Analysis of Microsatellites in Citrus Unigenes

Simple sequence repeats (SSRs) were investigated in the unigene sequences from expressed sequence tags (EST) of sweet orange (Citrus sinensis osbeck), trifoliate orange (Poncirus trifoliata Raf.) and other citrus species and cultivars. A total of 37 802 citrus unigene sequences corresponding to 23.29 Mb were searched, resulting in the identification of 8 218 SSRs. Among them there were 4 913 (59.8%) mono-, 1 419 (17.3%) di-, 1 709 (20.8%) tri-, 114 (1.39%) tetra-, 23 (0.28%) penta- and 40 (0.49%) hexa-nucleotide SSRs. The estimated frequency of SSRs was approximately 1/2.8 kb, which could be extrapolated to 1 SSR-containing unigene in 4.6 unigenes. The maximum length of the SSR ranged from 40 to 105 bp depending on the repeating numbers of the motif in the SSR. The overall average length of SSRs was 20.9 bp. The frequencies of different SSR types (di-, tri-, tetra-, and penta-nucleotide repeats) were very similar between sweet orange and trifoliate orange. The mononucelotide repeats appeared to be the most abundant SSRs within sweet orange and trifoliate orange, followed by trimeric repeats. The adenine rich repeats such as A/T, AG, AT, AAG, AAAT, AAAG, AAAT, AAAAG, AAAAT etc. were predominant in each type of SSRs (mono-, di-, tri-, tetra-, and penta-), whereas the C/G, CG, CCG repeats were less abundant. Twenty-five primer pairs flanking EST-SSR loci were designed to detect the possible polymorphism of six citrus cultivars including sweet orange and trifoliate orange. The PCR result with all these 25 primer pairs revealed the existence of polymorphism within six citrus cultivars confirming that citrus EST database could be efficiently exploited for the development of gene-derived SSR markers.     

柑橘EST-SSR分子标记分析

对来源于甜橙（Citrus sinensis Osbeck）、枳壳（Poncirus trifoliata Raf．）和其他柑橘非冗余EST数据库的38124条单-基因（Unigene）序列进行了简单重复序列SSRs（Simple Sequence Repeat）搜索,所分析的柑橘非冗余核酸序列总长23．29Mb,从中获得了8218条SSR,其中包括单碱基重复4913条（59．8％）,2碱基重复1419条（17．3％）,3碱基重复1709条（20．8％）,4碱基重复114条（1．39％）,5碱基重复23条（0．28％）,6碱基重复40条（0．49％）。大约每2．8kb长度的单-基因序列中即存在1个SSR,即平均4．6个单-基因中存在1个SSR。随碱基重复单元（motif）的不同,SSR的最大长度在40-105之间,全部重复序列的平均长度为20．9bp。各种SSR（1-,2-,3-,4-,5-,6-核苷酸重复）的发生频率在甜橙和枳壳间非常接近。其中单碱基重复序列是最丰富的重复单元,其次为3碱基重复。在所得的SSR的重复单元中,富含A碱基的重复单元的分布占据优势地位,出现的频率与密度均较高,而富含CG碱基的重复单元出现频率和密度较低。用25对EST-SSR引物对6个柑橘品种的多样性进行了PCR检测,结果表明,所有25对引物在6个柑橘品种间均扩增到多样性条带,证实通过柑橘EST数据库的发掘能够高效地筛选到基因水平的SSR标记。     

Development of genomic simple sequence repeat markers in opium poppy by next-generation sequencing

Opium poppy (Papaver somniferum L.) is an important pharmaceutical crop with very few genetic marker resources. To expand these resources, we sequenced genomic DNA using pyrosequencing technology and examined the DNA sequences for simple sequence repeats (SSRs). A total of 1,244,412 sequence reads were obtained covering 474 Mb. Approximately half of the reads (52 %) were assembled into 166,724 contigs representing 105 Mb of the opium poppy genome. A total of 23,283 non-redundant SSRs were identified in 18,944 contigs (11.3 % of total contigs). Trinucleotide and tetranucleotide repeats were the most abundant SSR repeats, accounting for 49.0 and 27.9 % of all SSRs, respectively. The AAG/TTC repeat was the most abundant trinucleotide repeat, representing 19.7 % of trinucleotide repeats. Other SSR repeat types were AT-rich. A total of 23,126 primer pairs (98.7 % of total SSRs) were designed to amplify SSRs. Fifty-three genomic SSR markers were tested in 37 opium poppy accessions and seven Papaver species for determination of polymorphism and transferability. Intraspecific polymorphism information content (PIC) values of the genomic SSR markers were intermediate, with an average 0.17, while the interspecific average PIC value was slightly higher, 0.19. All markers showed at least 88 % transferability among related species. This study increases sequence coverage of the opium poppy genome by sevenfold and the number of opium poppy-specific SSR markers by sixfold. This is the first report of the development of genomic SSR markers in opium poppy, and the genomic SSR markers developed in this study will be useful in diversity, identification, mapping and breeding studies in opium poppy.     

Mining and characterizing microsatellites from citrus ESTs

Freely available computer programs were arranged in a pipeline to extract microsatellites from public citrus EST sequences, retrieved from the NCBI. In total, 3,278 bi- to hexa-type SSR-containing sequences were identified from 56,199 citrus ESTs. On an average, one SSR was found per 5.2 kb of EST sequence, with the tri-nucleotide motifs as the most abundant. Primer sequences flanking SSR motifs were successfully identified from 2,295 citrus ESTs. Among those, a subset (100 pairs) were synthesized and tested to determine polymorphism and heterozygosity between/within two genera, sweet orange (C. sinensis) and Poncirus (P. trifoliata), which are the parents of the citrus core mapping population selected for an international citrus genomics effort. Eighty-seven pairs of primers gave PCR amplification to the anticipated SSRs, of which 52 and 35 appear to be homozygous and heterozygous, respectively, in sweet orange, and 67 and 20, respectively, in Poncirus. By pairing the loci between the two intergeneric species, it was found that 40 are heterozygous in at least one species with two alleles (9), three alleles (28), or four alleles (3), and the remaining 47 are homozygous in both species with either one allele (31) or two alleles (16). These EST-derived SSRs can be a resource used for understanding of the citrus SSR distribution and frequency, and development of citrus EST-SSR genetic and physical maps. These SSR primer sequences are available upon request. Electronic Supplementary Material Supplementary material is available for this article at and is accessible for authorized users.     

Characterization of masson pine (Pinus massoniana Lamb.) microsatellite DNA by 454 genome shotgun sequencing

Microsatellites (simple sequence repeats, SSRs) are important genetic markers in tree breeding and conservation. Here we utilized high-throughput 454 sequencing technology to mine microsatellites from masson pine (MP) genomic DNA. First, we analyzed the characteristics of SSRs in all nonredundant MP reads (genome survey sequences, GSSs) and compared them with loblolly pine (LP) GSSs and BACs (bacterial artificial chromosome clone sequences), and three other nonconiferous species GSSs. Second, a set of MP GSS–SSR primer pairs were designed. There were extremely low overall GSS–SSR densities (28 SSR/Mb) in MP when compared with LP (48 SSR/Mb) and the other species. AT, AAT, AAAT, and AAAAAT were the richest motifs in di-, tri-, tetra-, and hexanucleotides, respectively. Two hundred forty GSS–SSR primer pairs were designed in total, and 20 novel polymorphic markers were identified using three populations (two natural and one clonal seed orchard) as evaluating samples. These markers should be useful for future MP population genetics studies.     

Transferability and Level of Heterozygosity of Microsatellite Markers in <Emphasis Type="Italic">Citrus</Emphasis> Species

Microsatellite markers are a powerful tool for genetic studies, including germplasm conservation, cultivar identification, and integration of linkage maps. Several works have shown that primer pairs designed for one species can be used in related species to facilitate wider application because it reduces the costs for primer development. The objective of this study was to evaluate the transferability of microsatellite primers which was previously developed from the genomic library of Pêra sweet orange (Citrus sinensis L. Osbeck) and to determine the level of heterozygosity between citrus accessions and related genera. Twenty-four microsatellite loci were evaluated on 12 genotypes of Citrus, Poncirus, and an intergeneric hybrid. All analyzed markers were transferable across all genotypes. Seventeen loci were polymorphic, and the number of alleles per loci ranged from one to six. The lowest level of heterozygosity was observed for Poncirus trifoliata (L.) Raf. cultivars while the highest level was for Swingle citrumelo. In general, microsatellite markers showed wide genetic variation and demonstrated that they can be useful in citrus breeding programs.     

Genome-Wide Comparative Analysis of Microsatellites in Pineapple

Pineapple (Ananas comosus (L.) Merrill) is the second most important tropical fruit in term of international trade. The availability of whole genomic sequences and expressed sequence tags (ESTs) offers an opportunity to identify and characterize microsatellite or simple sequence repeat (SSR) markers in pineapple. A total of 278,245 SSRs and 41,962 SSRs with an overall density of 728.57 SSRs/Mb and 619.37 SSRs/Mb were mined from genomic and ESTs sequences, respectively. 5′-untranslated regions (5′-UTRs) had the greatest amount of SSRs, 3.6–5.2 fold higher SSR density than other regions. For repeat length, 12 bp was the predominant repeat length in both assembled genome and ESTs. Class I SSRs were underrepresented compared with class II SSRs. For motif length, dinucleotide repeats were the most abundant in genomic sequences, whereas trinucleotides were the most common motif in ESTs. Tri- and hexanucleotides of total SSRs were more prevalent in ESTs than in the whole genome. The SSR frequency decreased dramatically as repeat times increased. AT was the most frequent single motif across the entire genome while AG was the most abundant motif in ESTs. Across six examined plant species, the pineapple genome displayed the highest density, substantially more than the second-place cucumber. Annotation and expression analyses were also conducted for genes containing SSRs. This thorough analysis of SSR markers in pineapple provided valuable information on the frequency and distribution of SSRs in the pineapple genome. This genomic resource will expedite genomic research and pineapple improvement.     

Newly developed SSR markers reveal genetic diversity and geographical clustering in spinach (<Emphasis Type="Italic">Spinacia oleracea</Emphasis>)

Spinach is a popular leafy green vegetable due to its nutritional composition. It contains high concentrations of vitamins A, E, C, and K, and folic acid. Development of genetic markers for spinach is important for diversity and breeding studies. In this work, Next Generation Sequencing (NGS) technology was used to develop genomic simple sequence repeat (SSR) markers. After cleaning and contig assembly, the sequence encompassed 2.5% of the 980 Mb spinach genome. The contigs were mined for SSRs. A total of 3852 SSRs were detected. Of these, 100 primer pairs were tested and 85% were found to yield clear, reproducible amplicons. These 85 markers were then applied to 48 spinach accessions from worldwide origins, resulting in 389 alleles with 89% polymorphism. The average gene diversity (GD) value of the markers (based on a GD calculation that ranges from 0 to 0.5) was 0.25. Our results demonstrated that the newly developed SSR markers are suitable for assessing genetic diversity and population structure of spinach germplasm. The markers also revealed clustering of the accessions based on geographical origin with clear separation of Far Eastern accessions which had the overall highest genetic diversity when compared with accessions from Persia, Turkey, Europe, and the USA. Thus, the SSR markers have good potential to provide valuable information for spinach breeding and germplasm management. Also they will be helpful for genome mapping and core collection establishment.     

Genome-wide identification of simple sequence repeats and development of polymorphic SSR markers for genetic studies in tea plant (<Emphasis Type="Italic">Camellia sinensis</Emphasis>)

The tea plant (Camellia sinensis (L.) O. Kuntze) is one of the most popular non-alcoholic beverage crops worldwide. The availability of complete genome sequences for the Camellia sinensis var. ‘Shuchazao’ has provided the opportunity to identify all types of simple sequence repeat (SSR) markers by genome-wide scan. In this study, a total of 667,980 SSRs were identified in the ~?3.08 Gb genome, with an overall density of 216.88 SSRs/Mb. Dinucleotide repeats were predominant among microsatellites (72.25%), followed by trinucleotide repeats (15.35%), while the remaining SSRs accounted for less than 13%. The motif AG/CT (49.96%) and AT/TA (40.14%) were the most and the second most abundant among all identified SSR motifs, respectively; meanwhile, AAT/ATT (41.29%) and AAAT/ATTT (67.47%) were the most common among trinucleotides and tetranucleotides, respectively. A total of 300 primer pairs were designed to screen six tea cultivars for polymorphisms of SSR markers using the five selected repeat types of microsatellite sequences. The resulting 96 SSR markers that yielded polymorphic and unambiguous bands were further deployed on 47 tea cultivars for genetic diversity assessment, demonstrating high polymorphism of these SSR markers. Remarkably, the dendrogram revealed that the phylogenetic relationships among these tea cultivars are highly consistent with their genetic backgrounds or places of origin. The identified genome-wide SSRs and newly developed SSR markers will provide a powerful means for genetic researches in tea plant, including genetic diversity and evolutionary origin analysis, fingerprinting, QTL mapping, and marker-assisted selection for breeding.     

Developing and characterising Ricinus communis SSR markers by data mining of whole-genome sequences

Ricinus communis is a versatile industrial oil crop that is cultivated worldwide. Genetic improvement and marker-assisted breeding of castor bean have been slowed owing to the lack of abundant and efficient molecular markers. As co-dominant markers, simple sequence repeats (SSRs) are useful for genetic evaluation and molecular breeding. The recently released whole-genome sequence of castor bean provides useful genomic resources for developing markers on a genome-wide scale. In the present study, the distribution and frequency of microsatellites in the castor bean genome were characterised and numerous SSR markers were developed using genomic data mining. In total, 18,647 SSR loci at a density of one SSR per 18.89 Kb in the castor bean genome sequence (representing approximately 352.27 Mb) were identified. Dinucleotide repeats were the most frequently observed microsatellites, although the AAT repeat motif was also prevalent. Using six cultivars as screening samples, 670 polymorphic SSR markers from 1,435 primer pairs (46.7 %) were developed. Trinucleotide motif loci contained a higher proportion of polymorphisms (48.5 %) than dinucleotide motif loci (39.2 %). The polymorphism level in the SSR loci was positively correlated with the increasing number of repeat units in the microsatellites. The phylogenetic relationship among 32 varieties was evaluated using the developed SSR markers. Cultivars developed at the same institute clustered together, suggesting that these cultivars have a narrow genetic background. The large number of SSR markers developed in this study will be useful for genetic mapping and for breeding improved castor-oil plants. These markers will also facilitate genetic and genomic studies of Euphorbiaceae.     

Development of soybean aphid genomic SSR markers using next generation sequencing

Simple sequence repeats (SSRs) or microsatellites are very useful molecular markers, owing to their locus-specific codominant and multiallelic nature, high abundance in the genome, and high rates of transferability across species. The soybean aphid (Aphis glycines Matsumura) has become the most damaging insect pest of soybean (Glycine max (L.) Merr.) in North America, since it was first found in the Midwest of the United States in 2000. Biotypes of the soybean aphid capable of colonizing newly developed aphid-resistant soybean cultivars have been recently discovered. Genetic resources, including molecular markers, to study soybean aphids are severely lacking. Recently developed next generation sequencing platforms offer opportunities for high-throughput and inexpensive genome sequencing and rapid marker development. The objectives of this study were (i) to develop and characterize genomic SSR markers from soybean aphid genomic sequences generated by next generation sequencing technology and (ii) to evaluate the utility of the SSRs for genetic diversity or relationship analyses. In total 128 SSR primer pairs were designed from sequences generated by Illumina GAII from a reduced representation library of A. glycines. Nearly 94% (120) of the primer pairs amplified SSR alleles of expected size and 24 SSR loci were polymorphic among three aphid samples from three populations. The polymorphic SSRs were successfully used to differentiate among 24 soybean aphids from Ohio and South Dakota. Sequencing of PCR products of two SSR markers from four aphid samples revealed that the allelic polymorphism was due to variation in the SSR repeats among the aphids. These markers should be particularly useful for genetic differentiation among aphids collected from soybean fields at different localities and regions. These SSR markers provide the soybean aphid research community with the first set of PCR-based codominant markers developed from the genomic sequences of A. glycines.     

Genome-Wide Characterization and Linkage Mapping of Simple Sequence Repeats in Mei (Prunus mume Sieb. et Zucc.)

Because of its popularity as an ornamental plant in East Asia, mei (Prunus mume Sieb. et Zucc.) has received increasing attention in genetic and genomic research with the recent shotgun sequencing of its genome. Here, we performed the genome-wide characterization of simple sequence repeats (SSRs) in the mei genome and detected a total of 188,149 SSRs occurring at a frequency of 794 SSR/Mb. Mononucleotide repeats were the most common type of SSR in genomic regions, followed by di- and tetranucleotide repeats. Most of the SSRs in coding sequences (CDS) were composed of tri- or hexanucleotide repeat motifs, but mononucleotide repeats were always the most common in intergenic regions. Genome-wide comparison of SSR patterns among the mei, strawberry (Fragaria vesca), and apple (Malus×domestica) genomes showed mei to have the highest density of SSRs, slightly higher than that of strawberry (608 SSR/Mb) and almost twice as high as that of apple (398 SSR/Mb). Mononucleotide repeats were the dominant SSR motifs in the three Rosaceae species. Using 144 SSR markers, we constructed a 670 cM-long linkage map of mei delimited into eight linkage groups (LGs), with an average marker distance of 5 cM. Seventy one scaffolds covering about 27.9% of the assembled mei genome were anchored to the genetic map, depending on which the macro-colinearity between the mei genome and Prunus T×E reference map was identified. The framework map of mei constructed provides a first step into subsequent high-resolution genetic mapping and marker-assisted selection for this ornamental species.     

Isolation of EST-derived microsatellite markers for genotyping the A and B genomes of wheat

Genetic variation present in 64 durum wheat accessions was investigated by using three sources of microsatellite (SSR) markers: EST-derived SSRs (EST-SSRs) and two sources of SSRs isolated from total genomic DNA. Out of 245 SSR primer pairs screened, 22 EST-SSRs and 20 genomic-derived SSRs were polymorphic and used for genotyping. The EST-SSR primers produced high quality markers, but had the lowest level of polymorphism (25%) compared to the other two sources of genomic SSR markers (53%). The 42 SSR markers detected 189 polymorphic alleles with an average number of 4.5 alleles per locus. The coefficient of similarity ranged from 0.28 to 0.70 and the estimates of similarity varied when different sources of SSR markers were used to genotype the accessions. This study showed that EST-derived SSR markers developed in bread wheat are polymorphic in durum wheat when assaying loci of the A and B genomes. A minumum of ten EST-SSRs generated a very low probability of identity (0.36×10⁻¹²) indicating that these SSRs have a very high discriminatory power. EST-SSR markers directly sample variation in transcribed regions of the genome, which may enhance their value in marker-assisted selection, comparative genetic analysis and for exploiting wheat genetic resources by providing a more-direct estimate of functional diversity. Received: 19 December 2000 / Accepted: 17 April 2001     

Genome-wide analysis of simple sequence repeats in the model medicinal mushroom Ganoderma lucidum

Simple sequence repeats (SSRs) or microsatellites are one of the most popular sources of genetic markers and play a significant role in gene function and genome organization. We identified SSRs in the genome of Ganoderma lucidum and analyzed their frequency and distribution in different genomic regions. We also compared the SSRs in G. lucidum with six other Agaricomycetes genomes: Coprinopsis cinerea, Laccaria bicolor, Phanerochaete chrysosporium, Postia placenta, Schizophyllum commune and Serpula lacrymans. Based on our search criteria, the total number of SSRs found ranged from 1206 to 6104 and covered from 0.04% to 0.15% of the fungal genomes. The SSR abundance was not correlated with the genome size, and mono- to tri-nucleotide repeats outnumbered other SSR categories in all of the species examined. In G. lucidum, a repertoire of 2674 SSRs was detected, with mono-nucleotides being the most abundant. SSRs were found in all genomic regions and were more abundant in non-coding regions than coding regions. The highest SSR relative abundance was found in introns (108 SSRs/Mb), followed by intergenic regions (84 SSRs/Mb). A total of 684 SSRs were found in the protein-coding sequences (CDSs) of 588 gene models, with 81.4% of them being tri- or hexa-nucleotides. After scanning for InterPro domains, 280 of these genes were successfully annotated, and 215 of them could be assigned to Gene Ontology (GO) terms. SSRs were also identified in 28 bioactive compound synthesis-related gene models, including one 3-hydroxy-3-methylglutaryl-CoA reductase (HMGR), three polysaccharide biosynthesis genes and 24 cytochrome P450 monooxygenases (CYPs). Primers were designed for the identified SSR loci, providing the basis for the future development of SSR markers of this medicinal fungus.     

Genome-Wide Comparative Analyses of Microsatellites in Papaya

Microsatellites, or simple sequence repeats (SSRs), are highly polymorphic and universally distributed in eukaryotes. SSRs have been used extensively as sequence tagged markers in genetic studies. Recently, the functional and evolutionary importance of SSRs has received considerable attention. Here we report the mining and characterization of the SSRs in papaya genome. We analyzed SSRs from 277.4 Mb of whole genome shotgun (WGS) sequences, 51.2 Mb bacterial artificial chromosome (BAC) end sequences (BES), and 13.4 Mb expressed sequence tag (EST) sequences. The papaya SSR density was one SSR per 0.7 kb of DNA sequence in the WGS, which was higher than that in BES and EST sequences. SSR abundance was dramatically reduced as the repeat length increased. According to SSR motif length, dinucleotide repeats were the most common motif in class I, whereas hexanucleotides were the most copious in class II SSRs. The tri- and hexanucleotide repeats of both classes were greater in EST sequences compared to genomic sequences. In class I SSR, AT and AAT were the most frequent motifs in BES and WGS sequences. By contrast, AG and AAG were the most abundant in EST sequences. For SSR marker development, 9,860 primer pairs were surveyed for amplification and polymorphism. Successful amplification and polymorphic rates were 66.6% and 17.6%, respectively. The highest polymorphic rates were achieved by AT, AG, and ATG motifs. The genome wide analysis of microsatellites revealed their frequency and distribution in papaya genome, which varies among plant genomes. This complete set of SSRs markers throughout the genome will assist diverse genetic studies in papaya and related species.     

Microsatellite markers spanning the apple (Malus x domestica Borkh.) genome

A new set of 148 apple microsatellite markers has been developed and mapped on the apple reference linkage map Fiesta x Discovery. One-hundred and seventeen markers were developed from genomic libraries enriched with the repeats GA, GT, AAG, AAC and ATC; 31 were developed from EST sequences. Markers derived from sequences containing dinucleotide repeats were generally more polymorphic than sequences containing trinucleotide repeats. Additional eight SSRs from published apple, pear, and Sorbus torminalis SSRs, whose position on the apple genome was unknown, have also been mapped. The transferability of SSRs across Maloideae species resulted in being efficient with 41% of the markers successfully transferred. For all 156 SSRs, the primer sequences, repeat type, map position, and quality of the amplification products are reported. Also presented are allele sizes, ranges, and number of SSRs found in a set of nine cultivars. All this information and those of the previous CH-SSR series can be searched at the apple SSR database () to which updates and comments can be added. A large number of apple ESTs containing SSR repeats are available and should be used for the development of new apple SSRs. The apple SSR database is also meant to become an international platform for coordinating this effort. The increased coverage of the apple genome with SSRs allowed the selection of a set of 86 reliable, highly polymorphic, and overall the apple genome well-scattered SSRs. These SSRs cover about 85% of the genome with an average distance of one marker per 15 cM.E. Silfverberg-Dilworth and C. L. Matasci contributed equally to this work.     

Development of genomic simple sequence repeat markers in faba bean by next-generation sequencing

Faba bean (Vicia faba L.) is an important food legume crop with a huge genome. Development of genetic markers for faba bean is important to study diversity and for molecular breeding. In this study, we used Next Generation Sequencing (NGS) technology for the development of genomic simple sequence repeat (SSR) markers. A total of 14,027,500 sequence reads were obtained comprising 4,208 Mb. From these reads, 56,063 contigs were assembled (16,367 Mb) and 2138 SSRs were identified. Mono and dinucleotides were the most abundant, accounting for 57.5 % and 20.9 % of all SSR repeats, respectively. A total of 430 primer pairs were designed from contigs larger than 350 nucleotides and 50 primers pairs were tested for validation of SSR locus amplification. Nearly all (96 %) of the markers were found to produce clear amplicons and to be reproducible. Thirty-nine SSR markers were then applied to 46 faba bean accessions from worldwide origins, resulting in 161 alleles with 87.5 % polymorphism, and an average of 4.1 alleles per marker. Gene diversity (GD) of the markers ranged from 0 to 0.48 with an average of 0.27. Testing of the markers showed that they were useful in determining genetic relationships and population structure in faba bean accessions.