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Rau D, Attene G, Rodriguez M, Baghino L, Pisanu AB, Sanna D, Acquadro A, Portis E, Comino C. The Population Structure of a Globe Artichoke Worldwide Collection, as Revealed by Molecular and Phenotypic Analyzes. FRONTIERS IN PLANT SCIENCE 2022; 13:898740. [PMID: 35865281 PMCID: PMC9294547 DOI: 10.3389/fpls.2022.898740] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/17/2022] [Accepted: 05/13/2022] [Indexed: 05/27/2023]
Abstract
The knowledge of the organization of the domesticated gene pool of crop species is an essential requirement to understand crop evolution, to rationalize conservation programs, and to support practical decisions in plant breeding. Here, we integrate simple sequence repeat (SSR) analysis and phenotypic characterization to investigate a globe artichoke collection that comprises most of the varieties cultivated worldwide. We show that the cultivated gene pool of globe artichoke includes five distinct genetic groups associated with the major phenotypic typologies: Catanesi (which based on our analysis corresponds to Violetti di Provenza), Spinosi, Violetti di Toscana, Romaneschi, and Macau. We observed that 17 and 11% of the molecular and phenotypic variance, respectively, is between these groups, while within groups, strong linkage disequilibrium and heterozygote excess are evident. The divergence between groups for quantitative traits correlates with the average broad-sense heritability within the groups. The phenotypic divergence between groups for both qualitative and quantitative traits is strongly and positively correlated with SSR divergence (FST) between groups. All this implies a low population size and strong bottleneck effects, and indicates a long history of clonal propagation and selection during the evolution of the domesticated gene pool of globe artichoke. Moreover, the comparison between molecular and phenotypic population structures suggests that harvest time, plant architecture (i.e., plant height, stem length), leaf spininess, head morphology (i.e., head shape, bract shape, spininess) together with the number of heads per plant were the main targets of selection during the evolution of the cultivated germplasm. We emphasize our findings in light of the potential exploitation of this collection for association mapping studies.
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Affiliation(s)
- Domenico Rau
- Dipartimento di Agraria, Sezione di Agronomia, Coltivazioni Erbacee e Genetica (SACEG), Università degli Studi di Sassari, Sassari, Italy
| | - Giovanna Attene
- Dipartimento di Agraria, Sezione di Agronomia, Coltivazioni Erbacee e Genetica (SACEG), Università degli Studi di Sassari, Sassari, Italy
| | - Monica Rodriguez
- Dipartimento di Agraria, Sezione di Agronomia, Coltivazioni Erbacee e Genetica (SACEG), Università degli Studi di Sassari, Sassari, Italy
| | - Limbo Baghino
- Agenzia AGRIS Sardegna (Servizio Ricerca sui Sistemi Colturali Erbacei, Settore Innovazione dei Modelli Gestionali e Studio Della Biodiversità Nelle Colture Intensive), Oristano, Italy
| | - Anna Barbara Pisanu
- Agenzia AGRIS Sardegna (Servizio Ricerca sui Sistemi Colturali Erbacei, Settore Innovazione dei Modelli Gestionali e Studio Della Biodiversità Nelle Colture Intensive), Oristano, Italy
| | - Davide Sanna
- Agenzia AGRIS Sardegna (Servizio Ricerca sui Sistemi Colturali Erbacei, Settore Innovazione dei Modelli Gestionali e Studio Della Biodiversità Nelle Colture Intensive), Oristano, Italy
| | - Alberto Acquadro
- Dipartimento di Scienze Agrarie, Forestali ed Alimentari (DISAFA), Genetica Vegetale (Plant Genetics), Università degli Studi di Torino, Turin, Italy
| | - Ezio Portis
- Dipartimento di Scienze Agrarie, Forestali ed Alimentari (DISAFA), Genetica Vegetale (Plant Genetics), Università degli Studi di Torino, Turin, Italy
| | - Cinzia Comino
- Dipartimento di Scienze Agrarie, Forestali ed Alimentari (DISAFA), Genetica Vegetale (Plant Genetics), Università degli Studi di Torino, Turin, Italy
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Genome-Wide Survey and Development of the First Microsatellite Markers Database ( AnCorDB) in Anemone coronaria L. Int J Mol Sci 2022; 23:ijms23063126. [PMID: 35328546 PMCID: PMC8949970 DOI: 10.3390/ijms23063126] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2022] [Revised: 03/08/2022] [Accepted: 03/10/2022] [Indexed: 12/31/2022] Open
Abstract
Anemone coronaria L. (2n = 2x = 16) is a perennial, allogamous, highly heterozygous plant marketed as a cut flower or in gardens. Due to its large genome size, limited efforts have been made in order to develop species-specific molecular markers. We obtained the first draft genome of the species by Illumina sequencing an androgenetic haploid plant of the commercial line “MISTRAL® Magenta”. The genome assembly was obtained by applying the MEGAHIT pipeline and consisted of 2 × 106 scaffolds. The SciRoKo SSR (Simple Sequence Repeats)-search module identified 401.822 perfect and 188.987 imperfect microsatellites motifs. Following, we developed a user-friendly “Anemone coronaria Microsatellite DataBase” (AnCorDB), which incorporates the Primer3 script, making it possible to design couples of primers for downstream application of the identified SSR markers. Eight genotypes belonging to eight cultivars were used to validate 62 SSRs and a subset of markers was applied for fingerprinting each cultivar, as well as to assess their intra-cultivar variability. The newly developed microsatellite markers will find application in Breeding Rights disputes, developing genetic maps, marker assisted breeding (MAS) strategies, as well as phylogenetic studies.
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Castro MM, Rosa D, Ferro AM, Faustino A, Paulino A, Brás T, Machado E, Cruz CP, Belo ADF, Nozes P, Portugal J, Ramôa S, Mendonça D, Simões F, Duarte MF, Marum L. Genetic diversity and population structure of Cynara cardunculus L. in southern Portugal. PLoS One 2021; 16:e0252792. [PMID: 34106958 PMCID: PMC8189484 DOI: 10.1371/journal.pone.0252792] [Citation(s) in RCA: 3] [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: 10/30/2020] [Accepted: 05/21/2021] [Indexed: 11/29/2022] Open
Abstract
Cynara cardunculus L. is a cardoon species native to the Mediterranean region, which is composed of three botanical taxa, each having distinct biological characteristics. The aim of this study was to examine wild populations of C. cardunculus established in Portugal, in order to determine their genetic diversity, geographic distribution, and population structure. Based on SSR markers, 121 individuals of C. cardunculus from 17 wild populations of the Portuguese Alentejo region were identified and analysed. Ten SSRs were found to be efficient markers in the genetic diversity analysis. The total number of alleles ranged from 9 to 17 per locus. The expected and observed means in heterozygosity, by population analysed, were 0.591 and 0.577, respectively. The wild population exhibited a high level of genetic diversity at the species level. The highest proportion of genetic variation was identified within a geographic group, while variation was lower among groups. Geographic areas having highest genetic diversity were identified in Alvito, Herdade da Abóboda, Herdade da Revilheira and Herdade de São Romão populations. Moreover, significant genetic differentiation existed between wild populations from North-Alentejo geographic locations (Arraiolos, Évora, Monte da Chaminé) and Centro Hortofrutícola, compared with other populations. This study reports genetic diversity among a representative number of wild populations and genotypes of C. cardunculus from Portugal. These results will provide valuable information towards future management of C. cardunculus germplasm.
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Affiliation(s)
- Maria Miguel Castro
- Centro de Biotecnologia Agrícola e Agro-Alimentar do Alentejo (CEBAL)/Instituto Politécnico de Beja (IPBeja), Beja, Portugal
| | - Daniela Rosa
- Centro de Biotecnologia Agrícola e Agro-Alimentar do Alentejo (CEBAL)/Instituto Politécnico de Beja (IPBeja), Beja, Portugal
- MED – Mediterranean Institute for Agriculture, Environment and Development – CEBAL, Beja, Portugal
| | - Ana M. Ferro
- Centro de Biotecnologia Agrícola e Agro-Alimentar do Alentejo (CEBAL)/Instituto Politécnico de Beja (IPBeja), Beja, Portugal
- MED – Mediterranean Institute for Agriculture, Environment and Development – CEBAL, Beja, Portugal
| | - Ana Faustino
- Centro de Biotecnologia Agrícola e Agro-Alimentar do Alentejo (CEBAL)/Instituto Politécnico de Beja (IPBeja), Beja, Portugal
- MED – Mediterranean Institute for Agriculture, Environment and Development – CEBAL, Beja, Portugal
| | - Ana Paulino
- Centro de Biotecnologia Agrícola e Agro-Alimentar do Alentejo (CEBAL)/Instituto Politécnico de Beja (IPBeja), Beja, Portugal
- Centre for Ecology, Faculdade de Ciência, Evolution and Environmental Changes (cE3c), Universidade de Lisboa, Lisboa, Portugal
| | - Teresa Brás
- Centro de Biotecnologia Agrícola e Agro-Alimentar do Alentejo (CEBAL)/Instituto Politécnico de Beja (IPBeja), Beja, Portugal
- LAQV/ REQUIMTE, FCT, Universidade Nova de Lisboa, Caparica, Portugal
| | - Eliana Machado
- MED-Instituto Mediterrâneo para a Agricultura, Ambiente e Desenvolvimento, Universidade de Évora, Ap 94, Évora, Portugal
| | - Carla Pinto Cruz
- Ambiente e Desenvolvimento & Departamento de Biologia, MED - Instituto Mediterrâneo para a Agricultura, Escola de Ciências e Tecnologia, Universidade de Évora, Ap 94, Évora, Portugal
| | - Anabela D. F. Belo
- Ambiente e Desenvolvimento & Departamento de Biologia, MED - Instituto Mediterrâneo para a Agricultura, Escola de Ciências e Tecnologia, Universidade de Évora, Ap 94, Évora, Portugal
| | - Paula Nozes
- Departamento de Biociências/Instituto Politécnico de Beja (IPBeja), Beja, Portugal
| | - João Portugal
- Departamento de Biociências/Instituto Politécnico de Beja (IPBeja), Beja, Portugal
- VALORIZA – Centro de Investigação para a Valorização dos Recursos Endógenos, Instituto Politécnico de Portalegre, Portalegre, Portugal
| | - Sofia Ramôa
- Departamento de Biociências/Instituto Politécnico de Beja (IPBeja), Beja, Portugal
| | - Diogo Mendonça
- Instituto Nacional de Investigação Agrária e Veterinária I.P. (INIAV IP), Unidade Estratégica de Biotecnologia e Recursos Genéticos, I.P., Oeiras, Portugal
| | - Fernanda Simões
- Instituto Nacional de Investigação Agrária e Veterinária I.P. (INIAV IP), Unidade Estratégica de Biotecnologia e Recursos Genéticos, I.P., Oeiras, Portugal
| | - Maria F. Duarte
- Centro de Biotecnologia Agrícola e Agro-Alimentar do Alentejo (CEBAL)/Instituto Politécnico de Beja (IPBeja), Beja, Portugal
- MED – Mediterranean Institute for Agriculture, Environment and Development – CEBAL, Beja, Portugal
| | - Liliana Marum
- Centro de Biotecnologia Agrícola e Agro-Alimentar do Alentejo (CEBAL)/Instituto Politécnico de Beja (IPBeja), Beja, Portugal
- MED – Mediterranean Institute for Agriculture, Environment and Development – CEBAL, Beja, Portugal
- * E-mail:
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Ding Y, Xue L, Guo RX, Luo GJ, Song YT, Lei JJ. De Novo Assembled Transcriptome Analysis and Identification of Genic SSR Markers in Red-Flowered Strawberry. Biochem Genet 2019; 57:607-622. [PMID: 30825077 DOI: 10.1007/s10528-019-09912-6] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2018] [Accepted: 02/19/2019] [Indexed: 10/27/2022]
Abstract
Red-flowered strawberry is a new ornamental flower derived from intergeneric hybridization (Fragaria × Potentilla). To date, few molecular markers have been reported for this plant. RNA sequencing provides a relatively fast and low-cost approach for large-scale detection of simple sequence repeats (SSRs). In the present study, we profiled the transcriptome of red-flowered strawberry by Illumina HiSeq 2500 to identify SSRs related to petal color. Based on 2 million clean reads of red and white flowers from red-flowered strawberry hybrids, we assembled 91,835 unigenes with an average length of 717 bp. After functional annotation and prediction, there were 47,058 unigenes; of these, 26,861 had a gene ontology annotation, with 14,264 SSR loci. Mononucleotide SSRs were the predominant repeat type (47.20%, n = 6724), followed by di- (32.50%, n = 4641), tri- (19.10%, n = 2729), tetra- (0.90%, n = 132), hexa- (0.2%, n = 21), and penta- (0.10%, n = 16) nucleotide repeats. The most frequent di-, tri-, and tetra-nucleotide repeats were AG/CT, AAG/CTT, and AAAG/CTTT, respectively. PCR amplification with 105 SSR primer pairs yielded four bands specific to red flowers, namely UgRFsr57622, UgRFsr94149, UgRFsr40142, and UgRFsr54608; corresponding 4 trait-specific markers were found to co-segregate with white and red flower color in hybrid population, demonstrating that the genic SSR marker is useful to discriminate between white and red flowers in strawberry. Markers to discriminate flower color in red-flowered strawberry will be useful for early selection of progeny and for breeding management.
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Affiliation(s)
- Yan Ding
- College of Horticulture, Shenyang Agricultural University, Shenyang, 110866, China
| | - Li Xue
- College of Horticulture, Shenyang Agricultural University, Shenyang, 110866, China
| | - Rui-Xue Guo
- College of Horticulture, Shenyang Agricultural University, Shenyang, 110866, China
| | - Gang-Jun Luo
- College of Horticulture, Shenyang Agricultural University, Shenyang, 110866, China
| | - Yu-Tong Song
- College of Horticulture, Shenyang Agricultural University, Shenyang, 110866, China
| | - Jia-Jun Lei
- College of Horticulture, Shenyang Agricultural University, Shenyang, 110866, China.
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Phenolic profile and bioactivity of cardoon (Cynara cardunculus L.) inflorescence parts: Selecting the best genotype for food applications. Food Chem 2018; 268:196-202. [DOI: 10.1016/j.foodchem.2018.06.081] [Citation(s) in RCA: 35] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2018] [Revised: 05/29/2018] [Accepted: 06/18/2018] [Indexed: 12/31/2022]
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Barracosa P, Rosa N, Barros M, Pires E. Selected Cardoon (Cynara cardunculus L.) Genotypes Suitable for PDO Cheeses in Mediterranean Regions. Chem Biodivers 2018; 15:e1800110. [PMID: 29790297 DOI: 10.1002/cbdv.201800110] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/12/2018] [Accepted: 05/18/2018] [Indexed: 11/10/2022]
Abstract
Cardoon flower extract is a traditional and exclusive rennet used for some PDO cheeses in several Mediterranean regions, due to its extremely high concentration in cardosins. In this preliminary study, six individual cardoon genotypes (1M - 6M) were selected because they revealed a wide and consistent diversity of total and specific cardosin concentrations in flowers. During three growing seasons, the stability of 12 biochemical characteristics of flower extracts and 26 plant morphological descriptors was confirmed. Surprisingly, the cardosin profiles of each genotype, based on four main groups A0, A1, A and B, were stable during the annual flower harvesting period and over all three years using ion-exchange chromatography and native-PAGE electrophoresis. This knowledge will allow an improvement in the quality and standardization of cardosin profiles from cardoon flowers used for cheese production and other innovative applications. The results obtained are promising for the development of a plant breeding program based on biochemical and morphological characteristics in order to obtain the most adapted plant architecture for combined purposes related to specific cardosins composition, flower and plant biomass production, and ease of harvesting.
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Affiliation(s)
- Paulo Barracosa
- Escola Superior Agrária de Viseu- Instituto Politécnico de Viseu, Viseu, Portugal.,CI&DETS - Centro de Estudos em Educação, Tecnologias e Saúde, 3504-510, Viseu, Portugal.,Centro de Investigação e de Tecnologias Agroambientais e Biológicas (CITAB), Universidade de Trás-os-Montes e Alto Douro, 5001-801, Vila Real, Portugal
| | - Nuno Rosa
- Instituto de Ciências da Saúde, Universidade Católica Portuguesa- Pólo de Viseu, 3504-505, Viseu, Portugal
| | - Marlene Barros
- Instituto de Ciências da Saúde, Universidade Católica Portuguesa- Pólo de Viseu, 3504-505, Viseu, Portugal
| | - Euclides Pires
- Departamento Ciências da Vida - FCTUC, Universidade de Coimbra, 3000-456, Coimbra, Portugal
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Sen S, Dehury B, Sahu J, Rathi S, Yadav RNS. Mining and comparative survey of EST-SSR markers among members of Euphorbiaceae family. Mol Biol Rep 2018; 45:453-468. [PMID: 29626317 DOI: 10.1007/s11033-018-4181-0] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2017] [Accepted: 04/02/2018] [Indexed: 11/30/2022]
Abstract
Euphorbiaceae represents flowering plants family of tropical and sub-tropical region rich in secondary metabolites of economic importance. To understand and assess the genetic makeup among the members, this study was undertaken to characterize and compare SSR markers from publicly available ESTs and GSSs of nine selected species of the family. Mining of SSRs was performed by MISA, primer designing by Primer3, while functional annotation, gene ontology (GO) and enrichment analysis were performed by Blast2GO. A total 12,878 number of SSRs were detected from 101,701 number of EST sequences. SSR density ranged from 1 SSR/3.22 kb to 1 SSR/15.65 kb. A total of 1873 primer pairs were designed for the annotated SSR-Contigs. About 77.07% SSR-ESTs could be assigned a significant match to the protein database. 3037 unique SSR-FDM were assigned and IPR003657 (WRKY Domain) was found to be the most dominant FDM among the members. 1810 unique GO terms obtained were further subjected to enrichment analysis to obtain 513 statistically significant GO terms mapped to the SSR containing ESTs. Most frequent enriched GO terms were, GO:0003824 for molecular function, GO:0006350 for biological process and GO:0005886 for cellular component, justifying the richness of defensive secondary metabolites and phytomedicine within the family. The results from this study provides tangible insight to genetic make-up and distribution of SSRs. Functional annotation corresponded many genes of unknown functions which may be considered as novel genes or genes responsible for stress specific secondary metabolites. Further studies are required to understand stress specific genes accountable for leveraging the synthesis of secondary metabolites.
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Affiliation(s)
- Surojit Sen
- Centre for Biotechnology and Bioinformatics, Dibrugarh University, Dibrugarh, Assam, India.
| | - Budheswar Dehury
- Biomedical Informatics Centre, ICMR-Regional Medical Research Centre, Nalco Square, Chandrasekharpur, Bhubaneswar, Odisha, 751023, India
| | - Jagajjit Sahu
- Distributed Information Center, Department of Agricultural Biotechnology, Assam Agricultural University, Jorhat, Assam, 785013, India
| | - Sunayana Rathi
- Department of Biochemistry and Agricultural Chemistry, Assam Agricultural University, Jorhat, Assam, 785013, India
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Genetic diversity and accession structure in European Cynara cardunculus collections. PLoS One 2017; 12:e0178770. [PMID: 28570688 PMCID: PMC5453587 DOI: 10.1371/journal.pone.0178770] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2017] [Accepted: 05/18/2017] [Indexed: 11/19/2022] Open
Abstract
Understanding the distribution of genetic variations and accession structures is an important factor for managing genetic resources, but also for using proper germplasm in association map analyses and breeding programs. The globe artichoke is the fourth most important horticultural crop in Europe. Here, we report the results of a molecular analysis of a collection including globe artichoke and leafy cardoon germplasm present in the Italian, French and Spanish gene banks. The aims of this study were to: (i) assess the diversity present in European collections, (ii) determine the population structure, (iii) measure the genetic distance between accessions; (iv) cluster the accessions; (v) properly distinguish accessions present in the different national collections carrying the same name; and (vi) understand the diversity distribution in relation to the gene bank and the geographic origin of the germplasm. A total of 556 individuals grouped into 174 accessions of distinct typologies were analyzed by different types of molecular markers, i.e. dominant (ISSR and AFLP) and co-dominant (SSR). The data of the two crops (globe artichoke and leafy cardoon) were analyzed jointly and separately to compute, among other aims, the gene diversity, heterozygosity (He, Ho), fixation indexes, AMOVA, genetic distance and structure. The findings underline the huge diversity present in the analyzed material, and the existence of alleles that are able to discriminate among accessions. The accessions were clustered not only on the basis of their typology, but also on the basis of the gene bank they come from. Probably, the environmental conditions of the different field gene banks affected germplasm conservation. These outcomes will be useful in plant breeding to select accessions and to fingerprint varieties. Moreover, the results highlight the particular attention that should be paid to the method used to conserve the Cynara cardunculus germplasm and suggest to the preference of using accessions from different gene banks to run an association map.
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A Genome-Wide Survey of the Microsatellite Content of the Globe Artichoke Genome and the Development of a Web-Based Database. PLoS One 2016; 11:e0162841. [PMID: 27648830 PMCID: PMC5029897 DOI: 10.1371/journal.pone.0162841] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2016] [Accepted: 08/29/2016] [Indexed: 11/19/2022] Open
Abstract
The recently acquired genome sequence of globe artichoke (Cynara cardunculus var. scolymus) has been used to catalog the genome’s content of simple sequence repeat (SSR) markers. More than 177,000 perfect SSRs were revealed, equivalent to an overall density across the genome of 244.5 SSRs/Mbp, but some 224,000 imperfect SSRs were also identified. About 21% of these SSRs were complex (two stretches of repeats separated by <100 nt). Some 73% of the SSRs were composed of dinucleotide motifs. The SSRs were categorized for the numbers of repeats present, their overall length and were allocated to their linkage group. A total of 4,761 perfect and 6,583 imperfect SSRs were present in 3,781 genes (14.11% of the total), corresponding to an overall density across the gene space of 32,5 and 44,9 SSRs/Mbp for perfect and imperfect motifs, respectively. A putative function has been assigned, using the gene ontology approach, to the set of genes harboring at least one SSR. The same search parameters were applied to reveal the SSR content of 14 other plant species for which genome sequence is available. Certain species-specific SSR motifs were identified, along with a hexa-nucleotide motif shared only with the other two Compositae species (sunflower (Helianthus annuus) and horseweed (Conyza canadensis)) included in the study. Finally, a database, called “Cynara cardunculus MicroSatellite DataBase” (CyMSatDB) was developed to provide a searchable interface to the SSR data. CyMSatDB facilitates the retrieval of SSR markers, as well as suggested forward and reverse primers, on the basis of genomic location, genomic vs genic context, perfect vs imperfect repeat, motif type, motif sequence and repeat number. The SSR markers were validated via an in silico based PCR analysis adopting two available assembled transcriptomes, derived from contrasting globe artichoke accessions, as templates.
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The genome sequence of the outbreeding globe artichoke constructed de novo incorporating a phase-aware low-pass sequencing strategy of F1 progeny. Sci Rep 2016; 6:19427. [PMID: 26786968 PMCID: PMC4726258 DOI: 10.1038/srep19427] [Citation(s) in RCA: 76] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2015] [Accepted: 12/11/2015] [Indexed: 12/13/2022] Open
Abstract
Globe artichoke (Cynara cardunculus var. scolymus) is an out-crossing, perennial, multi-use crop species that is grown worldwide and belongs to the Compositae, one of the most successful Angiosperm families. We describe the first genome sequence of globe artichoke. The assembly, comprising of 13,588 scaffolds covering 725 of the 1,084 Mb genome, was generated using ~133-fold Illumina sequencing data and encodes 26,889 predicted genes. Re-sequencing (30×) of globe artichoke and cultivated cardoon (C. cardunculus var. altilis) parental genotypes and low-coverage (0.5 to 1×) genotyping-by-sequencing of 163 F1 individuals resulted in 73% of the assembled genome being anchored in 2,178 genetic bins ordered along 17 chromosomal pseudomolecules. This was achieved using a novel pipeline, SOILoCo (Scaffold Ordering by Imputation with Low Coverage), to detect heterozygous regions and assign parental haplotypes with low sequencing read depth and of unknown phase. SOILoCo provides a powerful tool for de novo genome analysis of outcrossing species. Our data will enable genome-scale analyses of evolutionary processes among crops, weeds, and wild species within and beyond the Compositae, and will facilitate the identification of economically important genes from related species.
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Kim HJ, Jung J, Kim MS, Lee JM, Choi D, Yeam I. Molecular marker development and genetic diversity exploration by RNA-seq in Platycodon grandiflorum. Genome 2015; 58:441-51. [PMID: 26501479 DOI: 10.1139/gen-2015-0017] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Platycodon grandiflorum, generally known as the bellflower or balloon flower, is the only species in the genus Platycodon of the family Campanulaceae. Platycodon plants have been traditionally used as a medicinal crop in East Asia for their antiphlogistic, antitussive, and expectorant properties. Despite these practical uses, marker-assisted selection and molecular breeding in platycodons have lagged due to the lack of genetic information on this genus. In this study, we performed RNA-seq analysis of three platycodon accessions to develop molecular markers and explore genetic diversity. First, genic simple sequence repeats (SSRs) were retrieved and compared; dinucleotide motifs were the most abundant repeats (39%-40%) followed by trinucleotide (25%-31%), tetranucleotide (1.5%-1.9%), and pentanucleotide (0.3%-1.0%) repeats. The result of in silico SSR analysis, three SSR markers were detected and showed possibility to distinguish three platycodon accessions. After several filtering procedures, 180 single nucleotide polymorphisms (SNPs) were used to design 40 cleaved amplified polymorphic sequence (CAPS) markers. Twelve of these PCR-based markers were validated as highly polymorphic and utilized to investigate genetic diversity in 21 platycodon accessions collected from various regions of South Korea. Collectively, the 12 markers yielded 35 alleles, with an average of 3 alleles per locus. Polymorphism information content (PIC) values ranged from 0.087 to 0.693, averaging 0.373 per locus. Since platycodon genetics have not been actively studied, the sequence information and the DNA markers generated from our research have the potential to contribute to further genetic improvements, genomic studies, and gene discovery in this genus.
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Affiliation(s)
- Hyun Jung Kim
- a Department of Horticulture and Breeding, Andong National University, Andong, Gyeongsangbukdo, 760-749, Republic of Korea.,b Department of Eco-Friendly Horticulture, Cheonan Yonam College, Cheonan, Chungcheongnamdo, 331-709, Republic of Korea
| | - Jungsu Jung
- a Department of Horticulture and Breeding, Andong National University, Andong, Gyeongsangbukdo, 760-749, Republic of Korea
| | - Myung-Shin Kim
- c Department of Plant Science, College of Agriculture and Life Sciences, Seoul National University, Seoul, Republic of Korea
| | - Je Min Lee
- d Department of Horticultural Science, College of Agriculture and Life Sciences, Kyungpook National University, Daegu, Republic of Korea
| | - Doil Choi
- c Department of Plant Science, College of Agriculture and Life Sciences, Seoul National University, Seoul, Republic of Korea
| | - Inhwa Yeam
- a Department of Horticulture and Breeding, Andong National University, Andong, Gyeongsangbukdo, 760-749, Republic of Korea.,e Institute of Agricultural Science and Technology, Andong National University, Andongsi, Gyeongsangbukdo, 760-749, Republic of Korea
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Curci PL, De Paola D, Sonnante G. Development of chloroplast genomic resources for Cynara. Mol Ecol Resour 2015; 16:562-73. [PMID: 26354522 DOI: 10.1111/1755-0998.12457] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2015] [Revised: 07/31/2015] [Accepted: 08/14/2015] [Indexed: 12/17/2022]
Abstract
In this study, new chloroplast (cp) resources were developed for the genus Cynara, using whole cp genomes from 20 genotypes, by means of high-throughput sequencing technologies. Our target species included seven globe artichokes, two cultivated cardoons, eight wild artichokes, and three other wild Cynara species (C. baetica, C. cornigera and C. syriaca). One complete cp genome was isolated using short reads from a whole-genome sequencing project, while the others were obtained by means of long-range PCR, for which primer pairs are provided here. A de novo assembly strategy combined with a reference-based assembly allowed us to reconstruct each cp genome. Comparative analyses among the newly sequenced genotypes and two additional Cynara cp genomes ('Brindisino' artichoke and C. humilis) retrieved from public databases revealed 126 parsimony informative characters and 258 singletons in Cynara, for a total of 384 variable characters. Thirty-nine SSR loci and 34 other INDEL events were detected. After data analysis, 37 primer pairs for SSR amplification were designed, and these molecular markers were subsequently validated in our Cynara genotypes. Phylogenetic analysis based on all cp variable characters provided the best resolution when compared to what was observed using only parsimony informative characters, or only short 'variable' cp regions. The evaluation of the molecular resources obtained from this study led us to support the 'super-barcode' theory and consider the total cp sequence of Cynara as a reliable and valuable molecular marker for exploring species diversity and examining variation below the species level.
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Affiliation(s)
- Pasquale L Curci
- Institute of Biosciences and Bioresources, National Research Council, Via Amendola, 165/A, 70126, Bari, Italy
| | - Domenico De Paola
- Institute of Biosciences and Bioresources, National Research Council, Via Amendola, 165/A, 70126, Bari, Italy
| | - Gabriella Sonnante
- Institute of Biosciences and Bioresources, National Research Council, Via Amendola, 165/A, 70126, Bari, Italy
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Sahu J, Das Talukdar A, Devi K, Choudhury MD, Barooah M, Modi MK, Sen P. E-Microsatellite Markers for Centella asiatica (Gotu Kola) Genome: Validation and Cross-Transferability in Apiaceae Family for Plant Omics Research and Development. OMICS-A JOURNAL OF INTEGRATIVE BIOLOGY 2015; 19:52-65. [DOI: 10.1089/omi.2014.0113] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Affiliation(s)
- Jagajjit Sahu
- Distributed Information Centre, Department of Agricultural Biotechnology, Assam Agricultural University, Assam, India
- Department of Life Science and Bioinformatics, Assam University, Assam, India
| | - Anupam Das Talukdar
- Department of Life Science and Bioinformatics, Assam University, Assam, India
| | - Kamalakshi Devi
- Distributed Information Centre, Department of Agricultural Biotechnology, Assam Agricultural University, Assam, India
| | | | - Madhumita Barooah
- Distributed Information Centre, Department of Agricultural Biotechnology, Assam Agricultural University, Assam, India
| | - Mahendra Kumar Modi
- Distributed Information Centre, Department of Agricultural Biotechnology, Assam Agricultural University, Assam, India
| | - Priyabrata Sen
- Distributed Information Centre, Department of Agricultural Biotechnology, Assam Agricultural University, Assam, India
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Sahu J, Sen P, Choudhury MD, Dehury B, Barooah M, Modi MK, Talukdar AD. Rediscovering medicinal plants' potential with OMICS: microsatellite survey in expressed sequence tags of eleven traditional plants with potent antidiabetic properties. OMICS-A JOURNAL OF INTEGRATIVE BIOLOGY 2014; 18:298-309. [PMID: 24802971 DOI: 10.1089/omi.2013.0147] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
Herbal medicines and traditionally used medicinal plants present an untapped potential for novel molecular target discovery using systems science and OMICS biotechnology driven strategies. Since up to 40% of the world's poor people have no access to government health services, traditional and folk medicines are often the only therapeutics available to them. In this vein, North East (NE) India is recognized for its rich bioresources. As part of the Indo-Burma hotspot, it is regarded as an epicenter of biodiversity for several plants having myriad traditional uses, including medicinal use. However, the improvement of these valuable bioresources through molecular breeding strategies, for example, using genic microsatellites or Simple Sequence Repeats (SSRs) or Expressed Sequence Tags (ESTs)-derived SSRs has not been fully utilized in large scale to date. In this study, we identified a total of 47,700 microsatellites from 109,609 ESTs of 11 medicinal plants (pineapple, papaya, noyontara, bitter orange, bermuda brass, ratalu, barbados nut, mango, mulberry, lotus, and guduchi) having proven antidiabetic properties. A total of 58,159 primer pairs were designed for the non-redundant 8060 SSR-positive ESTs and putative functions were assigned to 4483 unique contigs. Among the identified microsatellites, excluding mononucleotide repeats, di-/trinucleotides are predominant, among which repeat motifs of AG/CT and AAG/CTT were most abundant. Similarity search of SSR containing ESTs and antidiabetic gene sequences revealed 11 microsatellites linked to antidiabetic genes in five plants. GO term enrichment analysis revealed a total of 80 enriched GO terms widely distributed in 53 biological processes, 17 molecular functions, and 10 cellular components associated with the 11 markers. The present study therefore provides concrete insights into the frequency and distribution of SSRs in important medicinal resources. The microsatellite markers reported here markedly add to the genetic stock for cross transferability in these plants and the literature on biomarkers and novel drug discovery for common chronic diseases such as diabetes.
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Affiliation(s)
- Jagajjit Sahu
- 1 Agri-Bioinformatics Promotion Programme, Department of Agricultural Biotechnology, Assam Agricultural University , Assam, India
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15
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Pandino G, Lombardo S, Moglia A, Portis E, Lanteri S, Mauromicale G. Leaf polyphenol profile and SSR-based fingerprinting of new segregant Cynara cardunculus genotypes. FRONTIERS IN PLANT SCIENCE 2014; 5:800. [PMID: 25653660 PMCID: PMC4300902 DOI: 10.3389/fpls.2014.00800] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/05/2014] [Accepted: 12/22/2014] [Indexed: 05/03/2023]
Abstract
The dietary value of many plant polyphenols lies in the protection given against degenerative pathologies. Their in planta role is associated with the host's defense response against biotic and abiotic stress. The polyphenol content of a given plant tissue is strongly influenced by the growing environment, but is also genetically determined. Plants belonging to the Cynara cardunculus species (globe artichoke and the cultivated and wild cardoon) accumulate substantial quantities of polyphenols mainly mono and di-caffeoylquinic acid (CQA) in their foliage. Transgressive segregation for CQA content in an F1 population bred from a cross between a globe artichoke and a cultivated cardoon led to the selection of eight segregants which accumulated more CQA in their leaves than did those of either of their parental genotypes. The selections were grown over two seasons to assess their polyphenol profile (CQAs, apigenin and luteolin derivatives and narirutin), and were also fingerprinted using a set of 217 microsatellite markers. The growing environment exerted a strong effect on polyphenol content, but two of the selections were able to accumulate up to an order of magnitude more CQA than either parent in both growing seasons. Since the species is readily vegetatively propagable, such genotypes can be straightforwardly exploited as a source of pharmaceutically valuable compounds, while their SSR-based fingerprinting will allow the genetic identity of clonally propagated material to be easily verified.
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Affiliation(s)
- Gaetano Pandino
- Dipartimento di Agricoltura, Alimentazione e Ambiente Università degli Studi di CataniaCatania, Italy
| | - Sara Lombardo
- Dipartimento di Agricoltura, Alimentazione e Ambiente Università degli Studi di CataniaCatania, Italy
| | - Andrea Moglia
- Dipartimento di Scienze Agrarie, Forestali e Alimentari, Università degli Studi di TorinoGrugliasco, Italy
- *Correspondence: Andrea Moglia, Dipartimento di Scienze Agrarie, Forestali e Alimentari, Università degli Studi di Torino, Largo Paolo Braccini 2, 10095 Grugliasco, Italy e-mail:
| | - Ezio Portis
- Dipartimento di Scienze Agrarie, Forestali e Alimentari, Università degli Studi di TorinoGrugliasco, Italy
| | - Sergio Lanteri
- Dipartimento di Scienze Agrarie, Forestali e Alimentari, Università degli Studi di TorinoGrugliasco, Italy
| | - Giovanni Mauromicale
- Dipartimento di Agricoltura, Alimentazione e Ambiente Università degli Studi di CataniaCatania, Italy
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Doyle JM, Siegmund G, Ruhl JD, Eo SH, Hale MC, Marra NJ, Waser PM, Dewoody JA. Microsatellite analyses across three diverse vertebrate transcriptomes (Acipenser fulvescens, Ambystoma tigrinum, and Dipodomys spectabilis). Genome 2013; 56:407-14. [PMID: 24099393 DOI: 10.1139/gen-2013-0056] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Historically, many population genetics studies have utilized microsatellite markers sampled at random from the genome and presumed to be selectively neutral. Recent studies, however, have shown that microsatellites can occur in transcribed regions, where they are more likely to be under selection. In this study, we mined microsatellites from transcriptomes generated by 454-pyrosequencing for three vertebrate species: lake sturgeon (Acipenser fulvescens), tiger salamander (Ambystoma tigrinum), and kangaroo rat (Dipodomys spectabilis). We evaluated (i) the occurrence of microsatellites across species; (ii) whether particular gene ontology terms were over-represented in genes that contained microsatellites; (iii) whether repeat motifs were located in untranslated regions or coding sequences of genes; and (iv) in silico polymorphism. Microsatellites were less common in tiger salamanders than in either lake sturgeon or kangaroo rats. Across libraries, trinucleotides were found more frequently than any other motif type, presumably because they do not cause frameshift mutations. By evaluating variation across reads assembled to a given contig, we were able to identify repeat motifs likely to be polymorphic. Our study represents one of the first comparative data sets on the distribution of vertebrate microsatellites within expressed genes. Our results reinforce the idea that microsatellites do not always occur in noncoding DNA, but commonly occur in expressed genes.
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Affiliation(s)
- Jacqueline M Doyle
- a Department of Biological Sciences, Purdue University, West Lafayette, IN 47907, USA
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17
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Cardoso SD, Gonçalves D, Robalo JI, Almada VC, Canário AVM, Oliveira RF. Efficient isolation of polymorphic microsatellites from high-throughput sequence data based on number of repeats. Mar Genomics 2013; 11:11-6. [PMID: 23665344 DOI: 10.1016/j.margen.2013.04.002] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2013] [Revised: 04/17/2013] [Accepted: 04/18/2013] [Indexed: 12/12/2022]
Abstract
Transcriptome data are a good resource to develop microsatellites due to their potential in targeting candidate genes. However, developing microsatellites can be a time-consuming enterprise due to the numerous primer pairs to be tested. Therefore, the use of methodologies that make it efficient to identify polymorphic microsatellites is desirable. Here we used a 62,038 contigs transcriptome assembly, obtained from pyrosequencing a peacock blenny (Salaria pavo) multi-tissue cDNA library, to mine for microsatellites and in silico evaluation of their polymorphism. A total of 4190 microsatellites were identified in 3670 unique unigenes, and from these microsatellites, in silico polymorphism was detected in 733. We selected microsatellites based either on their in silico polymorphism and annotation results or based only on their number of repeats. Using these two approaches, 28 microsatellites were successfully amplified in twenty-six individuals, and all but 2 were found to be polymorphic, being the first genetic markers for this species. Our results showed that the strategy of selection based on number of repeats is more efficient in obtaining polymorphic microsatellites than the strategy of in silico polymorphism (allelic richness was 8.2±3.85 and 4.56±2.45 respectively). This study demonstrates that combining the knowledge of number of repeats with other predictors of variability, for example in silico microsatellite polymorphism, improves the rates of polymorphism, yielding microsatellites with higher allelic richness, and decreases the number of monomorphic microsatellites obtained.
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Affiliation(s)
- Sara D Cardoso
- Unidade de Investigação em Eco-Etologia, Instituto Superior de Psicologia Aplicada - Instituto Universitário, Rua Jardim do Tabaco, 34, 1149-041 Lisboa, Portugal.
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18
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Scaglione D, Lanteri S, Acquadro A, Lai Z, Knapp SJ, Rieseberg L, Portis E. Large-scale transcriptome characterization and mass discovery of SNPs in globe artichoke and its related taxa. PLANT BIOTECHNOLOGY JOURNAL 2012; 10:956-69. [PMID: 22849342 DOI: 10.1111/j.1467-7652.2012.00725.x] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/12/2023]
Abstract
Cynara cardunculus (2n = 2× = 34) is a member of the Asteraceae family that contributes significantly to the agricultural economy of the Mediterranean basin. The species includes two cultivated varieties, globe artichoke and cardoon, which are grown mainly for food. Cynara cardunculus is an orphan crop species whose genome/transcriptome has been relatively unexplored, especially in comparison to other Asteraceae crops. Hence, there is a significant need to improve its genomic resources through the identification of novel genes and sequence-based markers, to design new breeding schemes aimed at increasing quality and crop productivity. We report the outcome of cDNA sequencing and assembly for eleven accessions of C. cardunculus. Sequencing of three mapping parental genotypes using Roche 454-Titanium technology generated 1.7 × 10⁶ reads, which were assembled into 38,726 reference transcripts covering 32 Mbp. Putative enzyme-encoding genes were annotated using the KEGG-database. Transcription factors and candidate resistance genes were surveyed as well. Paired-end sequencing was done for cDNA libraries of eight other representative C. cardunculus accessions on an Illumina Genome Analyzer IIx, generating 46 × 10⁶ reads. Alignment of the IGA and 454 reads to reference transcripts led to the identification of 195,400 SNPs with a Bayesian probability exceeding 95%; a validation rate of 90% was obtained by Sanger-sequencing of a subset of contigs. These results demonstrate that the integration of data from different NGS platforms enables large-scale transcriptome characterization, along with massive SNP discovery. This information will contribute to the dissection of key agricultural traits in C. cardunculus and facilitate the implementation of marker-assisted selection programs.
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Menin B, Comino C, Portis E, Moglia A, Cankar K, Bouwmeester HJ, Lanteri S, Beekwilder J. Genetic mapping and characterization of the globe artichoke (+)-germacrene A synthase gene, encoding the first dedicated enzyme for biosynthesis of the bitter sesquiterpene lactone cynaropicrin. PLANT SCIENCE : AN INTERNATIONAL JOURNAL OF EXPERIMENTAL PLANT BIOLOGY 2012; 190:1-8. [PMID: 22608514 DOI: 10.1016/j.plantsci.2012.03.006] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/13/2012] [Revised: 03/14/2012] [Accepted: 03/16/2012] [Indexed: 05/16/2023]
Abstract
Globe artichoke (Cynara cardunculus var. scolymus L., Asteraceae) is a perennial crop traditionally consumed as a vegetable in the Mediterranean countries and rich in nutraceutically and pharmaceutically active compounds, including phenolic and terpenoid compounds. Its bitter taste is caused by its high content of sesquiterpene lactones (STLs), such as cynaropicrin. The biosynthetic pathway responsible for STL biosynthesis in globe artichoke is unknown, but likely proceeds through germacrene A, as has been shown for other Asteraceae species. Here, we investigated the accumulation of cynaropicrin in different tissues of globe artichoke, and compared it to accumulation of phenolic compounds. Cynaropicrin concentration was highest in old leaves. A putative germacrene A synthase (GAS) gene was identified in a set of ~19,000 globe artichoke unigenes. When heterologously expressed in Escherichia coli, the putative globe artichoke GAS converted farnesyl diphosphate (FPP) into (+)-germacrene A. Among various tissues assayed, the level of globe artichoke GAS expression was highest in mature (six week old) leaves. A sequence polymorphism within a mapping population parent allowed the corresponding GAS gene to be positioned on a genetic map. This study reports the isolation, expression and mapping of a key gene involved in STL biosynthesis in C. cardunculus. This is a good basis for further investigation of this pathway.
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Affiliation(s)
- Barbara Menin
- DIVAPRA, Plant Genetics and Breeding, University of Torino, via L. da Vinci 44, 10095 Grugliasco (TO), Italy
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Kang JH, Park JY, Jo HS. Rapid development of microsatellite markers with 454 pyrosequencing in a vulnerable fish, the mottled skate, Raja pulchra. Int J Mol Sci 2012; 13:7199-7211. [PMID: 22837688 PMCID: PMC3397520 DOI: 10.3390/ijms13067199] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2012] [Revised: 06/05/2012] [Accepted: 06/06/2012] [Indexed: 12/14/2022] Open
Abstract
The mottled skate, Raja pulchra, is an economically valuable fish. However, due to a severe population decline, it is listed as a vulnerable species by the International Union for Conservation of Nature. To analyze its genetic structure and diversity, microsatellite markers were developed using 454 pyrosequencing. A total of 17,033 reads containing dinucleotide microsatellite repeat units (mean, 487 base pairs) were identified from 453,549 reads. Among 32 loci containing more than nine repeat units, 20 primer sets (62%) produced strong PCR products, of which 14 were polymorphic. In an analysis of 60 individuals from two R. pulchra populations, the number of alleles per locus ranged from 1–10, and the mean allelic richness was 4.7. No linkage disequilibrium was found between any pair of loci, indicating that the markers were independent. The Hardy–Weinberg equilibrium test showed significant deviation in two of the 28 single-loci after sequential Bonferroni’s correction. Using 11 primer sets, cross-species amplification was demonstrated in nine related species from four families within two classes. Among the 11 loci amplified from three other Rajidae family species; three loci were polymorphic. A monomorphic locus was amplified in all three Rajidae family species and the Dasyatidae family. Two Rajidae polymorphic loci amplified monomorphic target DNAs in four species belonging to the Carcharhiniformes class, and another was polymorphic in two Carcharhiniformes species.
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Affiliation(s)
- Jung-Ha Kang
- Biotechnology Research Division, NFRDI, Busan 619-705, Korea; E-Mails: (J.-H.K.); (J.-Y.P.)
| | - Jung-Youn Park
- Biotechnology Research Division, NFRDI, Busan 619-705, Korea; E-Mails: (J.-H.K.); (J.-Y.P.)
| | - Hyun-Su Jo
- Fisheries Resources and Environment Division, West Sea Fisheries Research Institute, NFRDI, Incheon 400-420, Korea
- Author to whom correspondence should be addressed; E-Mail: ; Tel.: +82-51-720-2462; Fax: +82-51-720-2456
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Khaldi S, Sonnante G, El Gazzah M. Analysis of molecular genetic diversity of cardoon (Cynara cardunculus L.) in Tunisia. C R Biol 2012; 335:389-97. [PMID: 22721560 DOI: 10.1016/j.crvi.2012.04.005] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2011] [Revised: 02/17/2012] [Accepted: 04/13/2012] [Indexed: 11/30/2022]
Abstract
The objective of this study is to investigate the genetic diversity, the relationships among six Tunisian wild cardoon populations (Cynara cardunculus var. sylvestris) and a Tunisian's population of cultivated cardoon (Cynara cardunculus var. altilis DC) in seven different geographical locations (Tiurif, Bahra, Zriba, Bouficha, Enfidha, Beja and Wad mliz) from semi-arid and wet regions of Tunisia. Twenty-three selected microsatellite markers are used for a sample of 98 cardoon genotypes. The total of 243 alleles is detected in the studied populations and the number of alleles per locus ranged from six to 23. The dendrogram based on Nei's (1972) UPGMA method divides the seven studied populations to five clusters. These preliminary results show that microsatellites are effective tools for plant species characterization and the analysed populations have a high genetic variability and will be suitable as genetic stocks for conservation and sustainable utilization programs of Cynara cardunculus L. in Tunisia.
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Affiliation(s)
- Soumaya Khaldi
- Laboratory of Biodiversity, Biotechnology and Climat changes, Faculty of Sciences of Tunis, University of Tunis El Manar, 2092, El Manar II, Tunis, Tunisia.
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Genetic mapping and identification of QTL for earliness in the globe artichoke/cultivated cardoon complex. BMC Res Notes 2012; 5:252. [PMID: 22621324 PMCID: PMC3434057 DOI: 10.1186/1756-0500-5-252] [Citation(s) in RCA: 33] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2012] [Accepted: 05/10/2012] [Indexed: 11/18/2022] Open
Abstract
Background The Asteraceae species Cynara cardunculus (2n = 2x = 34) includes the two fully cross-compatible domesticated taxa globe artichoke (var. scolymus L.) and cultivated cardoon (var. altilis DC). As both are out-pollinators and suffer from marked inbreeding depression, linkage analysis has focussed on the use of a two way pseudo-test cross approach. Results A set of 172 microsatellite (SSR) loci derived from expressed sequence tag DNA sequence were integrated into the reference C. cardunculus genetic maps, based on segregation among the F1 progeny of a cross between a globe artichoke and a cultivated cardoon. The resulting maps each detected 17 major linkage groups, corresponding to the species’ haploid chromosome number. A consensus map based on 66 co-dominant shared loci (64 SSRs and two SNPs) assembled 694 loci, with a mean inter-marker spacing of 2.5 cM. When the maps were used to elucidate the pattern of inheritance of head production earliness, a key commercial trait, seven regions were shown to harbour relevant quantitative trait loci (QTL). Together, these QTL accounted for up to 74% of the overall phenotypic variance. Conclusion The newly developed consensus as well as the parental genetic maps can accelerate the process of tagging and eventually isolating the genes underlying earliness in both the domesticated C. cardunculus forms. The largest single effect mapped to the same linkage group in each parental maps, and explained about one half of the phenotypic variance, thus representing a good candidate for marker assisted selection.
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Scaglione D, Acquadro A, Portis E, Tirone M, Knapp SJ, Lanteri S. RAD tag sequencing as a source of SNP markers in Cynara cardunculus L. BMC Genomics 2012; 13:3. [PMID: 22214349 PMCID: PMC3269995 DOI: 10.1186/1471-2164-13-3] [Citation(s) in RCA: 73] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2011] [Accepted: 01/03/2012] [Indexed: 11/23/2022] Open
Abstract
BACKGROUND The globe artichoke (Cynara cardunculus L. var. scolymus) genome is relatively poorly explored, especially compared to those of the other major Asteraceae crops sunflower and lettuce. No SNP markers are in the public domain. We have combined the recently developed restriction-site associated DNA (RAD) approach with the Illumina DNA sequencing platform to effect the rapid and mass discovery of SNP markers for C. cardunculus. RESULTS RAD tags were sequenced from the genomic DNA of three C. cardunculus mapping population parents, generating 9.7 million reads, corresponding to ~1 Gbp of sequence. An assembly based on paired ends produced ~6.0 Mbp of genomic sequence, separated into ~19,000 contigs (mean length 312 bp), of which ~21% were fragments of putative coding sequence. The shared sequences allowed for the discovery of ~34,000 SNPs and nearly 800 indels, equivalent to a SNP frequency of 5.6 per 1,000 nt, and an indel frequency of 0.2 per 1,000 nt. A sample of heterozygous SNP loci was mapped by CAPS assays and this exercise provided validation of our mining criteria. The repetitive fraction of the genome had a high representation of retrotransposon sequence, followed by simple repeats, AT-low complexity regions and mobile DNA elements. The genomic k-mers distribution and CpG rate of C. cardunculus, compared with data derived from three whole genome-sequenced dicots species, provided a further evidence of the random representation of the C. cardunculus genome generated by RAD sampling. CONCLUSION The RAD tag sequencing approach is a cost-effective and rapid method to develop SNP markers in a highly heterozygous species. Our approach permitted to generate a large and robust SNP datasets by the adoption of optimized filtering criteria.
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Affiliation(s)
- Davide Scaglione
- Di.Va.P.R.A. Plant Genetics and Breeding, University of Torino, via L. da Vinci 44, 10095 Grugliasco (Torino), Italy
| | - Alberto Acquadro
- Di.Va.P.R.A. Plant Genetics and Breeding, University of Torino, via L. da Vinci 44, 10095 Grugliasco (Torino), Italy
| | - Ezio Portis
- Di.Va.P.R.A. Plant Genetics and Breeding, University of Torino, via L. da Vinci 44, 10095 Grugliasco (Torino), Italy
| | - Matteo Tirone
- Di.Va.P.R.A. Plant Genetics and Breeding, University of Torino, via L. da Vinci 44, 10095 Grugliasco (Torino), Italy
| | - Steven J Knapp
- Institute for Plant Breeding, Genetics, and Genomics, University of Georgia, 111 Riverbend Rd., 30602 Athens, Georgia USA
| | - Sergio Lanteri
- Di.Va.P.R.A. Plant Genetics and Breeding, University of Torino, via L. da Vinci 44, 10095 Grugliasco (Torino), Italy
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Sonnante G, Gatto A, Morgese A, Montemurro F, Sarli G, Blanco E, Pignone D. Genetic map of artichoke × wild cardoon: toward a consensus map for Cynara cardunculus. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2011; 123:1215-29. [PMID: 21800142 DOI: 10.1007/s00122-011-1661-1] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/22/2011] [Accepted: 07/09/2011] [Indexed: 05/07/2023]
Abstract
An integrated consensus linkage map is proposed for globe artichoke. Maternal and paternal genetic maps were constructed on the basis of an F(1) progeny derived from crossing an artichoke genotype (Mola) with its progenitor, the wild cardoon (Tolfa), using EST-derived SSRs, genomic SSRs, AFLPs, ten genes, and two morphological traits. For most genes, mainly belonging to the chlorogenic acid pathway, new markers were developed. Five of these were SNP markers analyzed through high-resolution melt technology. From the maternal (Mola) and paternal (Tolfa) maps, an integrated map was obtained, containing 337 molecular and one morphological markers ordered in 17 linkage groups (LGs), linked between Mola and Tolfa. The integrated map covers 1,488.8 cM, with an average distance of 4.4 cM between markers. The map was aligned with already existing maps for artichoke, and 12 LGs were linked via 31 bridge markers. LG numbering has been proposed. A total of 124 EST-SSRs and two genes were mapped here for the first time, providing a framework for the construction of a functional map in artichoke. The establishment of a consensus map represents a necessary condition to plan a complete sequencing of the globe artichoke genome.
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Affiliation(s)
- Gabriella Sonnante
- Institute of Plant Genetics, National Research Council, Via Amendola, 165/A, 70126, Bari, Italy.
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Hoffman JI, Nichols HJ. A novel approach for mining polymorphic microsatellite markers in silico. PLoS One 2011; 6:e23283. [PMID: 21853104 PMCID: PMC3154332 DOI: 10.1371/journal.pone.0023283] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2011] [Accepted: 07/12/2011] [Indexed: 11/22/2022] Open
Abstract
An important emerging application of high-throughput 454 sequencing is the isolation of molecular markers such as microsatellites from genomic DNA. However, few studies have developed microsatellites from cDNA despite the added potential for targeting candidate genes. Moreover, to develop microsatellites usually requires the evaluation of numerous primer pairs for polymorphism in the focal species. This can be time-consuming and wasteful, particularly for taxa with low genetic diversity where the majority of primers often yield monomorphic polymerase chain reaction (PCR) products. Transcriptome assemblies provide a convenient solution, functional annotation of transcripts allowing markers to be targeted towards candidate genes, while high sequence coverage in principle permits the assessment of variability in silico. Consequently, we evaluated fifty primer pairs designed to amplify microsatellites, primarily residing within transcripts related to immunity and growth, identified from an Antarctic fur seal (Arctocephalus gazella) transcriptome assembly. In silico visualization was used to classify each microsatellite as being either polymorphic or monomorphic and to quantify the number of distinct length variants, each taken to represent a different allele. The majority of loci (n = 36, 76.0%) yielded interpretable PCR products, 23 of which were polymorphic in a sample of 24 fur seal individuals. Loci that appeared variable in silico were significantly more likely to yield polymorphic PCR products, even after controlling for microsatellite length measured in silico. We also found a significant positive relationship between inferred and observed allele number. This study not only demonstrates the feasibility of generating modest panels of microsatellites targeted towards specific classes of gene, but also suggests that in silico microsatellite variability may provide a useful proxy for PCR product polymorphism.
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Affiliation(s)
- Joseph I Hoffman
- Department of Animal Behaviour, University of Bielefeld, Bielefeld, North Rhine-Westphalia, Germany.
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Wöhrmann T, Weising K. In silico mining for simple sequence repeat loci in a pineapple expressed sequence tag database and cross-species amplification of EST-SSR markers across Bromeliaceae. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2011; 123:635-647. [PMID: 21625993 DOI: 10.1007/s00122-011-1613-9] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/10/2011] [Accepted: 04/30/2011] [Indexed: 05/30/2023]
Abstract
A collection of 5,659 expressed sequence tags (ESTs) from pineapple [Ananas comosus (L.) Merr.] was screened for simple sequence repeats (EST-SSRs) with motif lengths between 1 and 6 bp. Lower thresholds of 15, 7 and 5 repeat units were used to define microsatellites of the mono-, di-, and tri- to hexanucleotide repeat type, respectively. Based on these criteria, 696 SSRs were identified among 3,389 EST unigenes, together representing 2,840 kb. This corresponds to an average density of one SSR every 4.1 kb of non-redundant EST sequences. Dinucleotide repeats were most abundant (38.4% of all SSRs) followed by trinucleotide repeats (38.1%). Flanking primer pairs were designed for 537 EST-SSR loci, and 49 of these were screened for their functionality in 12 accessions of A. comosus, 14 accessions of 5 additional Ananas species and 1 species of Pseudananas. Distinct PCR products of the expected size range were obtained with 36 primer pairs. Eighteen loci analyzed in more detail were all polymorphic in pineapple, and primer pairs flanking these loci also generated PCR products from a wide range of genera and species from six subfamilies of the Bromeliaceae. The potential to reveal polymorphism in a heterologous target species was demonstrated in Deuterocohnia brevifolia (subfamily Pitcairnioideae).
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Affiliation(s)
- Tina Wöhrmann
- Plant Molecular Systematics, Institute of Biology, Department of Sciences, University of Kassel, Heinrich-Plett-Str. 40, 34132 Kassel, Germany
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Barchi L, Lanteri S, Portis E, Acquadro A, Valè G, Toppino L, Rotino GL. Identification of SNP and SSR markers in eggplant using RAD tag sequencing. BMC Genomics 2011; 12:304. [PMID: 21663628 PMCID: PMC3128069 DOI: 10.1186/1471-2164-12-304] [Citation(s) in RCA: 170] [Impact Index Per Article: 13.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2011] [Accepted: 06/10/2011] [Indexed: 11/10/2022] Open
Abstract
Background The eggplant (Solanum melongena L.) genome is relatively unexplored, especially compared to those of the other major Solanaceae crops tomato and potato. In particular, no SNP markers are publicly available; on the other hand, over 1,000 SSR markers were developed and publicly available. We have combined the recently developed Restriction-site Associated DNA (RAD) approach with Illumina DNA sequencing for rapid and mass discovery of both SNP and SSR markers for eggplant. Results RAD tags were generated from the genomic DNA of a pair of eggplant mapping parents, and sequenced to produce ~17.5 Mb of sequences arrangeable into ~78,000 contigs. The resulting non-redundant genomic sequence dataset consisted of ~45,000 sequences, of which ~29% were putative coding sequences and ~70% were in common between the mapping parents. The shared sequences allowed the discovery of ~10,000 SNPs and nearly 1,000 indels, equivalent to a SNP frequency of 0.8 per Kb and an indel frequency of 0.07 per Kb. Over 2,000 of the SNPs are likely to be mappable via the Illumina GoldenGate assay. A subset of 384 SNPs was used to successfully fingerprint a panel of eggplant germplasm, producing a set of informative diversity data. The RAD sequences also included nearly 2,000 putative SSRs, and primer pairs were designed to amplify 1,155 loci. Conclusion The high throughput sequencing of the RAD tags allowed the discovery of a large number of DNA markers, which will prove useful for extending our current knowledge of the genome organization of eggplant, for assisting in marker-aided selection and for carrying out comparative genomic analyses within the Solanaceae family.
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Affiliation(s)
- Lorenzo Barchi
- DIVAPRA Plant Genetics and Breeding, University of Torino, Grugliasco, Italy
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