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Vexler L, Leyva-Perez MDLO, Konkolewska A, Clot CR, Byrne S, Griffin D, Ruttink T, Hutten RCB, Engelen C, Visser RGF, Prigge V, Wagener S, Lairy-Joly G, Driesprong JD, Riis Sundmark EH, Rookmaker ANO, van Eck HJ, Milbourne D. QTL discovery for agronomic and quality traits in diploid potato clones using PotatoMASH amplicon sequencing. G3 (BETHESDA, MD.) 2024; 14:jkae164. [PMID: 39028844 PMCID: PMC11457057 DOI: 10.1093/g3journal/jkae164] [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: 04/30/2024] [Revised: 06/16/2024] [Accepted: 06/24/2024] [Indexed: 07/21/2024]
Abstract
We genotyped a population of 618 diploid potato clones derived from six independent potato-breeding programmes from NW-Europe. The diploids were phenotyped for 23 traits, using standardized protocols and common check varieties, enabling us to derive whole population estimators for most traits. We subsequently performed a genome-wide association study (GWAS) to identify quantitative trait loci (QTL) for all traits with SNPs and short-read haplotypes derived from read-backed phasing. In this study, we used a marker platform called PotatoMASH (Potato Multi-Allele Scanning Haplotags); a pooled multiplex amplicon sequencing based approach. Through this method, neighboring SNPs within an amplicon can be combined to generate multiallelic short-read haplotypes (haplotags) that capture recombination history between the constituent SNPs and reflect the allelic diversity of a given locus in a different way than single bi-allelic SNPs. We found a total of 37 unique QTL across both marker types. A core of 10 QTL was detected with SNPs as well as with haplotags. Haplotags allowed to detect an additional 14 QTL not found based on the SNP set. Conversely, the bi-allelic SNP set also found 13 QTL not detectable using the haplotag set. We conclude that both marker types should routinely be used in parallel to maximize the QTL detection power. We report 19 novel QTL for nine traits: Skin Smoothness, Sprout Dormancy, Total Tuber Number, Tuber Length, Yield, Chipping Color, After-cooking Blackening, Cooking Type, and Eye depth.
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Affiliation(s)
- Lea Vexler
- Teagasc, Crop Science Department, Oak Park, Carlow R93 XE12, Ireland
- Plant Breeding, Wageningen University & Research, P.O. Box 386, Wageningen 6700 AJ, The Netherlands
- The Graduate School Experimental Plant Sciences, Droevendaalsesteeg 1, 6708 PB Wageningen, The Netherlands
| | | | | | - Corentin R Clot
- Plant Breeding, Wageningen University & Research, P.O. Box 386, Wageningen 6700 AJ, The Netherlands
- The Graduate School Experimental Plant Sciences, Droevendaalsesteeg 1, 6708 PB Wageningen, The Netherlands
| | - Stephen Byrne
- Teagasc, Crop Science Department, Oak Park, Carlow R93 XE12, Ireland
| | - Denis Griffin
- Teagasc, Crop Science Department, Oak Park, Carlow R93 XE12, Ireland
| | - Tom Ruttink
- Flanders Research Institute for Agriculture, Fisheries and Food (ILVO), Plant Sciences Unit, Caritasstraat 39, Melle 9090, Belgium
- Department of Plant Biotechnology and Bioinformatics, Faculty of Sciences, Ghent University, Technologiepark 71, Ghent 9052, Belgium
| | - Ronald C B Hutten
- Plant Breeding, Wageningen University & Research, P.O. Box 386, Wageningen 6700 AJ, The Netherlands
| | - Christel Engelen
- Plant Breeding, Wageningen University & Research, P.O. Box 386, Wageningen 6700 AJ, The Netherlands
| | - Richard G F Visser
- Plant Breeding, Wageningen University & Research, P.O. Box 386, Wageningen 6700 AJ, The Netherlands
| | - Vanessa Prigge
- SaKa Pflanzenzucht GmbH & Co. KG, Eichenallee 9, Windeby 24340, Germany
| | - Silke Wagener
- SaKa Pflanzenzucht GmbH & Co. KG, Eichenallee 9, Windeby 24340, Germany
| | | | | | | | - A Nico O Rookmaker
- AVERIS Seeds, Valtherblokken zuid 40, Valthermond 7876 TC, The Netherlands
| | - Herman J van Eck
- Plant Breeding, Wageningen University & Research, P.O. Box 386, Wageningen 6700 AJ, The Netherlands
- The Graduate School Experimental Plant Sciences, Droevendaalsesteeg 1, 6708 PB Wageningen, The Netherlands
| | - Dan Milbourne
- Teagasc, Crop Science Department, Oak Park, Carlow R93 XE12, Ireland
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Sonsungsan P, Nganga ML, Lieberman MC, Amundson KR, Stewart V, Plaimas K, Comai L, Henry IM. A k-mer-based bulked segregant analysis approach to map seed traits in unphased heterozygous potato genomes. G3 (BETHESDA, MD.) 2024; 14:jkae035. [PMID: 38366577 PMCID: PMC10989861 DOI: 10.1093/g3journal/jkae035] [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: 10/06/2023] [Revised: 02/06/2024] [Accepted: 02/09/2024] [Indexed: 02/18/2024]
Abstract
High-throughput sequencing-based methods for bulked segregant analysis (BSA) allow for the rapid identification of genetic markers associated with traits of interest. BSA studies have successfully identified qualitative (binary) and quantitative trait loci (QTLs) using QTL mapping. However, most require population structures that fit the models available and a reference genome. Instead, high-throughput short-read sequencing can be combined with BSA of k-mers (BSA-k-mer) to map traits that appear refractory to standard approaches. This method can be applied to any organism and is particularly useful for species with genomes diverged from the closest sequenced genome. It is also instrumental when dealing with highly heterozygous and potentially polyploid genomes without phased haplotype assemblies and for which a single haplotype can control a trait. Finally, it is flexible in terms of population structure. Here, we apply the BSA-k-mer method for the rapid identification of candidate regions related to seed spot and seed size in diploid potato. Using a mixture of F1 and F2 individuals from a cross between 2 highly heterozygous parents, candidate sequences were identified for each trait using the BSA-k-mer approach. Using parental reads, we were able to determine the parental origin of the loci. Finally, we mapped the identified k-mers to a closely related potato genome to validate the method and determine the genomic loci underlying these sequences. The location identified for the seed spot matches with previously identified loci associated with pigmentation in potato. The loci associated with seed size are novel. Both loci are relevant in future breeding toward true seeds in potato.
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Affiliation(s)
- Pajaree Sonsungsan
- Program in Bioinformatics and Computational Biology, Graduate School, Chulalongkorn University, Bangkok 10330, Thailand
| | - Mwaura Livingstone Nganga
- Department of Plant Biology and Genome Center, University of California, Davis, Davis, CA 95616, USA
| | - Meric C Lieberman
- Department of Plant Biology and Genome Center, University of California, Davis, Davis, CA 95616, USA
| | - Kirk R Amundson
- Department of Plant Biology and Genome Center, University of California, Davis, Davis, CA 95616, USA
| | - Victoria Stewart
- Department of Plant Biology and Genome Center, University of California, Davis, Davis, CA 95616, USA
| | - Kitiporn Plaimas
- Omics Science and Bioinformatics Center, Faculty of Science, Chulalongkorn University, Bangkok 10330, Thailand
- Advanced Virtual and Intelligent Computing (AVIC) Center, Department of Mathematics and Computer Science, Faculty of Science, Chulalongkorn University, Bangkok 10330, Thailand
| | - Luca Comai
- Department of Plant Biology and Genome Center, University of California, Davis, Davis, CA 95616, USA
| | - Isabelle M Henry
- Department of Plant Biology and Genome Center, University of California, Davis, Davis, CA 95616, USA
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Berdugo-Cely JA, Céron-Lasso MDS, Yockteng R. Phenotypic and molecular analyses in diploid and tetraploid genotypes of Solanum tuberosum L. reveal promising genotypes and candidate genes associated with phenolic compounds, ascorbic acid contents, and antioxidant activity. FRONTIERS IN PLANT SCIENCE 2023; 13:1007104. [PMID: 36743552 PMCID: PMC9889998 DOI: 10.3389/fpls.2022.1007104] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/29/2022] [Accepted: 12/08/2022] [Indexed: 06/18/2023]
Abstract
Potato tubers contain biochemical compounds with antioxidant properties that benefit human health. However, the genomic basis of the production of antioxidant compounds in potatoes has largely remained unexplored. Therefore, we report the first genome-wide association study (GWAS) based on 4488 single nucleotide polymorphism (SNP) markers and the phenotypic evaluation of Total Phenols Content (TPC), Ascorbic Acid Content (AAC), and Antioxidant Activity (AA) traits in 404 diverse potato genotypes (84 diploids and 320 tetraploids) conserved at the Colombian germplasm bank that administers AGROSAVIA. The concentration of antioxidant compounds correlated to the skin tuber color and ploidy level. Especially, purple-blackish tetraploid tubers had the highest TPC (2062.41 ± 547.37 mg GAE), while diploid pink-red tubers presented the highest AA (DDPH: 14967.1 ± 4687.79 μmol TE; FRAP: 2208.63 ± 797.35 mg AAE) and AAC (4.52 mg ± 0.68 AA). The index selection allowed us to choose 20 promising genotypes with the highest values for the antioxidant compounds. Genome Association mapping identified 58 SNP-Trait Associations (STAs) with single-locus models and 28 Quantitative Trait Nucleotide (QTNs) with multi-locus models associated with the evaluated traits. Among models, eight STAs/QTNs related to TPC, AAC, and AA were detected in common, flanking seven candidate genes, from which four were pleiotropic. The combination in one population of diploid and tetraploid genotypes enabled the identification of more genetic associations. However, the GWAS analysis implemented independently in populations detected some regions in common between diploids and tetraploids not detected in the mixed population. Candidate genes have molecular functions involved in phenolic compounds, ascorbic acid biosynthesis, and antioxidant responses concerning plant abiotic stress. All candidate genes identified in this study can be used for further expression analysis validation and future implementation in marker-assisted selection pre-breeding platforms targeting fortified materials. Our study further revealed the importance of potato germplasm conserved in national genebanks, such as AGROSAVIA's, as a valuable genetic resource to improve existing potato varieties.
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Affiliation(s)
- Jhon A. Berdugo-Cely
- Corporación Colombiana de Investigación Agropecuaria-AGROSAVIA, Centro de Investigación Turipaná, Km 13 vía Montería-Cereté, Montería, Córdoba, Colombia
- Corporación Colombiana de Investigación Agropecuaria (AGROSAVIA), Centro de Investigación Tibaitatá, Km 13 vía Mosquera-Bogotá, Mosquera, Cundinamarca, Colombia
| | - María del Socorro Céron-Lasso
- Corporación Colombiana de Investigación Agropecuaria (AGROSAVIA), Centro de Investigación Tibaitatá, Km 13 vía Mosquera-Bogotá, Mosquera, Cundinamarca, Colombia
| | - Roxana Yockteng
- Corporación Colombiana de Investigación Agropecuaria (AGROSAVIA), Centro de Investigación Tibaitatá, Km 13 vía Mosquera-Bogotá, Mosquera, Cundinamarca, Colombia
- Institut de Systématique, Evolution, Biodiversité-UMR-CNRS 7205, National Museum of Natural History, Paris, France
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Behn A, Lizana C, Zapata F, Gonzalez A, Reyes-Díaz M, Fuentes D. Phenolic and anthocyanin content characterization related to genetic diversity analysis of Solanum tuberosum subsp. tuberosum Chilotanum Group in southern Chile. FRONTIERS IN PLANT SCIENCE 2023; 13:1045894. [PMID: 36704150 PMCID: PMC9872146 DOI: 10.3389/fpls.2022.1045894] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/16/2022] [Accepted: 12/16/2022] [Indexed: 06/18/2023]
Abstract
The potato (Solanum tuberosum L) is one of the four most important crops worldwide in production and consumption. It originated from South America along the Andes, where six hotspots of diversity known as subcenters of origin are described from Venezuela to Chiloe Island in Chile, and where the greatest diversity of potatoes in the world is found. Today, the use of ancestral genetic resources has gained significant relevance, recovering and producing foods with a greater nutrient content and beneficial to human health. Therefore, native potatoes possess a set of characteristics with great potential for use in potato breeding guided primarily to produce better feed, especially potatoes of the Chilotanum Group that are easily crossed with conventional varieties. The primary objective of this study was to evaluate 290 accessions of S. tuberosum subsp tuberosum belonging to the Chilotanum Group using a set of molecular markers and correlate them to its phenotypic traits for future use in breeding programs. For this purpose, 290 accessions were analysed through 22 specific microsatellites described previously, correlating them with flesh and skin colour, total phenolic content, and anthocyanin content. A division into groups considering all the 290 accessions resulted in two clusters using STRUCTURE analysis and seven different genetic clusters using UPGMA. The latter exhibited common phenotypic characteristics as well as anthocyanin content, strongly supporting a correlation between phenotypic traits and the genetic fingerprint. These results will enable breeders to focus on the development of potatoes with high polyphenol and anthocyanin content.
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Affiliation(s)
- Anita Behn
- Instituto de Producción y Sanidad Vegetal, Facultad de Ciencias Agrarias y Alimentarias, Universidad Austral de Chile, Valdivia, Chile
| | - Carolina Lizana
- Instituto de Producción y Sanidad Vegetal, Facultad de Ciencias Agrarias y Alimentarias, Universidad Austral de Chile, Valdivia, Chile
| | - Felipe Zapata
- Biocomputing and Applied Genetics, Center for Systems Biotechnology, Fraunhofer Chile Research Foundation, Santiago, Chile
| | - Alvaro Gonzalez
- Biocomputing and Applied Genetics, Center for Systems Biotechnology, Fraunhofer Chile Research Foundation, Santiago, Chile
| | - Marjorie Reyes-Díaz
- Departamento de Ciencias Químicas y Recursos Naturales, Facultad de Ingeniería y Ciencias, Universidad de La Frontera, Temuco, Chile
| | - Derie Fuentes
- Biocomputing and Applied Genetics, Center for Systems Biotechnology, Fraunhofer Chile Research Foundation, Santiago, Chile
- Centro de Biotecnología de Sistemas, Facultad de Ciencias de la Vida, Universidad Andres Bello, Santiago, Chile
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Cao S, Shi L, Shen Y, He L, Meng X. Ecological roles of secondary metabolites of Saposhnikovia divaricata in adaptation to drought stress. PeerJ 2022; 10:e14336. [PMID: 36353606 PMCID: PMC9639429 DOI: 10.7717/peerj.14336] [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: 06/22/2022] [Accepted: 10/13/2022] [Indexed: 11/06/2022] Open
Abstract
Saposhnikovia divaricata is a traditional Chinese herb that mainly grows in arid grasslands and strongly adapts to various stresses. Drought is not only a major abiotic stress factor but also a typical feature conducive to producing high-quality medicinal material. The present study investigated by treating S. divaricata plants with polyethylene glycol (PEG-6000). Ultra-high performance liquid chromatography-quadrupole time-of-flight mass spectrometry (UPLC-Q-TOF-MS) identified 146 compounds from the roots of S. divaricata, among which seven primary metabolites and 28 secondary metabolites showed significant changes after drought treatment. UV-Vis spectrophotometer detected the activity of antioxidant enzymes and the content of superoxide anion (O2 -.) and malondialdehyde (MDA). The differential primary metabolites revealed that drought promotes glycolysis, reducing primary metabolism and enhancing secondary metabolism. Meanwhile, the differential secondary metabolites showed an increase in the content of compounds upstream of the secondary metabolic pathway, and other glycosides and increased that of the corresponding aglycones. The activities of antioxidant enzymes and the content of O2 -. and MDA shown different changes duing the drought treatment. These observations indicate that drought promotes the biosynthesis and transformation of the secondary metabolites and activity of antioxidant enzymes, improving plant adaptability. The present study also analyzed a few primary and secondary metabolites of S. divaricata under different degrees and durations of drought and speculated on the metabolic pathways in an arid environment. The findings indicate the biological nature, diversity, and complexity of secondary metabolites and the mechanisms of plant adaptation to ecological stress.
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Affiliation(s)
- Sisi Cao
- Department of Pharmacognosy, Heilongjiang University of Chinese Medicine, Harbin, Heilongjiang, China
- Medical College, Harbin Vocational & Technical College, Harbin, Heilongjiang, China
| | - Lei Shi
- Department of Pharmacognosy, Heilongjiang University of Chinese Medicine, Harbin, Heilongjiang, China
| | - Ying Shen
- Department of Pharmacognosy, Heilongjiang University of Chinese Medicine, Harbin, Heilongjiang, China
| | - Luwen He
- Department of Pharmacognosy, Heilongjiang University of Chinese Medicine, Harbin, Heilongjiang, China
| | - Xiangcai Meng
- Department of Pharmacognosy, Heilongjiang University of Chinese Medicine, Harbin, Heilongjiang, China
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Zhang D, Tan Y, Dong F, Zhang Y, Huang Y, Zhou Y, Zhao Z, Yin Q, Xie X, Gao X, Zhang C, Tu N. The Expression of IbMYB1 Is Essential to Maintain the Purple Color of Leaf and Storage Root in Sweet Potato [ Ipomoea batatas (L.) Lam]. FRONTIERS IN PLANT SCIENCE 2021; 12:688707. [PMID: 34630449 PMCID: PMC8495246 DOI: 10.3389/fpls.2021.688707] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/07/2021] [Accepted: 08/16/2021] [Indexed: 05/14/2023]
Abstract
IbMYB1 was one of the major anthocyanin biosynthesis regulatory genes that has been identified and utilized in purple-fleshed sweet potato breeding. At least three members of this gene, namely, IbMYB1-1, -2a, and -2b, have been reported. We found that IbMYB1-2a and -2b are not necessary for anthocyanin accumulation in a variety of cultivated species (hexaploid) with purple shoots or purplish rings/spots of flesh. Transcriptomic and quantitative reverse transcription PCR (RT-qPCR) analyses revealed that persistent and vigorous expression of IbMYB1 is essential to maintain the purple color of leaves and storage roots in this type of cultivated species, which did not contain IbMYB1-2 gene members. Compared with IbbHLH2, IbMYB1 is an early response gene of anthocyanin biosynthesis in sweet potato. It cannot exclude the possibility that other MYBs participate in this gene regulation networks. Twenty-two MYB-like genes were identified from 156 MYBs to be highly positively or negatively correlated with the anthocyanin content in leaves or flesh. Even so, the IbMYB1 was most coordinately expressed with anthocyanin biosynthesis genes. Differences in flanking and coding sequences confirm that IbMYB2s, the highest similarity genes of IbMYB1, are not the members of IbMYB1. This phenomenon indicates that there may be more members of IbMYB1 in sweet potato, and the genetic complementation of these members is involved in the regulation of anthocyanin biosynthesis. The 3' flanking sequence of IbMYB1-1 is homologous to the retrotransposon sequence of TNT1-94. Transposon movement is involved in the formation of multiple members of IbMYB1. This study provides critical insights into the expression patterns of IbMYB1, which are involved in the regulation of anthocyanin biosynthesis in the leaf and storage root. Notably, our study also emphasized the presence of a multiple member of IbMYB1 for genetic improvement.
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Affiliation(s)
- Daowei Zhang
- College of Agronomy, Hunan Agricultural University, Changsha, China
- Crop Research Institute, Hunan Academy of Agricultural Sciences, Changsha, China
- *Correspondence: Daowei Zhang,
| | - Yongjun Tan
- Department of Biology, School of Life Sciences, Southern University of Science and Technology, Shenzhen, China
| | - Fang Dong
- Crop Research Institute, Hunan Academy of Agricultural Sciences, Changsha, China
| | - Ya Zhang
- Crop Research Institute, Hunan Academy of Agricultural Sciences, Changsha, China
| | - Yanlan Huang
- Crop Research Institute, Hunan Academy of Agricultural Sciences, Changsha, China
| | - Yizhou Zhou
- Crop Research Institute, Hunan Academy of Agricultural Sciences, Changsha, China
| | - ZhiJian Zhao
- Dryland Crop Research Institute, Shao Yang Academy of Agriculture Science, Shaoyang, China
| | - Qin Yin
- Crop Research Institute, Hunan Academy of Agricultural Sciences, Changsha, China
| | - Xuehua Xie
- Crop Research Institute, Hunan Academy of Agricultural Sciences, Changsha, China
| | - Xiewang Gao
- Crop Research Institute, Hunan Academy of Agricultural Sciences, Changsha, China
| | - Chaofan Zhang
- Crop Research Institute, Hunan Academy of Agricultural Sciences, Changsha, China
- Chaofan Zhang,
| | - Naimei Tu
- College of Agronomy, Hunan Agricultural University, Changsha, China
- Naimei Tu,
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