亚麻EST-SSR信息分析与标记开发

与基因组SSR相比,以EST为基础的EST-SSR分子标记具有自身的优点。本研究从11240条亚麻（Linum sitatissmum L.）EST序列中检索出877条含有SSR的序列,其出现频率为7.8%。其中以三核苷酸重复出现的频率最高,占总SSR序列的60.1%;其次是二核苷酸重复,占21.9%;四、五和六核苷酸重复占18%。根据这些含SSR的EST序列共设计了73对SSR引物,在8份亚麻材料间通过PCR扩增检测,有63对引物扩增出清晰条带,引物可用率86.3%;有17对引物在8份亚麻材料间显现出多态性,占可扩增引物的26.3%。     

芦笋EST资源的SSR信息分析

为了在芦笋中开发EST-SSR功能性标记,对来源于NCBI公共数据库的8590条芦笋(AsparagusofficinalisL.)EST序列进行简单重复序列SSR搜索。剔除冗余序列,得到非冗余序列8377条。在非冗余序列中共挖掘出469个EST-SSR,平均相隔14.80kb出现1个SSR。在所有的重复基序中,二核苷酸重复基序的SSR所占比例最高40.51%(190/469),其次是三核苷酸34.97%(164/469),六核苷酸21.11%(99/469)。在所有基序里,CT/AG出现的频率最高有62次,占全部重复基序的13.22%(62/469)。选取含SSR的EST序列30条,并利用primer5软件设计引物,进行SSR位点的扩增,其中27对引物扩增产物,24对有较清晰可靠的目标扩增条带,占引物数的80%,且所检测出的芦笋等位基因数量较丰富,平均4.93个/对。这些EST-SSR标记的开发将有助于芦笋群体遗传多样性、遗传图谱构建、基因定位、分子标记和系谱分析等方面的研究。     

烟草EST-SSR位点分析

利用MISA软件对烟草EST公共数据库中的简单重复序列(SSRs)进行了分析。结果表明,在133523条EST序列中,共获得81757条SSR序列,SSRs之间的距离约为0.92 kb。其中,六碱基重复丰度最大,占60.3%,而单碱基、三碱基、四碱基、二碱基和五碱基重复丰度分别为20.0%、11.0%、4.2%、2.8%和1.7%。在单碱基、二碱基、三碱基和四碱基重复模体中,丰度最大的分别是A/T、AG、AAG和AAAT,而CG在编码区内丰度很低。用CAP3软件进行冗余分析表明,在这6种类型的重复模体中,冗余与非冗余的烟草EST之间没有显著差异。在得到的SSR序列中随机选择10个序列设计引物,在7个烟草品种中进行PCR扩增。结果表明,10对引物全部扩增出PCR产物,其中8对引物扩增出预期片段。用这8组扩增出预期片段的PCR产物进行变性PAGE凝胶电泳检测,结果表明,其中有4对引物(EB4、EB5、EB6和EB8)扩增出多态性条带。     

Microsatellite markers from sugarcane (Saccharum spp.) ESTs cross transferable to erianthus and sorghum

Analysis of a sugarcane (Saccharum spp.) EST (expressed sequence tag) library of 8678 sequences revealed approximately 250 microsatellite or simple sequence repeats (SSRs) sequences. A diversity of dinucleotide and trinucleotide SSR repeat motifs were present although most were of the (CGG)_n trinucleotide motif. Primer sets were designed for 35 sequences and tested on five sugarcane genotypes. Twenty-one primer pairs produced a PCR product and 17 pairs were polymorphic. Primer pairs that produced polymorphisms were mainly located in the coding sequence with only a single pair located within the 5′ untranslated region. No primer pairs producing a polymorphic product were found in the 3′ untranslated region. The level of polymorphism (PIC value) in cultivars detected by these SSRs was low in sugarcane (0.23). However, a subset of these markers showed a significantly higher level of polymorphism when applied to progenitor and related genera (Erianthus sp. and Sorghum sp.). By contrast, SSRs isolated from sugarcane genomic libraries amplify more readily, show high levels of polymorphism within sugarcane with a higher PIC value (0.72) but do not transfer to related species or genera well.     

Mining and validating grape (<Emphasis Type="Italic">Vitis</Emphasis> L.) ESTs to develop EST-SSR markers for genotyping and mapping

Grape expressed sequence tags (ESTs) are a new resource for developing simple sequence repeat (SSR) functional markers for genotyping and genetic mapping. An integrated pipeline including several computational tools for SSR identification and functional annotation was developed to identify 6,447 EST-SSR sequences from a total collection of 215,609 grape ESTs retrieved from NCBI. The 6,447 EST-SSRs were further reduced to 1,701 non-redundant sequences via clustering analysis, and 1,037 of them were successfully designed with primer pairs flanking the SSR motifs. From them, 150 pairs of primers were randomly selected for PCR amplification, polymorphism and heterozygosity analysis in V. vinifera cvs. Riesling and Cabernet Sauvignon, and V. rotundifolia (muscadine grape) cvs. Summit and Noble, and 145 pairs of these primers yielded PCR products. Pairwise comparisons of loci between the parents Riesling and Cabernet Sauvignon showed that 72 were homozygous in both cultivars, while 70 loci were heterozygous in at least one cultivar of the two. Muscadine parents Noble and Summit had 90 homozygous SSR loci in both parents and contained 50 heterozygous loci in at least one of the two. These EST-SSR functional markers are a useful addition for grape genotyping and genome mapping.     

茶树EST-SSRs分布特征及引物开发

为了在茶树中开发EST-SSRs功能性标记,利用生物信息学方法对NCBI网上公开的3288奈茶树（Camellia subebsus）ESTs序列进行EST-SSRs特征分析。剔除冗余序列,得到非冗余序列2083条。在非冗余序列中发现含不同重复基元SSRs的EST序列有385条,共486个EST-SSRs,平均相隔2．10kb出现1个SSR。在2～6bp的重复基元中,二核苷酸重复基元的SSRs出现频率最高（51．97％）,其次是三核苷酸（19．55％）。对所有的重复基元类型进行统计分析发现,所占比例最高的是AG／CT（47．74％）,其次分别是AT／TA（4．73％）和AAG／CTT（4．73％）。利用Prime5软件,设计了206对EST-SSRs引物,随机选用72对引物进行SSR扩增,发现31对引物可以扩增出条带,其中29对引物具有多态性,多态性比率为93．5％。这些EST-SSRs将有助于茶树基因组学方面的研究。     

In silico mining and characterization of simple sequence repeats from gilthead sea bream (Sparus aurata) expressed sequence tags (EST-SSRs); PCR amplification, polymorphism evaluation and multiplexing and cross-species assays

We screened for simple sequence repeats (SSRs) found in ESTs derived from an EST-database development project ('Marine Genomics Europe' Network of Excellence). Different motifs of di-, tri-, tetra-, penta- and hexanucleotide SSRs were evaluated for variation in length and position in the expressed sequences, relative abundance and distribution in gilthead sea bream (Sparus aurata). We found 899 ESTs that harbor 997 SSRs (4.94%). On average, one SSR was found per 2.95 kb of EST sequence and the dinucleotide SSRs are the most abundant accounting for 47.6% of the total number. EST-SSRs were used as template for primer design. 664 primer pairs could be successfully identified and a subset of 206 pairs of primers was synthesized, PCR-tested and visualized on ethidium bromide stained agarose gels. The main objective was to further assess the potential of EST-SSRs as informative markers and investigate their cross-species amplification in sixteen teleost fish species: seven sparid species and nine other species from different families. Approximately 78% of the primer pairs gave PCR products of expected size in gilthead sea bream, and as expected, the rate of successful amplification of sea bream EST-SSRs was higher in sparids, lower in other perciforms and even lower in species of the Clupeiform and Gadiform orders. We finally determined the polymorphism and the heterozygosity of 63 markers in a wild gilthead sea bream population; fifty-eight loci were found to be polymorphic with the expected heterozygosity and the number of alleles ranging from 0.089 to 0.946 and from 2 to 27, respectively. These tools and markers are expected to enhance the available genetic linkage map in gilthead sea bream, to assist comparative mapping and genome analyses for this species and further with other model fish species and finally to help advance genetic analysis for cultivated and wild populations and accelerate breeding programs.     

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.     

In-silico mining,type and frequency analysis of genic microsatellites of finger millet (Eleusine coracana (L.) Gaertn.): a comparative genomic analysis of NBS–LRR regions of finger millet with rice

In recent years, the increased availability of the DNA sequences has given the possibility to develop and explore the expressed sequence tags (ESTs) derived SSR markers. In the present study, a total of 1956 ESTs of finger millet were used to find the microsatellite type, distribution, frequency and developed a total of 545 primer pairs from the ESTs of finger millet. Thirty-two EST sequences had more than two microsatellites and 1357 sequences did not have any SSR repeats. The most frequent type of repeats was trimeric motif, however the second place was occupied by dimeric motif followed by tetra-, hexa- and penta repeat motifs. The most common dimer repeat motif was GA and in case of trimeric SSRs, it was CGG. The EST sequences of NBS-LRR region of finger millet and rice showed higher synteny and were found on nearly same positions on the rice chromosome map. A total of eight, out of 15 EST based SSR primers were polymorphic among the selected resistant and susceptible finger millet genotypes. The primer FMBLEST5 could able to differentiate them into resistant and susceptible genotypes. The alleles specific to the resistant and susceptible genotypes were sequenced using the ABI 3130XL genetic analyzer and found similarity to NBS–LRR regions of rice and finger millet and contained the characteristic kinase-2 and kinase 3a motifs of plant R-genes belonged to NBS–LRR region. The In-silico and comparative analysis showed that the genes responsible for blast resistance can be identified, mapped and further introgressed through molecular breeding approaches for enhancing the blast resistance in finger millet.     

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.     

Analysis of SSRs derived from grape ESTs

One hundred and twenty four microsatellites were isolated from analysis of 5000 Vitis expressed sequence tags (ESTs). A diversity of dinucleotide and trinucleotide simple sequence repeat (SSR) motifs were present. Primers were designed for 16 of these SSRs and they were tested on seven accessions. Ten of the sixteen primer pairs resulted in PCR products of the expected size. All ten functional primers were polymorphic across the accessions studied. Polymorphisms were evident at the level of cultivars, Vitis species, and between related genera. SSRs that were from the 3′ untranslated region (3′UTR) were most polymorphic at the cultivar level, the 5′ untranslated region (5′ UTR) SSRs were most polymorphic between cultivars and species, and those SSRs within coding sequence were most polymorphic between species and genera. These results show that EST-derived SSRs in Vitis are useful as they are polymorphic and highly transferable. With EST SSRs being applicable to studies at several taxonomic levels, the large number of SSRs (approximately 1000) that will be available from an expanded EST database of 45 000 will have many potential applications in mapping and identity research. Received: 4 June 1999 / Accepted: 21 September 1999     

Predicting polymorphic EST‐SSRs in silico

The public availability of large quantities of gene sequence data provides a valuable resource of the mining of Simple Sequence Repeat (SSR) molecular genetic markers for genetic analysis. These markers are inexpensive, require minimal labour to produce and can frequently be associated with functionally annotated genes. This study presents the characterization of barley EST‐SSRs and the identification of putative polymorphic SSRs from EST data. Polymorphic SSRs are distinguished from monomorphic SSRs by the representation of varying motif lengths within an alignment of sequence reads. Two measures of confidence are calculated, redundancy of a polymorphism and co‐segregation with accessions. The utility of this method is demonstrated through the discovery of 597 candidate polymorphic SSRs, from a total of 452 642 consensus expressed sequences. PCR amplification primers were designed for the identified SSRs. Ten primer pairs were validated for polymorphism in barley and for transferability across species. Analysis of the polymorphisms in relation to SSR motif, length, position and annotation is discussed.     

Mining and charactering microsatellites in Cucumis melo expressed sequence tags from sequence database

Simple sequence repeats (SSRs) derived from expressed sequence tags (ESTs) are valuable markers because they represent transcribed regions and often have putative functions. We mined and characterized microsatellites in melon ESTs. Three hundred and eighty‐three SSR loci were identified in 309 of 3188 unigenes assembled by 5747 EST and mRNA sequences in GenBank with occurring frequency of 1/4.7 kb. Twenty‐two polymorphic EST‐SSR markers were developed with the mean allele number of 2.9 per locus and mean expected heterozygosity of 0.442. Amplification products were also detected by 15 pairs of primer in Cucumis sativus. Those informative EST‐SSR markers can be used in melon genetic improvement projects.     

Development of SSR markers for the phylogenetic analysis of almond trees from China and the Mediterranean region.

Expressed sequence tag (EST) derived simple sequence repeats (SSRs, microsatellites) were screened and identified from 3863 almond and 10 185 peach EST sequences, and the spectra of SSRs in the non-redundant EST sequences were investigated after sequence assembly. One hundred seventy-eight (12.07%) almond SSRs and 497 (9.97%) peach SSRs were detected. The EST-SSR occurs every 4.97 kb in almond ESTs and 6.57 kb in peach, and SSRs with di- and trinucleotide repeat motifs are the most abundant in both almond and peach ESTs. Twenty one EST-SSRs were thereafter, developed and used together with 7 genomic SSRs, to study the genetic relationship among 36 almond (P. communis Fritsch.) cultivars from China and the Mediterranean area, as well as 8 accessions of other related species from the genus Prunus. Both EST-derived and genomic SSR markers showed high cross-species transferability in the genus. Out of the 112 polymorphic alleles detected in the 36 cultivated almonds, 28 are specific to Chinese cultivars and 25 to the others. The 44 accessions were clustered into 4 groups in the phylogenetic tree and the 36 almond cultivars formed two distinct subgroups, one containing only Chinese cultivars and one of unknown origin and the other only those originating from the Mediterranean area, indicating that Chinese almond cultivars have a distinct evolutionary history from the Mediterranean almond. Our preliminary results indicated that common almond was more closely related to peach (P. persica (L.) Batsch.) than to the four wild species of almond, (P. mongolica Maxim., P. ledebouriana Schleche, P. tangutica Batal., and P. triloba Lindl.). The implications of these SSR markers for evolutionary analysis and molecular mapping of Prunus species are discussed.     

Development of EST-SSR markers and their utility in revealing cryptic diversity in safflower (Carthamus tinctorius L.)

With the aim of developing additional genomic resources in safflower, a set of 41,011 ESTs of safflower were mined for the presence of SSRs. 18,773 SSR containing ESTs (SSR-ESTs) were identified and were analyzed to remove redundant sequences leading to identification of 8,810 non-redundant SSR-ESTs (categorized into 6104 singletons and 2,706 contigs) having 13,085 non-redundant SSRs. The average number of non-redundant SSRs per EST was 0.32 and they predominantly consisted of dinucleotide (57.7 %), and trinucleotide (37.7 %) repeat motifs. 500 primer pairs were designed for the non-redundant EST-SSRs of which, 151 were tested. 60 markers which gave robust amplicons, were validated in a set of 19 Carthamus lines. A subset of EST-SSR markers, having average polymorphism information content (PIC) ≥0.4 could precisely elucidate the pedigree relatedness among these lines. Further, these markers exhibited high cross-species transferability to five other wild species of Carthamus. The markers reported here would be a valuable addition to existing safflower marker resources aiding in hastening its improvement.     

Development of microsatellite markers in autopolyploid sugarcane and comparative analysis of conserved microsatellites in sorghum and sugarcane

Sugarcane has become an increasingly important first-generation biofuel crop in tropical and subtropical regions. It has a large, complex, polyploid genome that has hindered the progress of genomic research and marker-assisted selection. Genetic mapping and ultimately genome sequence assembly require a large number of DNA markers. Simple sequence repeats (SSRs) are widely used in genetic mapping because of their abundance, high rates of polymorphism, and ease of use. The objectives of this study were to develop SSR markers for construction of a saturated genetic map and to characterize the frequency and distribution of SSRs in a polyploid genome. SSR markers were mined from expressed sequence tag (EST), reduced representation library genomic sequences, and bacterial artificial chromosome (BAC) sequences. A total of 5,675 SSR markers were surveyed in a segregating population. The overall successful amplification and polymorphic rates were 87.9 and 16.4%, respectively. The trinucleotide repeat motifs were most abundant, with tri- and hexanucleotide motifs being the most abundant for the ESTs. BAC and genomic SSRs were mostly AT-rich while the ESTs were relatively GC-rich due to codon bias. These markers were also aligned to the sorghum genome, resulting in 1,203 markers mapped in the sorghum genome. This set of SSRs conserved in sugarcane and sorghum would be the most informative for mapping quantitative trait loci in sugarcane and for comparative genomic analyses. This large collection of SSR markers is a valuable resource for sugarcane genomic research and crop improvement.     

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.     

Mining of SSR markers from Expressed Sequence Tags of bamboo species

With the ever increasing number of Expressed Sequence Tags (ESTs) from various sequencing projects, ESTs have become valuable and first-hand source of in-silico mining of simple sequence repeats (SSR) markers. We examined a total of 3419 EST sequences from three bamboo species, namely, Phyllostachys edulis, Bambusa oldhamii and Dendrocalamus sinicus for the presence of di- to hexa- microsatellites. The frequency of SSR containing ESTs varied from 5.36% in B. oldhamii to 13.05% in P. edulis. No SSRs were found in D. sinicus. Tri-nucleotide repeats (49.34%) were most frequent in P. edulis, while not much comparable difference in repeats was found in B. oldhamii. Flanking primer pairs were also designed in-silico for the sequences containing SSRs and their position on the genome hypothesized using similarity searching. SSRs located in open reading frame (ORF) were given functional annotation using Gene Ontology. Polymorphic SSRs were also detected using new pipeline- polySSR. Polymorphism level was very low (2.43%) and the position of the polymorphic SSRs was determined. The development of SSRs and the study of polymorphism will help in the further study of intra- and inter- gene flow, genetic structure, variability, linkage mapping and evolutionary relationships in bamboo.     

ESMP: A high-throughput computational pipeline for mining SSR markers from ESTs

With the advent of high-throughput sequencing technology, sequences from many genomes are being deposited to public databases at a brisk rate. Open access to large amount of expressed sequence tag (EST) data in the public databases has provided a powerful platform for simple sequence repeat (SSR) development in species where sequence information is not available. SSRs are markers of choice for their high reproducibility, abundant polymorphism and high inter-specific transferability. The mining of SSRs from ESTs requires different high-throughput computational tools that need to be executed individually which are computationally intensive and time consuming. To reduce the time lag and to streamline the cumbersome process of SSR mining from ESTs, we have developed a user-friendly, web-based EST-SSR pipeline "EST-SSR-MARKER PIPELINE (ESMP)". This pipeline integrates EST pre-processing, clustering, assembly and subsequently mining of SSRs from assembled EST sequences. The mining of SSRs from ESTs provides valuable information on the abundance of SSRs in ESTs and will facilitate the development of markers for genetic analysis and related applications such as marker-assisted breeding. AVAILABILITY: The database is available for free at http://bioinfo.aau.ac.in/ESMP.     

Development and characterization of simple sequence repeat (SSR) markers and their use in determining relationships among Lycopersicon esculentum cultivars

The simple sequence repeat (SSR) or microsatellite marker is currently the preferred molecular marker due to its highly desirable properties. The aim of this study was to develop and characterize more SSR markers because the number of SSR markers currently available in tomato is very limited. Five hundred DNA sequences of tomato were searched for SSRs and analyzed for the design of PCR primers. Of the 158 pairs of SSR primers screened against a set of 19 diverse tomato cultivars, 129 pairs produced the expected DNA fragments in their PCR products, and 65 of them were polymorphic with the polymorphism information content (PIC) ranging from 0.09 to 0.67. Among the polymorphic loci, 2-6 SSR alleles were detected for each locus with an average of 2.7 alleles per locus; 49.2% of these loci had two alleles and 33.8% had three alleles. The vast majority (93.8%) of the microsatellite loci contained di- or tri-nucleotide repeats and only 6.2% had tetra- and penta-nucleotide repeats. It was also found that TA/AT was the most frequent type of repeat, and the polymorphism information content (PIC) was positively correlated with the number of repeats. The set of 19 tomato cultivars were clustered based on the banding patterns generated by the 65 polymorphic SSR loci. Since the markers developed in this study are primarily from expressed sequences, they can be used not only for molecular mapping, cultivar identification and marker-assisted selection, but for identifying gene-trait relations in tomato.