm resources to exhibit variable segregation. These results suggest that these sweet potato germplasms are not well evolutionarily diversified, although geographic speciation could have occurred at a limited level. This study highlights the utility of RBIP markers for determining the intraspecies variability of sweet potato and have the potential to be used as core primer pairs for variety identification, genetic diversity assessment and linkage map construction. The results could provide a good theoretical reference and guidance for germplasm research and breeding.
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Affiliation(s)
- Yusha Meng
- Institute of Rural Development, Zhejiang Academy of Agricultural Sciences, Hangzhou, 310021, People's Republic of China.,Key Laboratory of Creative Agriculture, Ministry of Agriculture, Hangzhou, 310021, People's Republic of China
| | - Wenjin Su
- Institute of Food Crops, Hubei Academy of Agricultural Sciences, Wuhan, 430064, People's Republic of China
| | - Yanping Ma
- Institute of Rural Development, Zhejiang Academy of Agricultural Sciences, Hangzhou, 310021, People's Republic of China.,Key Laboratory of Creative Agriculture, Ministry of Agriculture, Hangzhou, 310021, People's Republic of China
| | - Lei Liu
- Institute of Rural Development, Zhejiang Academy of Agricultural Sciences, Hangzhou, 310021, People's Republic of China.,Key Laboratory of Creative Agriculture, Ministry of Agriculture, Hangzhou, 310021, People's Republic of China
| | - Xingguo Gu
- Institute of Rural Development, Zhejiang Academy of Agricultural Sciences, Hangzhou, 310021, People's Republic of China.,Key Laboratory of Creative Agriculture, Ministry of Agriculture, Hangzhou, 310021, People's Republic of China
| | - Dianxing Wu
- State Key Laboratory of Rice Biology, Institute of Nuclear Agriculture Sciences, Zhejiang University, Hangzhou, 310029, People's Republic of China
| | - Xiaoli Shu
- State Key Laboratory of Rice Biology, Institute of Nuclear Agriculture Sciences, Zhejiang University, Hangzhou, 310029, People's Republic of China
| | - Qixian Lai
- Institute of Rural Development, Zhejiang Academy of Agricultural Sciences, Hangzhou, 310021, People's Republic of China.,Key Laboratory of Creative Agriculture, Ministry of Agriculture, Hangzhou, 310021, People's Republic of China
| | - Yong Tang
- Institute of Rural Development, Zhejiang Academy of Agricultural Sciences, Hangzhou, 310021, People's Republic of China.,Key Laboratory of Creative Agriculture, Ministry of Agriculture, Hangzhou, 310021, People's Republic of China
| | - Liehong Wu
- Institute of Rural Development, Zhejiang Academy of Agricultural Sciences, Hangzhou, 310021, People's Republic of China.
| | - Yin Wang
- Institute of Rural Development, Zhejiang Academy of Agricultural Sciences, Hangzhou, 310021, People's Republic of China. .,Key Laboratory of Creative Agriculture, Ministry of Agriculture, Hangzhou, 310021, People's Republic of China.
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20
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Ji Q, Zhu H, Huang X, Zhou K, Liu Z, Sun Y, Wang Z, Ke W. Uncovering phylogenetic relationships and genetic diversity of water dropwort using phenotypic traits and SNP markers. PLoS One 2021; 16:e0249825. [PMID: 34228738 PMCID: PMC8259969 DOI: 10.1371/journal.pone.0249825] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2020] [Accepted: 03/25/2021] [Indexed: 12/02/2022] Open
Abstract
The water dropworts Oenanthe linearis Wall. ex DC. and O. javanica (Blume) DC. are aquatic perennial herbs that have been used in China as vegetables and traditional medicines. However, their phylogenetic relationships and genetic diversity are poorly understood. Here, we presented the phenotypic traits and genome-wide DNA marker-based analysis of 158 water dropwort accessions representing both species. The analysis revealed that Oenanthe linearis was readily segregated into linear-leaf and deep-cleft leaf water dropworts according to their leaf shapes at flowering. Oenanthe javanica was classified by clustering analysis into two clusters based mainly on the morphological characteristics of their ultimate segments (leaflets). A set of 11 493 high-quality single-nucleotide polymorphisms was identified and used to construct a phylogenetic tree. There was strong discrimination between O. linearis and O. javanica, which was consistent with their phenotype diversification. The population structure and phylogenetic tree analyses suggested that the O. linearis accessions formed two major groups, corresponding to the linear-leaf and deep-cleft leaf types. The most obvious phenotypic differences between them were fully expressed at the reproductive growth stage. A single-nucleotide polymorphism-based analysis revealed that the O. javanica accessions could be categorized into groups I andII. However, this finding did not entirely align with the clusters revealed by morphological classification. Landraces were clustered into one group along with the remaining wild accessions. Hence, water dropwort domestication was short in duration. The level of genetic diversity for O. linearis (π = 0.1902) was slightly lower than that which was estimated for O. javanica (π = 0.2174). There was a low level of genetic differentiation between O. linearis and O. javanica (Fst = 0.0471). The mean genetic diversity among accessions ranged from 0.1818 for the linear-leaf types to 0.2318 for the groupII accessions. The phenotypic traits and the single-nucleotide polymorphism markers identified here lay empirical foundation for future genomic studies on water dropwort.
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Affiliation(s)
- Qun Ji
- Institute of Vegetables, Wuhan Academy of Agricultural Sciences, Wuhan, Hubei, China
| | - Honglian Zhu
- Institute of Vegetables, Wuhan Academy of Agricultural Sciences, Wuhan, Hubei, China
| | - Xinfang Huang
- Institute of Vegetables, Wuhan Academy of Agricultural Sciences, Wuhan, Hubei, China
| | - Kai Zhou
- Institute of Vegetables, Wuhan Academy of Agricultural Sciences, Wuhan, Hubei, China
| | - Zhengwei Liu
- Institute of Vegetables, Wuhan Academy of Agricultural Sciences, Wuhan, Hubei, China
| | - Yalin Sun
- Institute of Vegetables, Wuhan Academy of Agricultural Sciences, Wuhan, Hubei, China
| | - Zhixin Wang
- Institute of Vegetables, Wuhan Academy of Agricultural Sciences, Wuhan, Hubei, China
| | - Weidong Ke
- Institute of Vegetables, Wuhan Academy of Agricultural Sciences, Wuhan, Hubei, China
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21
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Li C, Liu M, Sun F, Zhao X, He M, Li T, Lu P, Xu Y. Genetic Divergence and Population Structure in Weedy and Cultivated Broomcorn Millets ( Panicum miliaceum L.) Revealed by Specific-Locus Amplified Fragment Sequencing (SLAF-Seq). FRONTIERS IN PLANT SCIENCE 2021; 12:688444. [PMID: 34249058 PMCID: PMC8264369 DOI: 10.3389/fpls.2021.688444] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/30/2021] [Accepted: 05/31/2021] [Indexed: 06/07/2023]
Abstract
Broomcorn millet (Panicum miliaceum L.) is one of the earliest domesticated crops in the world. Weedy broomcorn millet [Panicum ruderale (Kitag.) Chang or Panicum miliaceum subsp. ruderale (Kitag.) Tzvel] is thought to be the descendant of the wild ancestor or the feral type of this cereal. The genealogical relationships and genetic divergence among these taxa have not been clarified. In this study, the genetic diversity and population structure of weedy and cultivated broomcorn millets were investigated by using the high-throughput sequencing technology, i.e., the specific-locus amplified fragment sequencing (SLAF-seq). Our analyses consistently revealed both the wild and the feral genotypes in the weedy broomcorn millets. The single nucleotide polymorphisms (SNPs) at the genomic level provided useful evidence to distinguish the wild and the endoferal/exoferal types of weedy broomcorn millets. The genetic divergence revealed between the cultivated broomcorn millet from eastern Eurasia and those from central-western Eurasia was probably derived from either the genetic introgression from weedy broomcorn millets along the spread routes or the founder effect, while the limited gene flow of broomcorn millets from eastern and central-western Eurasia was probably due to the different uses of broomcorn millets and eating habits of the local people.
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Affiliation(s)
- Chunxiang Li
- School of Life Sciences, Jilin University, Changchun, China
- Key Laboratory for Evolution of Past Life and Environment in Northeast Asia, Ministry of Education, Jilin University, Changchun, China
| | - Minxuan Liu
- Institute of Crop Science, Chinese Academy of Agricultural Sciences (CAAS), Beijing, China
| | - Fengjie Sun
- School of Science and Technology, Georgia Gwinnett College, Lawrenceville, GA, United States
| | - Xinyu Zhao
- School of Life Sciences, Jilin University, Changchun, China
| | - Mingyue He
- School of Life Sciences, Jilin University, Changchun, China
| | - Tianshu Li
- School of Life Sciences, Jilin University, Changchun, China
| | - Ping Lu
- Institute of Crop Science, Chinese Academy of Agricultural Sciences (CAAS), Beijing, China
| | - Yue Xu
- School of Life Sciences, Jilin University, Changchun, China
- Key Laboratory for Evolution of Past Life and Environment in Northeast Asia, Ministry of Education, Jilin University, Changchun, China
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22
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Gao J, Ning XL. SNP detection and population structure evaluation of Salix gordejevii Y. L. Chang et Skv. in Hunshandake Sandland, Inner Mongolia, China. PHYSIOLOGY AND MOLECULAR BIOLOGY OF PLANTS : AN INTERNATIONAL JOURNAL OF FUNCTIONAL PLANT BIOLOGY 2021; 27:997-1005. [PMID: 34108824 PMCID: PMC8140056 DOI: 10.1007/s12298-021-00994-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/26/2020] [Revised: 03/20/2021] [Accepted: 04/09/2021] [Indexed: 06/12/2023]
Abstract
Single nucleotide polymorphisms (SNPs) are the most abundant and richest form of genomic polymorphism and, hence, are highly favorable markers for genetic map construction and genome-wide association studies. Based on the DNA specific-locus amplified fragment sequencing (SLAF-seq) for large-scale SNP detection, the genetic diversity and population structure of Salix gordejevii Y. L. Chang et Skv., a valuable sand-fixing shrub, was assessed in 199 accessions from 20 populations in Hunshandake Sandland of northern China. A total of 623.15 M reads resulted in 30.49 × sequencing depth on average and a mean Q30 of 95.70%, and 2,287,715 SNPs in 178,509 polymorphic SLAF tags were obtained. By discarding minor allele frequency > 0.05 and integrity > 0.8, a total of 93,600 SNPs were retained for population genetic analyses, which revealed that 199 individuals could be divided into six groups based on cross-validation errors. However, this grouping pattern did not match the geographical distribution, indicating that there is no apparent geographic barrier in the blank areas where S. gordejevii was not distributed in Hunshandake Sandland. In addition, the physical distance of linkage disequilibrium decay in the analyzed S. gordejevii individuals was 18.5 kb when r 2 = 0.1. The linkage disequilibrium decay distances for different chromosomes varied from 4.6 kb (chromosome 16) to 37.8 kb (chromosome 3). The obtained SNPs offer suitable marker resources for further genetic and genomic studies and will benefit S. gordejevii breeding programs.
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Affiliation(s)
- Jian Gao
- Faculty of Resources and Environment, Baotou Teachers’ College, Inner Mongolia University of Science and Technology, Baotou, 014030 China
| | - Xiao-Li Ning
- Faculty of Resources and Environment, Baotou Teachers’ College, Inner Mongolia University of Science and Technology, Baotou, 014030 China
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23
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Pandey J, Scheuring DC, Koym JW, Coombs J, Novy RG, Thompson AL, Holm DG, Douches DS, Miller JC, Vales MI. Genetic diversity and population structure of advanced clones selected over forty years by a potato breeding program in the USA. Sci Rep 2021; 11:8344. [PMID: 33863959 PMCID: PMC8052460 DOI: 10.1038/s41598-021-87284-x] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2020] [Accepted: 03/24/2021] [Indexed: 01/12/2023] Open
Abstract
Knowledge regarding genetic diversity and population structure of breeding materials is essential for crop improvement. The Texas A&M University Potato Breeding Program has a collection of advanced clones selected and maintained in-vitro over a 40-year period. Little is known about its genetic makeup and usefulness for the current breeding program. In this study, 214 potato clones were genotyped with the Infinium Illumina 22 K V3 Potato Array. After filtering, a total of 10,106 single nucleotide polymorphic (SNP) markers were used for analysis. Heterozygosity varied by SNP, with an overall average of 0.59. Three groups of tetraploid clones primarily based on potato market classes, were detected using STRUCTURE software and confirmed by discriminant analysis of principal components.
The highest coefficient of differentiation observed between the groups was 0.14. Signatures of selection were uncovered in genes controlling potato flesh and skin color, length of plant cycle and tuberization, and carbohydrate metabolism. A core set of 43 clones was obtained using Core Hunter 3 to develop a sub-collection that retains similar genetic diversity as the whole population, minimize redundancies, and facilitates long-term conservation of genetic resources. The comprehensive molecular characterization of our breeding clone bank collection contributes to understanding the genetic diversity of existing potato resources. This analysis could be applied to other breeding programs and assist in the selection of parents, fingerprinting, protection, and management of the breeding collections.
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Affiliation(s)
- Jeewan Pandey
- Department of Horticultural Sciences, Texas A&M University, College Station, TX, 77843-2133, USA
| | - Douglas C Scheuring
- Department of Horticultural Sciences, Texas A&M University, College Station, TX, 77843-2133, USA
| | - Jeffrey W Koym
- Texas A&M AgriLife Research and Extension Center, Lubbock, TX, 79403, USA
| | - Joseph Coombs
- Department of Plant, Soil, and Microbial Sciences, Michigan State University, East Lansing, MI, 48824, USA
| | - Richard G Novy
- USDA-Agricultural Research Service, Small Grains and Potato Germplasm Research, Aberdeen, ID, 83210, USA
| | - Asunta L Thompson
- Department of Plant Sciences, North Dakota State University, Fargo, ND, 58108, USA
| | - David G Holm
- San Luis Valley Research Center, Department of Horticulture and Landscape Architecture, Colorado State University, Center, CO, 81125, USA
| | - David S Douches
- Department of Plant, Soil, and Microbial Sciences, Michigan State University, East Lansing, MI, 48824, USA
| | - J Creighton Miller
- Department of Horticultural Sciences, Texas A&M University, College Station, TX, 77843-2133, USA
| | - M Isabel Vales
- Department of Horticultural Sciences, Texas A&M University, College Station, TX, 77843-2133, USA.
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24
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Xiao S, Xu P, Deng Y, Dai X, Zhao L, Heider B, Zhang A, Zhou Z, Cao Q. Comparative analysis of chloroplast genomes of cultivars and wild species of sweetpotato (Ipomoea batatas [L.] Lam). BMC Genomics 2021; 22:262. [PMID: 33849443 PMCID: PMC8042981 DOI: 10.1186/s12864-021-07544-y] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/01/2021] [Accepted: 03/22/2021] [Indexed: 02/08/2023] Open
Abstract
Background Sweetpotato (Ipomoea batatas [L.] Lam.) is an important food crop. However, the genetic information of the nuclear genome of this species is difficult to determine accurately because of its large genome and complex genetic background. This drawback has limited studies on the origin, evolution, genetic diversity and other relevant studies on sweetpotato. Results The chloroplast genomes of 107 sweetpotato cultivars were sequenced, assembled and annotated. The resulting chloroplast genomes were comparatively analysed with the published chloroplast genomes of wild species of sweetpotato. High similarity and certain specificity were found among the chloroplast genomes of Ipomoea spp. Phylogenetic analysis could clearly distinguish wild species from cultivars. Ipomoea trifida and Ipomoea tabascana showed the closest relationship with the cultivars, and different haplotypes of ycf1 could be used to distinguish the cultivars from their wild relatives. The genetic structure was analyzed using variations in the chloroplast genome. Compared with traditional nuclear markers, the chloroplast markers designed based on the InDels on the chloroplast genome showed significant advantages. Conclusions Comparative analysis of chloroplast genomes of 107 cultivars and several wild species of sweetpotato was performed to help analyze the evolution, genetic structure and the development of chloroplast DNA markers of sweetpotato. Supplementary Information The online version contains supplementary material available at 10.1186/s12864-021-07544-y.
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Affiliation(s)
- Shizhuo Xiao
- Jiangsu Xuzhou Sweetpotato Research Center/Sweetpotato Research Institute, China Agricultural Academy of Sciences, Xuzhou, 221131, China
| | - Pan Xu
- College of Pastoral Agriculture Science and Technology, Lanzhou University, Lanzhou, 730020, China
| | - Yitong Deng
- Jiangsu Xuzhou Sweetpotato Research Center/Sweetpotato Research Institute, China Agricultural Academy of Sciences, Xuzhou, 221131, China
| | - Xibin Dai
- Jiangsu Xuzhou Sweetpotato Research Center/Sweetpotato Research Institute, China Agricultural Academy of Sciences, Xuzhou, 221131, China
| | - Lukuan Zhao
- Jiangsu Xuzhou Sweetpotato Research Center/Sweetpotato Research Institute, China Agricultural Academy of Sciences, Xuzhou, 221131, China
| | - Bettina Heider
- International Potato Center, Av.La Molina 1895, La Molina, Lima, Peru
| | - An Zhang
- Jiangsu Xuzhou Sweetpotato Research Center/Sweetpotato Research Institute, China Agricultural Academy of Sciences, Xuzhou, 221131, China
| | - Zhilin Zhou
- Jiangsu Xuzhou Sweetpotato Research Center/Sweetpotato Research Institute, China Agricultural Academy of Sciences, Xuzhou, 221131, China
| | - Qinghe Cao
- Jiangsu Xuzhou Sweetpotato Research Center/Sweetpotato Research Institute, China Agricultural Academy of Sciences, Xuzhou, 221131, China.
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25
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Recent Large-Scale Genotyping and Phenotyping of Plant Genetic Resources of Vegetatively Propagated Crops. PLANTS 2021; 10:plants10020415. [PMID: 33672381 PMCID: PMC7926561 DOI: 10.3390/plants10020415] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 01/29/2021] [Revised: 02/19/2021] [Accepted: 02/19/2021] [Indexed: 12/12/2022]
Abstract
Several recent national and international projects have focused on large-scale genotyping of plant genetic resources in vegetatively propagated crops like fruit and berries, potatoes and woody ornamentals. The primary goal is usually to identify true-to-type plant material, detect possible synonyms, and investigate genetic diversity and relatedness among accessions. A secondary goal may be to create sustainable databases that can be utilized in research and breeding for several years ahead. Commonly applied DNA markers (like microsatellite DNA and SNPs) and next-generation sequencing each have their pros and cons for these purposes. Methods for large-scale phenotyping have lagged behind, which is unfortunate since many commercially important traits (yield, growth habit, storability, and disease resistance) are difficult to score. Nevertheless, the analysis of gene action and development of robust DNA markers depends on environmentally controlled screening of very large sets of plant material. Although more time-consuming, co-operative projects with broad-scale data collection are likely to produce more reliable results. In this review, we will describe some of the approaches taken in genotyping and/or phenotyping projects concerning a wide variety of vegetatively propagated crops.
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26
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Yang H, You CJ, Tsui CKM, Tembrock LR, Wu ZQ, Yang DP. Phylogeny and biogeography of the Japanese rhinoceros beetle, Trypoxylus dichotomus (Coleoptera: Scarabaeidae) based on SNP markers. Ecol Evol 2021; 11:153-173. [PMID: 33437420 PMCID: PMC7790660 DOI: 10.1002/ece3.6982] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2020] [Revised: 09/23/2020] [Accepted: 10/16/2020] [Indexed: 12/05/2022] Open
Abstract
The Japanese rhinoceros beetle Trypoxylus dichotomus is one of the largest beetle species in the world and is commonly used in traditional Chinese medicine. Ten subspecies of T. dichotomus and a related Trypoxylus species (T. kanamorii) have been described throughout Asia, but their taxonomic delimitations remain problematic. To clarify issues such as taxonomy, and the degree of genetic differentiation of Trypoxylus populations, we investigated the genetic structure, genetic variability, and phylogeography of 53 specimens of Trypoxylus species from 44 locations in five Asian countries (China, Japan, Korea, Thailand, and Myanmar). Using specific-locus amplified fragment sequencing (SLAF-seq) techniques, we developed 330,799 SLAFs over 114.16M reads, in turn yielding 46,939 high-resolution single nucleotide polymorphisms (SNPs) for genotyping. Phylogenetic analysis of SNPs indicated the presence of three distinct genetic groups, suggesting that the various subspecies could be treated as three groups of populations. PCA and ADMIXTURE analysis also identified three genetic clusters (North, South, West), which corresponded to their locations, suggesting that geographic factors were important in maintaining within population homogeneity and between population divergence. Analyses of SNP data confirmed the monophyly of certain subspecies on islands, while other subspecies (e.g., T. d. septentrionalis) were found to be polyphyletic and nested in more than one lineage. AMOVA demonstrated high level of differentiation among populations/groups. Also, pairwise F ST values revealed high differentiation, particularly between South and West, as well as between North and South. Despite the differentiation, measurable gene flow was inferred between genetic clusters but at varying rates and directions. Our study demonstrated that SLAF-seq derived markers outperformed 16S and COII sequences and provided improved resolution of the genetic differentiation of rhinoceros beetle populations from a large part of the species' range.
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Affiliation(s)
- Huan Yang
- School of Pharmaceutical SciencesSun Yat‐Sen UniversityGuangzhouChina
| | - Chong Juan You
- Beijing Key Laboratory for Forest Pest ControlBeijing Forestry UniversityBeijingChina
| | - Clement K. M. Tsui
- Department of PathologySidra MedicineDohaQatar
- Department of Pathology and Laboratory MedicineWeill Cornell Medicine‐QatarAr‐RayyanQatar
- Division of Infectious DiseasesFaculty of MedicineUniversity of British ColumbiaVancouverBCCanada
| | - Luke R. Tembrock
- Department of Agricultural BiologyColorado State UniversityFort CollinsCOUSA
| | - Zhi Qiang Wu
- Shenzhen BranchGuangdong Laboratory for Lingnan Modern AgricultureGenome Analysis Laboratory of the Ministry of AgricultureAgricultural Genomics Institute at ShenzhenChinese Academy of Agricultural SciencesShenzhenChina
| | - De Po Yang
- School of Pharmaceutical SciencesSun Yat‐Sen UniversityGuangzhouChina
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27
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Wang Z, Sun Y, Huang X, Li F, Liu Y, Zhu H, Liu Z, Ke W. Genetic diversity and population structure of eddoe taro in China using genome-wide SNP markers. PeerJ 2020; 8:e10485. [PMID: 33354429 PMCID: PMC7731653 DOI: 10.7717/peerj.10485] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2020] [Accepted: 11/12/2020] [Indexed: 01/20/2023] Open
Abstract
Taro (Colocasia esculenta) is an important root and tuber crop cultivated worldwide. There are two main types of taro that vary in morphology of corm and cormel, ‘dasheen’ and ‘eddoe’. The eddoe type (Colocasia esculenta var. antiquorium) is predominantly distributed throughout China. Characterizing the genetic diversity present in the germplasm bank of taro is fundamental to better manage, conserve and utilize the genetic resources of this species. In this study, the genetic diversity of 234 taro accessions from 16 provinces of China was assessed using 132,869 single nucleotide polymorphism (SNP) markers identified by specific length amplified fragment-sequencing (SLAF-seq). Population structure and principal component analysis permitted the accessions to be categorized into eight groups. The genetic diversity and population differentiation of the eight groups were evaluated using the characterized SNPs. Analysis of molecular variance showed that the variation among eight inferred groups was higher than that within groups, while a relatively small variance was found among the two morphological types and 16 collection regions. Further, a core germplasm set comprising 41 taro accessions that maintained the genetic diversity of the entire collection was developed based on the genotype. This research is expected to be valuable for genetic characterization, germplasm conservation, and breeding of taro.
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Affiliation(s)
- Zhixin Wang
- Wuhan Academy of Agricultural Sciences, Wuhan, Hubei, China
| | - Yalin Sun
- Wuhan Academy of Agricultural Sciences, Wuhan, Hubei, China
| | - Xinfang Huang
- Wuhan Academy of Agricultural Sciences, Wuhan, Hubei, China
| | - Feng Li
- Wuhan Academy of Agricultural Sciences, Wuhan, Hubei, China
| | - Yuping Liu
- Wuhan Academy of Agricultural Sciences, Wuhan, Hubei, China
| | - Honglian Zhu
- Wuhan Academy of Agricultural Sciences, Wuhan, Hubei, China
| | - Zhengwei Liu
- Wuhan Academy of Agricultural Sciences, Wuhan, Hubei, China
| | - Weidong Ke
- Wuhan Academy of Agricultural Sciences, Wuhan, Hubei, China
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28
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Song X, Xu Y, Gao K, Fan G, Zhang F, Deng C, Dai S, Huang H, Xin H, Li Y. High-density genetic map construction and identification of loci controlling flower-type traits in Chrysanthemum ( Chrysanthemum × morifolium Ramat.). HORTICULTURE RESEARCH 2020; 7:108. [PMID: 32637136 PMCID: PMC7326996 DOI: 10.1038/s41438-020-0333-1] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/14/2020] [Revised: 04/16/2020] [Accepted: 05/01/2020] [Indexed: 05/31/2023]
Abstract
Flower type is an important and extremely complicated trait of chrysanthemum. The corolla tube merged degree (CTMD) and the relative number of ray florets (RNRF) are the two key factors affecting chrysanthemum flower type. However, few reports have clarified the inheritance of these two complex traits, which limits directed breeding for flower-type improvement. In this study, 305 F1 hybrids were obtained from two parents with obvious differences in CTMD and RNRF performance. Using specific-locus amplified fragment sequencing (SLAF-seq) technology, we constructed a high-density genetic linkage map with an average map distance of 0.76 cM. Three major QTLs controlling CTMD and four major QTLs underlying RNRF were repeatedly detected in the 2 years. Moreover, the synteny between the genetic map and other Compositae species was investigated, and weak collinearity was observed. In QTL regions with a high degree of genomic collinearity, eight annotated genes were probed in the Helianthus annuus L. and Lactuca sativa L. var. ramosa Hort. genomes. Furthermore, 20 and 11 unigenes were identified via BLAST searches between the SNP markers of the QTL regions and the C. vestitum and C. lavandulifolium transcriptomes, respectively. These results lay a foundation for molecular marker-assisted breeding and candidate gene exploration in chrysanthemum without a reference assembly.
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Affiliation(s)
- Xuebin Song
- Beijing Advanced Innovation Center for Tree Breeding by Molecular Design, Beijing Key Laboratory of Ornamental Plants Germplasm Innovation & Molecular Breeding, National Engineering Research Center for Floriculture, Beijing Laboratory of Urban and Rural Ecological Environment, Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants of the Ministry of Education, Beijing Forestry University, School of Landscape Architecture, Beijing Forestry University, 35 East Qinghua Road, Beijing, 100083 China
- College of Landscape Architecture and Forestry, Qingdao Agricultural University, Qingdao, 266109 Shandong China
| | - Yuhui Xu
- Biomarker Technologies Co., LTD, Beijing, 101300 China
- LC Science Co., LTD., Hangzhou, 310018 China
| | - Kang Gao
- Beijing Advanced Innovation Center for Tree Breeding by Molecular Design, Beijing Key Laboratory of Ornamental Plants Germplasm Innovation & Molecular Breeding, National Engineering Research Center for Floriculture, Beijing Laboratory of Urban and Rural Ecological Environment, Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants of the Ministry of Education, Beijing Forestry University, School of Landscape Architecture, Beijing Forestry University, 35 East Qinghua Road, Beijing, 100083 China
| | - Guangxun Fan
- Beijing Advanced Innovation Center for Tree Breeding by Molecular Design, Beijing Key Laboratory of Ornamental Plants Germplasm Innovation & Molecular Breeding, National Engineering Research Center for Floriculture, Beijing Laboratory of Urban and Rural Ecological Environment, Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants of the Ministry of Education, Beijing Forestry University, School of Landscape Architecture, Beijing Forestry University, 35 East Qinghua Road, Beijing, 100083 China
| | - Fan Zhang
- Beijing Advanced Innovation Center for Tree Breeding by Molecular Design, Beijing Key Laboratory of Ornamental Plants Germplasm Innovation & Molecular Breeding, National Engineering Research Center for Floriculture, Beijing Laboratory of Urban and Rural Ecological Environment, Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants of the Ministry of Education, Beijing Forestry University, School of Landscape Architecture, Beijing Forestry University, 35 East Qinghua Road, Beijing, 100083 China
| | - Chengyan Deng
- Beijing Advanced Innovation Center for Tree Breeding by Molecular Design, Beijing Key Laboratory of Ornamental Plants Germplasm Innovation & Molecular Breeding, National Engineering Research Center for Floriculture, Beijing Laboratory of Urban and Rural Ecological Environment, Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants of the Ministry of Education, Beijing Forestry University, School of Landscape Architecture, Beijing Forestry University, 35 East Qinghua Road, Beijing, 100083 China
| | - Silan Dai
- Beijing Advanced Innovation Center for Tree Breeding by Molecular Design, Beijing Key Laboratory of Ornamental Plants Germplasm Innovation & Molecular Breeding, National Engineering Research Center for Floriculture, Beijing Laboratory of Urban and Rural Ecological Environment, Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants of the Ministry of Education, Beijing Forestry University, School of Landscape Architecture, Beijing Forestry University, 35 East Qinghua Road, Beijing, 100083 China
| | - He Huang
- Beijing Advanced Innovation Center for Tree Breeding by Molecular Design, Beijing Key Laboratory of Ornamental Plants Germplasm Innovation & Molecular Breeding, National Engineering Research Center for Floriculture, Beijing Laboratory of Urban and Rural Ecological Environment, Key Laboratory of Genetics and Breeding in Forest Trees and Ornamental Plants of the Ministry of Education, Beijing Forestry University, School of Landscape Architecture, Beijing Forestry University, 35 East Qinghua Road, Beijing, 100083 China
| | - Huaigen Xin
- Biomarker Technologies Co., LTD, Beijing, 101300 China
| | - Yingying Li
- Biomarker Technologies Co., LTD, Beijing, 101300 China
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Medeiros C, Balsalobre TWA, Carneiro MS. Molecular diversity and genetic structure of Saccharum complex accessions. PLoS One 2020; 15:e0233211. [PMID: 32442233 PMCID: PMC7244124 DOI: 10.1371/journal.pone.0233211] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2020] [Accepted: 04/30/2020] [Indexed: 12/18/2022] Open
Abstract
Sugarcane is an important crop for food and energy security, providing sucrose and bioethanol from sugar content and bioelectricity from lignocellulosic bagasse. In order to evaluate the diversity and genetic structure of the Brazilian Panel of Sugarcane Genotypes (BPSG), a core collection composed by 254 accessions of the Saccharum complex, eight TRAP markers anchored in sucrose and lignin metabolism genes were evaluated. A total of 584 polymorphic fragments were identified and used to investigate the genetic structure of BPSG through analysis of molecular variance (AMOVA), principal components analysis (PCA), a Bayesian method using STRUCTURE software, genetic dissimilarity and phylogenetic tree. AMOVA showed a moderate genetic differentiation between ancestors and improved accessions, 0.14, and the molecular variance was higher within populations than among populations, with values of 86%, 95% and 97% when constrasting improved with ancestors, foreign with ancestors and improved with foreign, respectively. The PCA approach suggests clustering in according with evolutionary and Brazilian breeding sugarcane history, since improved accessions from older generations were positioned closer to ancestors than improved accessions from recent generations. This result was also confirmed by STRUCTURE analysis and phylogenetic tree. The Bayesian method was able to separate ancestors of the improved accessions while the phylogenetic tree showed clusters considering the family relatedness within three major clades; the first being composed mainly by ancestors and the other two mainly by improved accessions. This work can contribute to better management of the crosses considering functional regions of the sugarcane genome.
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Affiliation(s)
- Carolina Medeiros
- Departamento de Biotecnologia e Produção Vegetal e Animal, Centro de Ciências Agrárias, Universidade Federal de São Carlos, Araras, São Paulo, Brasil
| | - Thiago Willian Almeida Balsalobre
- Departamento de Biotecnologia e Produção Vegetal e Animal, Centro de Ciências Agrárias, Universidade Federal de São Carlos, Araras, São Paulo, Brasil
| | - Monalisa Sampaio Carneiro
- Departamento de Biotecnologia e Produção Vegetal e Animal, Centro de Ciências Agrárias, Universidade Federal de São Carlos, Araras, São Paulo, Brasil
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Fang H, Liu H, Ma R, Liu Y, Li J, Yu X, Zhang H, Yang Y, Zhang G. Genome-wide assessment of population structure and genetic diversity of Chinese Lou onion using specific length amplified fragment (SLAF) sequencing. PLoS One 2020; 15:e0231753. [PMID: 32369481 PMCID: PMC7199963 DOI: 10.1371/journal.pone.0231753] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2019] [Accepted: 03/30/2020] [Indexed: 11/24/2022] Open
Abstract
Lou onion (Allium fistulosum L. var. viviparum) is an abundant source of flavonols which provides additional health benefits to diseases. Genome-wide specific length amplified fragment (SLAF) sequencing method is a rapidly developed deep sequencing technologies used for selection and identification of genetic loci or markers. This study aimed to elucidate the genetic diversity of 122 onion accessions in China using the SLAF-seq method. A set of 122 onion accessions including 107 A.fistulosum L. var. viviparum Makino, 3 A.fistulosum L. var. gigantum Makino, 3 A.mongolicum Regel and 9 A.cepa L. accessions (3 whites, 3 reds and 3 yellows) from different regions in China were enrolled. Genomic DNA was isolated from young leaves and prepared for the SLAF-seq, which generated a total of 1,387.55 M reads and 162,321 high quality SNPs (integrity >0.5 and MAF >0.05). These SNPs were used for the construction of neighbor-joining phylogenetic tree, in which 10 A.fistulosum L. var. viviparum Makino accessions from Yinchuan (Ningxia province) and Datong (Qinghai province) had close genetic relationship. The 3 A.cepa L. clusters (red, white and yellow) had close genetic relationship especially with the 97 A.fistulosum L. var. viviparum Makino accessions. Population structure analysis suggested entire population could be clustered into 3 groups, while principal component analysis (PCA) showed there were 4 genetic groups. We confirmed the SLAF-seq approach was effective in genetic diversity analysis in red onion accessions. The key findings would provide a reference to the Lou onion germplasm in China.
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Affiliation(s)
- Haitian Fang
- School of Agriculture, Ningxia University, Yinchuan, China
- Ningxia Key Laboratory for Food Microbial-Applications Technology and Safety Control, Ningxia University, Yinchuan, China
- * E-mail: (HF); (GZ)
| | - Huiyan Liu
- School of Agriculture, Ningxia University, Yinchuan, China
- Ningxia Key Laboratory for Food Microbial-Applications Technology and Safety Control, Ningxia University, Yinchuan, China
| | - Ruoshuang Ma
- School of Agriculture, Ningxia University, Yinchuan, China
- Ningxia Key Laboratory for Food Microbial-Applications Technology and Safety Control, Ningxia University, Yinchuan, China
| | - Yuxuan Liu
- School of Agriculture, Ningxia University, Yinchuan, China
- Ningxia Key Laboratory for Food Microbial-Applications Technology and Safety Control, Ningxia University, Yinchuan, China
| | - Jinna Li
- School of Agriculture, Ningxia University, Yinchuan, China
- Ningxia Key Laboratory for Food Microbial-Applications Technology and Safety Control, Ningxia University, Yinchuan, China
| | - Xiaoyan Yu
- Technological Innovation Center of Protected Horticulture (Ningxia University) in Ningxia, Yinchuan, China
- Technological Innovation center of Horticulture (Ningxia University), Ningxia Hui Autonomous Region, Yinchuan, China
| | - Haoyu Zhang
- School of Agriculture, Ningxia University, Yinchuan, China
- Ningxia Key Laboratory for Food Microbial-Applications Technology and Safety Control, Ningxia University, Yinchuan, China
| | - Yali Yang
- School of Agriculture, Ningxia University, Yinchuan, China
- Ningxia Key Laboratory for Food Microbial-Applications Technology and Safety Control, Ningxia University, Yinchuan, China
| | - Guangdi Zhang
- School of Agriculture, Ningxia University, Yinchuan, China
- Ningxia Key Laboratory for Food Microbial-Applications Technology and Safety Control, Ningxia University, Yinchuan, China
- Technological Innovation Center of Protected Horticulture (Ningxia University) in Ningxia, Yinchuan, China
- Technological Innovation center of Horticulture (Ningxia University), Ningxia Hui Autonomous Region, Yinchuan, China
- * E-mail: (HF); (GZ)
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31
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Feng J, Zhao S, Li M, Zhang C, Qu H, Li Q, Li J, Lin Y, Pu Z. Genome-wide genetic diversity detection and population structure analysis in sweetpotato (Ipomoea batatas) using RAD-seq. Genomics 2019; 112:1978-1987. [PMID: 31756427 DOI: 10.1016/j.ygeno.2019.11.010] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2019] [Revised: 11/15/2019] [Accepted: 11/17/2019] [Indexed: 11/29/2022]
Abstract
Sweetpotato (Ipomoea batatas L.) is one of the most important food and grain-forage crops globally. It has been planted in >100 countries. Due to the complexity of the sweetpotato genome, its research is far behind other major food crops. At present, limited information about the sweetpotato genome is available. Thus, it is central to find an efficient approach for the investigation of sweetpotato genome. In this study, RAD-seq (Restriction site-associated DNA sequencing) was used to evaluate sweetpotato genetic structure diversity and to develop relevant SSR markers. The study yielded >128 Gb reliable sequence data from 81 sweetpotato accessions. By analyzing polymorphic tags from each accession, a total of 55,622 restriction-site associated DNA sequencing tags (RAD-seq) were found, containing 907,010 SNP. Genetic analysis divided 81 accessions into five major clusters based on their SNP genotype, which matches the results of genetic analysis and the genetic family tree. In addition, 18,320 SSRs loci were detected and 9336 SSR primer pairs were developed. Eighty-three primer pairs were amplified in different sweetpotato genotypes, 76 of which successfully amplified polymorphism bands. These results provide significant information about sweetpotato genome, which can be used to identify novel gene and to further develop the gene chip. And more significant, clustering results based on the SNP genotype provide an essential reference for breeders to match parent plants in breeding program. Additionally, SSR markers developed in this study will supply a wealth of markers for marker-assisted selection in sweetpotato breeding.
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Affiliation(s)
- Junyan Feng
- Biotechnology and Nuclear Technology Research Institute, Sichuan Academy of Agricultural Sciences, Chengdu 610061, China.
| | - Shan Zhao
- Center of Analysis and Testing, Sichuan Academy of Agricultural Sciences, 610066, China
| | - Ming Li
- Biotechnology and Nuclear Technology Research Institute, Sichuan Academy of Agricultural Sciences, Chengdu 610061, China
| | - Cong Zhang
- Biotechnology and Nuclear Technology Research Institute, Sichuan Academy of Agricultural Sciences, Chengdu 610061, China
| | - Huijuan Qu
- Biotechnology and Nuclear Technology Research Institute, Sichuan Academy of Agricultural Sciences, Chengdu 610061, China
| | - Qing Li
- Biotechnology and Nuclear Technology Research Institute, Sichuan Academy of Agricultural Sciences, Chengdu 610061, China
| | - Jianwei Li
- Biotechnology and Nuclear Technology Research Institute, Sichuan Academy of Agricultural Sciences, Chengdu 610061, China
| | - Yang Lin
- Biotechnology and Nuclear Technology Research Institute, Sichuan Academy of Agricultural Sciences, Chengdu 610061, China
| | - Zhigang Pu
- Biotechnology and Nuclear Technology Research Institute, Sichuan Academy of Agricultural Sciences, Chengdu 610061, China.
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Core set construction and association analysis of Pinus massoniana from Guangdong province in southern China using SLAF-seq. Sci Rep 2019; 9:13157. [PMID: 31511632 PMCID: PMC6739479 DOI: 10.1038/s41598-019-49737-2] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2019] [Accepted: 08/31/2019] [Indexed: 12/31/2022] Open
Abstract
Germplasm resource collection and utilization are important in forestry species breeding. High-through sequencing technologies have been playing increasing roles in forestry breeding. In this study, specific-locus amplified fragment sequencing (SLAF-seq) was employed to analyze 149 masson pine (Pinus massoniana) accessions collected from Guangdong in China. A large number of 471,660 SNPs in the total collection were identified from 599,164 polymorphic SLAF tags. Population structure analysis showed that 149 masson pines could not be obviously divided into subpopulations. Two core sets, containing 29 masson pine accessions for increasing resin and wood yield respectively, were obtained from the total collection. Phenotypic analyses of five traits showed abundant variations, 25 suggestive and 9 significant SNPs were associated with the resin-yielding capacity (RYC') and volume of wood (VW) using EMMAX and FaST-LMM; 22 suggestive and 11 significant SNPs were associated with RYC' and VW using mrMLM and FASTmrMLM. Moreover, a large number of associated SNPs were detected in trait HT, DBH, RW and RYC using mrMLM, FASTmrMLM, FASTmrEMMA and ISIS EM-BLASSO. The core germplasm sets would be a valuable resource for masson pine improvement and breeding. In addition, the associated SNP markers would be meaningful for masson pine resource selection.
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Zhang H, Bai R, Wu F, Guo W, Yan Z, Yan Q, Zhang Y, Ma J, Zhang J. Genetic diversity, phylogenetic structure and development of core collections in Melilotus accessions from a Chinese gene bank. Sci Rep 2019; 9:13017. [PMID: 31506537 PMCID: PMC6736865 DOI: 10.1038/s41598-019-49355-y] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2019] [Accepted: 08/14/2019] [Indexed: 12/19/2022] Open
Abstract
Melilotus is an important forage legume, with high values as feed and medicine, and widely used as green manure, honey plant, and wildlife habitat enhancer. The genetic diversity, structure and subdivision of this forage crop remain unclear, and plant genetic resources are the basis of biodiversity and ecosystem diversity and have attracted increasing attention. In this study, the whole collection of 573 accessions from the National Gene Bank of Forage Germplasm (NGBFG, China) and 48 accessions from the National Plant Germplasm System (NPGS, USA) in genus Melilotus were measured with respect to five seed characters: seed length, width, width-to-length ratio, circumference and 100-seed weight. Shannon' genetic diversity index (H') and phenotypic differentiation (Pst) were calculated to better describe the genetic diversity. The ITS and matK sequences were used to construct phylogenetic trees and study the genetic relationships within genus Melilotu. Based on seed morphology and molecular marker data, we preliminarily developed core collections and the sampling rates of M. albus and M. officinalis were determined to be 15% and 25%, respectively. The results obtained here provide preliminary sorting and supplemental information for the Melilotus collections in NGBFG, China, and establish a reference for further genetic breeding and other related projects.
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Affiliation(s)
- Hongxiang Zhang
- State Key Laboratory of Grassland Agro-ecosystems; Key Laboratory of Grassland Livestock Industry Innovation, Ministry of Agriculture and Rural Affairs; College of Pastoral Agriculture Science and Technology, Lanzhou University, Lanzhou, 730020, P.R. China.,State Key Laboratory of Systematic and Evolutionary Botany, Institute of Botany, Chinese Academy of Sciences, Beijing, 100093, P.R. China
| | - Rong Bai
- State Key Laboratory of Grassland Agro-ecosystems; Key Laboratory of Grassland Livestock Industry Innovation, Ministry of Agriculture and Rural Affairs; College of Pastoral Agriculture Science and Technology, Lanzhou University, Lanzhou, 730020, P.R. China
| | - Fan Wu
- State Key Laboratory of Grassland Agro-ecosystems; Key Laboratory of Grassland Livestock Industry Innovation, Ministry of Agriculture and Rural Affairs; College of Pastoral Agriculture Science and Technology, Lanzhou University, Lanzhou, 730020, P.R. China
| | - Wenli Guo
- State Key Laboratory of Grassland Agro-ecosystems; Key Laboratory of Grassland Livestock Industry Innovation, Ministry of Agriculture and Rural Affairs; College of Pastoral Agriculture Science and Technology, Lanzhou University, Lanzhou, 730020, P.R. China
| | - Zhuanzhuan Yan
- State Key Laboratory of Grassland Agro-ecosystems; Key Laboratory of Grassland Livestock Industry Innovation, Ministry of Agriculture and Rural Affairs; College of Pastoral Agriculture Science and Technology, Lanzhou University, Lanzhou, 730020, P.R. China
| | - Qi Yan
- State Key Laboratory of Grassland Agro-ecosystems; Key Laboratory of Grassland Livestock Industry Innovation, Ministry of Agriculture and Rural Affairs; College of Pastoral Agriculture Science and Technology, Lanzhou University, Lanzhou, 730020, P.R. China
| | - Yufei Zhang
- State Key Laboratory of Grassland Agro-ecosystems; Key Laboratory of Grassland Livestock Industry Innovation, Ministry of Agriculture and Rural Affairs; College of Pastoral Agriculture Science and Technology, Lanzhou University, Lanzhou, 730020, P.R. China
| | - Jinxing Ma
- National Quality Control & Inspection Centre for Grassland Industry Products, National Animal Husbandry Service, Ministry of Agriculture, Beijing, P.R. China
| | - Jiyu Zhang
- State Key Laboratory of Grassland Agro-ecosystems; Key Laboratory of Grassland Livestock Industry Innovation, Ministry of Agriculture and Rural Affairs; College of Pastoral Agriculture Science and Technology, Lanzhou University, Lanzhou, 730020, P.R. China.
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Genome-Wide Assessment of Avocado Germplasm Determined from Specific Length Amplified Fragment Sequencing and Transcriptomes: Population Structure, Genetic Diversity, Identification, and Application of Race-Specific Markers. Genes (Basel) 2019; 10:genes10030215. [PMID: 30871275 PMCID: PMC6471495 DOI: 10.3390/genes10030215] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2019] [Revised: 03/08/2019] [Accepted: 03/08/2019] [Indexed: 11/17/2022] Open
Abstract
Genomic data is a powerful tool. However, the phylogenetic relationships among different ecological races of avocado remain unclear. Here, we used the results from specific length amplified fragment sequencing (SLAF-seq) and transcriptome data to infer the population structure and genetic diversity of 21 avocado cultivars and reconstructed the phylogeny of three ecological races and two interracial hybrids. The results of the three analyses performed (unweighted pair-group methods with arithmetic means (UPGMA) cluster, Principal coordinate analysis (PCoA), and STRUCTURE) based on single nucleotide polymorphisms (SNPs) from SLAF-seq all indicated the existence of two populations based on botanical race: Mexican–Guatemalan and West Indian genotype populations. Our results based on SNPs from SLAF-seq indicated that the Mexican and Guatemalan races were more closely related to each other than either was to the West Indian race, which also was confirmed in the UPGMA cluster results based on SNPs from transcriptomic data. SNPs from SLAF-seq provided strong evidence that the Guatemalan, Mexican, and Guatemalan × Mexican hybrid accession possessed higher genetic diversity than the West Indian races and Guatemalan × West Indian hybrid accessions. Six race-specific Kompetitive allele specific PCR (KASP) markers based on SNPs from SLAF-seq were then developed and validated.
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Drapal M, Rossel G, Heider B, Fraser PD. Metabolic diversity in sweet potato ( Ipomoea batatas, Lam.) leaves and storage roots. HORTICULTURE RESEARCH 2019; 6:2. [PMID: 30603089 PMCID: PMC6312539 DOI: 10.1038/s41438-018-0075-5] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/18/2018] [Revised: 07/11/2018] [Accepted: 08/01/2018] [Indexed: 05/14/2023]
Abstract
Sweet potato (Ipomoea batatas, Lam.) is an important root vegetable in developing countries. After its domestication in Neotropical America, human migration led to the distribution of the sweet potato plant throughout the world. Both leaf and storage root are high in compounds of nutritional value. Yet, the storage roots are of particular value due to their significant content of provitamin A (β-carotene). The breeding effort for elite sweet potato lines led to the reduction of genetic diversity and the potential to improve other traits. The focus of the present study was to assess the metabolic diversity of 27 sweet potato cultivars including landraces and improved varieties. A metabolite profiling approach was optimised for sweet potato leaf and storage root tissue and 130 metabolites identified with three different analysis platforms. The data highlighted a lack of correlation between storage root phenotype and leaf metabolism. Furthermore, the metabolic diversity of storage roots was based on the secondary metabolism, including phenylpropanoids and carotenoids. Three cultivars of three different flesh colouration (yellow, orange and purple) showed a significant difference of the primary metabolism. This data demonstrates the value of metabolite profiling to breeding programs as a means of identifying differences in phenotypes/chemotypes and characterising parental material for future pre-breeding resources.
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Affiliation(s)
- Margit Drapal
- Biological Sciences, Royal Holloway University of London, Egham, TW20 0EX UK
| | - Genoveva Rossel
- International Potato Center (CIP), CGIAR Research Program on Roots, Tubers and Bananas, Lima, 12 Peru
| | - Bettina Heider
- International Potato Center (CIP), CGIAR Research Program on Roots, Tubers and Bananas, Lima, 12 Peru
| | - Paul D. Fraser
- Biological Sciences, Royal Holloway University of London, Egham, TW20 0EX UK
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36
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Wadl PA, Olukolu BA, Branham SE, Jarret RL, Yencho GC, Jackson DM. Genetic Diversity and Population Structure of the USDA Sweetpotato ( Ipomoea batatas) Germplasm Collections Using GBSpoly. FRONTIERS IN PLANT SCIENCE 2018; 9:1166. [PMID: 30186293 PMCID: PMC6111789 DOI: 10.3389/fpls.2018.01166] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/13/2018] [Accepted: 07/23/2018] [Indexed: 05/20/2023]
Abstract
Sweetpotato (Ipomoea batatas) plays a critical role in food security and is the most important root crop worldwide following potatoes and cassava. In the United States (US), it is valued at over $700 million USD. There are two sweetpotato germplasm collections (Plant Genetic Resources Conservation Unit and US Vegetable Laboratory) maintained by the USDA, ARS for sweetpotato crop improvement. To date, no genome-wide assessment of genetic diversity within these collections has been reported in the published literature. In our study, population structure and genetic diversity of 417 USDA sweetpotato accessions originating from 8 broad geographical regions (Africa, Australia, Caribbean, Central America, Far East, North America, Pacific Islands, and South America) were determined using single nucleotide polymorphisms (SNPs) identified with a genotyping-by-sequencing (GBS) protocol, GBSpoly, optimized for highly heterozygous and polyploid species. Population structure using Bayesian clustering analyses (STRUCTURE) with 32,784 segregating SNPs grouped the accessions into four genetic groups and indicated a high degree of mixed ancestry. A neighbor-joining cladogram and principal components analysis based on a pairwise genetic distance matrix of the accessions supported the population structure analysis. Pairwise FST values between broad geographical regions based on the origin of accessions ranged from 0.017 (Far East - Pacific Islands) to 0.110 (Australia - South America) and supported the clustering of accessions based on genetic distance. The markers developed for use with this collection of accessions provide an important genomic resource for the sweetpotato community, and contribute to our understanding of the genetic diversity present within the US sweetpotato collection and the species.
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Affiliation(s)
- Phillip A. Wadl
- United States Vegetable Laboratory, United States Department of Agriculture, Agricultural Research Service, Charleston, SC, United States
| | - Bode A. Olukolu
- Department of Horticultural Science, North Carolina State University, Raleigh, NC, United States
- Department of Entomology and Plant Pathology, University of Tennessee, Knoxville, Knoxville, TN, United States
| | - Sandra E. Branham
- United States Vegetable Laboratory, United States Department of Agriculture, Agricultural Research Service, Charleston, SC, United States
| | - Robert L. Jarret
- Plant Genetic Resources Conservation Unit, United States Department of Agriculture, Agricultural Research Service, Griffin, GA, United States
| | - G. Craig Yencho
- Department of Horticultural Science, North Carolina State University, Raleigh, NC, United States
| | - D. Michael Jackson
- United States Vegetable Laboratory, United States Department of Agriculture, Agricultural Research Service, Charleston, SC, United States
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37
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Wadl PA, Olukolu BA, Branham SE, Jarret RL, Yencho GC, Jackson DM. Genetic Diversity and Population Structure of the USDA Sweetpotato ( Ipomoea batatas) Germplasm Collections Using GBSpoly. FRONTIERS IN PLANT SCIENCE 2018; 9:1166. [PMID: 30186293 DOI: 10.3389/fpls.2018.01166/full] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Received: 04/13/2018] [Accepted: 07/23/2018] [Indexed: 05/28/2023]
Abstract
Sweetpotato (Ipomoea batatas) plays a critical role in food security and is the most important root crop worldwide following potatoes and cassava. In the United States (US), it is valued at over $700 million USD. There are two sweetpotato germplasm collections (Plant Genetic Resources Conservation Unit and US Vegetable Laboratory) maintained by the USDA, ARS for sweetpotato crop improvement. To date, no genome-wide assessment of genetic diversity within these collections has been reported in the published literature. In our study, population structure and genetic diversity of 417 USDA sweetpotato accessions originating from 8 broad geographical regions (Africa, Australia, Caribbean, Central America, Far East, North America, Pacific Islands, and South America) were determined using single nucleotide polymorphisms (SNPs) identified with a genotyping-by-sequencing (GBS) protocol, GBSpoly, optimized for highly heterozygous and polyploid species. Population structure using Bayesian clustering analyses (STRUCTURE) with 32,784 segregating SNPs grouped the accessions into four genetic groups and indicated a high degree of mixed ancestry. A neighbor-joining cladogram and principal components analysis based on a pairwise genetic distance matrix of the accessions supported the population structure analysis. Pairwise FST values between broad geographical regions based on the origin of accessions ranged from 0.017 (Far East - Pacific Islands) to 0.110 (Australia - South America) and supported the clustering of accessions based on genetic distance. The markers developed for use with this collection of accessions provide an important genomic resource for the sweetpotato community, and contribute to our understanding of the genetic diversity present within the US sweetpotato collection and the species.
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Affiliation(s)
- Phillip A Wadl
- United States Vegetable Laboratory, United States Department of Agriculture, Agricultural Research Service, Charleston, SC, United States
| | - Bode A Olukolu
- Department of Horticultural Science, North Carolina State University, Raleigh, NC, United States
- Department of Entomology and Plant Pathology, University of Tennessee, Knoxville, Knoxville, TN, United States
| | - Sandra E Branham
- United States Vegetable Laboratory, United States Department of Agriculture, Agricultural Research Service, Charleston, SC, United States
| | - Robert L Jarret
- Plant Genetic Resources Conservation Unit, United States Department of Agriculture, Agricultural Research Service, Griffin, GA, United States
| | - G Craig Yencho
- Department of Horticultural Science, North Carolina State University, Raleigh, NC, United States
| | - D Michael Jackson
- United States Vegetable Laboratory, United States Department of Agriculture, Agricultural Research Service, Charleston, SC, United States
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