Literature DB >> 21637582

Exploiting a wheat EST database to assess genetic diversity.

Ozge Karakas1, Filiz Gurel, Ahu Altinkut Uncuoglu.   

Abstract

Expressed sequence tag (EST) markers have been used to assess variety and genetic diversity in wheat (Triticum aestivum). In this study, 1549 ESTs from wheat infested with yellow rust were used to examine the genetic diversity of six susceptible and resistant wheat cultivars. The aim of using these cultivars was to improve the competitiveness of public wheat breeding programs through the intensive use of modern, particularly marker-assisted, selection technologies. The F(2) individuals derived from cultivar crosses were screened for resistance to yellow rust at the seedling stage in greenhouses and adult stage in the field to identify DNA markers genetically linked to resistance. Five hundred and sixty ESTs were assembled into 136 contigs and 989 singletons. BlastX search results showed that 39 (29%) contigs and 96 (10%) singletons were homologous to wheat genes. The database-matched contigs and singletons were assigned to eight functional groups related to protein synthesis, photosynthesis, metabolism and energy, stress proteins, transporter proteins, protein breakdown and recycling, cell growth and division and reactive oxygen scavengers. PCR analyses with primers based on the contigs and singletons showed that the most polymorphic functional categories were photosynthesis (contigs) and metabolism and energy (singletons). EST analysis revealed considerable genetic variability among the Turkish wheat cultivars resistant and susceptible to yellow rust disease and allowed calculation of the mean genetic distance between cultivars, with the greatest similarity (0.725) being between Harmankaya99 and Sönmez2001, and the lowest (0.622) between Aytin98 and Izgi01.

Entities:  

Keywords:  EST; Triticum; biodiversity; genetic diversity; yellow rust

Year:  2010        PMID: 21637582      PMCID: PMC3036138          DOI: 10.1590/S1415-47572010005000094

Source DB:  PubMed          Journal:  Genet Mol Biol        ISSN: 1415-4757            Impact factor:   1.771


Introduction

Wheat (Triticum aestivum L.) is one of the most important crops in the world and is grown in all agricultural regions of Turkey. The total area cultivated worldwide and in Turkey is 210 and 9.4 million ha, respectively (Zeybek and Yigit, 2004). The allohexaploid wheat genome (2n = 6x = 42) is one of the largest among crop species, with a haploid size of 16 billion bp (Bennett and Leitch, 1995), and its genetics and genome organization have been extensively studied using molecular markers (Yu ; Ercan ; Akfirat-Senturk et al., 2010). PCR-based molecular markers such as simple sequence repeats (SSR) (Plaschke ), restriction fragment length polymorphism (RFLP) (Nagaoka and Ogihara, 1997), amplified fragment length polymorphism (AFLP) (Gülbitti-Onarici et al., 2007), selective amplification of microsatellite polymorphic loci (SAMPL) (Altintas et al., 2008) and random amplified polymorphic DNA (RAPD) (Asif et al., 2005) are easy to use and show a high degree of polymorphism. A number of wheat genetic maps have been constructed using PCR based markers (Li ). In recent year, expressed-sequence tags (ESTs) have become a valuable tool for genomic analyses and are currently the most widely used approach for sequencing plant genomes, both in terms of the number of sequences and total nucleotide counts (Rudd, 2003). EST analysis provides a simple strategy for studying the transcribed regions of genomes, and renders complex, highly redundant genomes such as that of wheat amenable to large-scale analysis. The number of ESTs and cDNA sequences in public databases such as GenBank has increased exponentially in recent few years, and EST-based markers have been used to distinguish varieties and assess genetic diversity in wheat (Kantety ; Leigh ). Yellow rust, a destructive disease of wheat triggered by the biotrophic fungus Puccinia striiformis f. sp. tritici (Chen 2005), is the most frequent and important cereal disease in Turkey, where it causes grain yield losses of 40%-60% and lowers the quality of cereal products (Zeybek and Yigit, 2004). In this study, an EST database for yellow rust-infested wheat was used, in conjunction with a multi-variate statistical package (MVSP v.3.1), to assess the genetic diversity of yellow rust resistant and susceptible wheat genotypes. For this, EST sequences were assembled into longer contiguous sequences (contigs) using Vector NTI 10.0 software. Difficulties related to sequencing errors and the determination of orthology associated with the use of ESTs for systematics can be minimized by using several reads to assemble contigs and EST clusters for each region (Parkinson ; Torre ). The knowledge gained about the genetic constitution and relationships of genotypes using this approach should prove useful in the optimization of wheat breeding programs.

Materials and Methods

Plant material and evaluations

Six homozygous bread wheat genotypes (three yellow rust-resistant cultivars: PI178383, Izgi01, Sönmez2001, and three yellow rust-susceptible cultivars: Harmankaya99, ES14, Aytin98) were obtained from the Anatolian Agricultural Research Institute, Eskisehir, Turkey. The resistance of the parental cultivars and F2 generation was tested in greenhouses by applying uredospores. Two weeks after the inoculation the infection was scored on a scale of 0-9 (McNeal ), with scores of 0-6 indicating a low infection and 7-9 indicating a high infection. The disease score for PI178383, Izgi01 and Sönmez2001 was 0 while that of Harmankaya99, ES14 and Aytin98 was 8, this confirming the resistance and susceptibility of the parental genotypes.

Analysis of wheat yellow rust ESTs

ESTs from a yellow rust-infected wheat cDNA library (TA117G1X) were selected from the GrainGenes website and processed by means of VecScreen database searches to remove undesired vector fragments from the sequences. The Vector NTI 10.0 contig express program (InforMax, Bethesda, MD, USA) was used to construct contig tags from the EST sequences and the Contig Express module was used to assemble small fragments in text or chromatogram formats into contigs (Lu and Moriyama, 2004). Singletons were constructed from unassembled ESTs. The EST sequences were aligned and analyzed with ClustalW v.1.82 to identify conserved domains. Functional annotation was done using the BlastX algorithm of the Basic Alignment Search Tool (Altschul ). PCR primers for the contigs and singletons selected for further characterization were designed with Primer Premier 5.0 and Primer 3.0 software (Figure 1). EST-derived contig and singleton primers were used to assess the genetic diversity of the six wheat genotypes.
Figure 1

Schematic overview of the strategy for using the EST database and exploiting contigs and singletons.

Schematic overview of the strategy for using the EST database and exploiting contigs and singletons.

PCR analyses of contigs and singletons

Total genomic DNA was extracted from the leaves of resistant and susceptible plants using the method of Weining and Langridge (1991) as modified by Song and Henry (1995). Genomic DNA amplifications with sense and antisense primers were done using a PTC-100 MJ thermocycler (MJ Research, Watertown, MA) in a 25 μL reaction volume. Each reaction contained 1X Taq buffer (MBI Fermentas, Germany), 2.5 mM MgCl2 (MBI Fermentas), 0.2 mM dNTP (MBI Fermentas), 400 nM of forward primer, 400 nM of reverse primer, 0.625 U of Taq polymerase/μL (MBI Fermentas) and 100 ng of genomic DNA. The thermal cycling parameters were: 3 min at 94 °C (initial denaturation), 37 cycles of 1 min at 94 °C, 1 min at 40-58 °C (depending on the annealing temperature) and 1 min at 72 °C, followed by a final extension at 72 °C for 10 min. PCR products were separated in 2% agarose gels, stained with ethidium bromide and examined under UV light.

Genetic similarity estimation and cluster analyses

Each contig and singleton band was scored as absent (0) or present (1) for the different cultivars and the data were entered into a binary matrix as discrete variables (‘1' for presence and ‘0' for absence of a homologous fragment). Only distinct, reproducible, well-resolved fragments were scored and the data were analyzed using MVSP 3.1 software (Kovach, 1999). This software package was also used to calculate Jaccard (1908) similarity coefficients to construct a dendrogram by a neighbour-joining algorithm.

Results

Assembly of contigs and blast analysis

Table 1 summarizes the characteristics of the database used in this analysis. 1549 ESTs were selected from a yellow rust-infested wheat cDNA library (TA117G1X) and used to assemble 136 contigs. The number of individual ESTs belonging to each contig ranged from 2 to 57. Singletons were derived from unassembled ESTs and accounted for 72.63% of ESTs. Tables 2 and 3 show the results of the NCBI database searches done using the contig and singleton sequences. The BlastX searches revealed that 39 contigs (29%) were homologous to wheat genes (Figure 2). Contigs 3, 4, 11, 13, 16 and 112 did not match any organism. Contig 77 matched a sequence of unknown function (data not shown) while other contigs (71%) showed homology to genes of known function. The BlastX search also showed that 96 singletons (10%) were homologous to wheat genes (Figure 3), whereas 147 singletons (14%) did not match any organism and had no functional annotation (data not shown). The 39 contigs and 96 singletons that matched wheat proteins were assigned to eight functional groups that included protein synthesis, photosynthesis, metabolism and energy, stress proteins, transporter proteins, protein breakdown and recycling, cell growth and division and reactive oxygen scavengers. Photosynthesis was the major functional category of contigs, with nine proteins (22%), whereas cell growth and division was the smallest, with one protein (3%) (Figure 2). Metabolism was the major functional category of singletons, with 37 proteins (38%), whereas protein breakdown and recycling and cell growth and divison were the smallest functional categories, with three proteins (3%) (Figure 3). Tables 4 and 5 show the sense and antisense primers used to assess the genetic diversity of wheat cultivars; these primers were designed based on the contig and singleton sequences that were homologous to wheat genes.
Table 1

General characteristics of ESTs from yellow rust-infested wheat (Triticum aestivum).

Database characteristics
Library nameTA117G1X
Stage-
Total number of ESTs1,549
Contigs136
Total contig size (bp)80,241
Unigenes1,125 (72.6%)
EST contigs560
Singletons989 (63.8%)
Contaminated ESTs16
Table 2

Contigs that showed homology to genes with proteins matching Triticum aestivum identified in a BlastX search of the NCBI database.

Contig nameBlast hit numberAnnotationAccession number
Contig 1100ribosomal protein L16NP_114295
Contig 844ribosomal protein S7AAW50993
Contig 9101lipid transfer proteinABB90546
Contig 12101chlorophyll a/b binding protein, chloroplast precursor (LHCII type I CAB) (LHCP)P04784
Contig 17100ferredoxin, chloroplast precursorP00228
Contig 19100triosephosphate-isomeraseCAC14917
Contig 21196putative glycine decarboxylase subunitAAM92707
Contig 22281eukaryotic translation initiation factor 5A1AAZ95171
Contig 24100single-stranded nucleic acid binding proteinAAA75104
Contig 30100cytosolic glyceraldehyde-3-phosphate dehydrogenaseAAP83583
Contig 33294chlorophyll a/b-binding protein WCAB precursor [Triticum aestivum]AAB18209
Contig 3465jasmonate-induced proteinAAR20919
Contig 3544oxygen-evolving enhancer protein 2, chloroplast precursor (OEE2)Q00434
Contig 39100geranylgeranyl hydrogenaseAAZ67145
Contig 40100chlorophyll a/b-binding protein WCAB precursorAAB18209
Contig 46102chlorophyll a/b-binding protein WCAB precursorAAB18209
Contig 4931oxygen-evolving complex precursorAAP80632
Contig 529metallothionein-like protein 1 (MT-1)P43400
Contig 55198glycine-rich RNA-binding proteinBAF30986
Contig 57100type 1 non-specific lipid transfer protein precursorCAH04983
Contig 5833RUB1-conjugating enzymeAAP80608
Contig 63103oxygen-evolving enhancer protein 1, chloroplast precursor (OEE1) (33 kDa subunit of oxygen evolving system of photosystem II) (OEC 33 kDa subunit) (33 kDa thylakoid membrane protein)P27665
Contig 65101acidic ribosomal protein P2AAP80619
Contig 66199cyclophilin A-1AAK49426
Contig 73190dehydroascorbate reductaseAAL71854
Contig 7563metallothioneinAAP80616
Contig 8033wali7AAC37416
Contig 9052putative membrane proteinABB90549
Contig 91100cold shock protein-1BAB78536
Contig 93155Ps16 proteinBAA22411
Contig 96109elongation factor 1-alpha (EF-1-alpha)Q03033
Contig 9972histone H1 WH1A.2AAD41006
Contig 105131ribulose-bisphosphate carboxylase (EC 4.1.1.39) small chain precursor (clone pWS4.3) - wheatRKWTS
Contig 11082cytochrome b6-f complex iron-sulfur subunit, chloroplast precursor (Rieske iron-sulfur protein) (plastohydroquinone:plastocyanin oxidoreductase iron-sulfur protein) (ISP) (RISP)Q7X9A6
Contig 113103lipid transfer protein 3AAP23941
Contig 122163ribulose-1,5-bisphosphate carboxylase/oxygenase small subunitBAB19814
Contig 133100ribosomal protein L36AAW50980
Contig 13510060s ribosomal protein L21AAP80636
Contig 136100histone H2A.2.1P02276
Table 3

Singletons showing homology to genes with proteins matching Triticum aestivum identified in a BlastX search of the NCBI database.

Singleton nameBlast hit numberAnnotationAccession number
CA599282199ATP synthase CF1 alpha subunitNP_114256
CA59921888ribulose-1,5-bisphosphate carboxylase/oxygenase small subunitBAB19811
CA598725191ribosomal protein L14NP_114294
CA597765119RuBisCO large subunit-binding protein subunit alpha, chloroplast precursor (60 kDa chaperonin subunit alpha) (CPN-60 alpha)P08823
CA597760100type 1 non-specific lipid transfer protein precursorCAH69210
CA5977663aintegumenta-like proteinABB90555
CA597808116geranylgeranyl hydrogenaseAAZ67145
CA59783010014-3-3 proteinAAR89812
CA59785149plastid glutamine synthetase isoform GS2cAAZ30062
CA597983100GRAB2 proteinCAA09372
CA598020103protein H2A.5 (wcH2A-2)Q43213
CA598034100histone deacetylaseAAU82113
CA59810222WIR1A proteinQ01482
CA598128100probable light-induced proteinAAP80856
CA598130100tubulin beta-2 chain (beta-2 tubulin)Q9ZRB1
CA598143172thioredoxin M-type, chloroplast precursor (TRX-M)Q9ZP21
CA598151100lipid transfer protein precursorAAG27707
CA598174200S28 ribosomal proteinAAP80664
CA598181110pathogenisis-related protein 1.2CAA07474
CA5981822pathogenisis-related protein 1.2CAA07474
CA59818798VER2BAA32786
CA5981961putative cytochrome c oxidase subunitAAM92706
CA598235100plasma membrane intrinsic protein 1AAF61463
CA598239151triosephosphate translocatorAAK01174
CA59824414glycosyltransferaseCAI30070
CA598256100heat shock protein 80AAD11549
CA59825822fasciclin-like protein FLA26ABI95416
CA59828680elongation factor 1-beta (EF-1-beta)P29546
CA598296106beta-1,3-glucanase precursorAAD28734
CA59831411oxygen-evolving enhancer protein 2, chloroplast precursor (OEE2)Q00434
CA598347114putative ribosomal protein S18AAM92708
CA598359198sucrose synthase type ICAA04543
CA598366105receptor-like kinase proteinAAS93629
CA598421121ribulose-bisphosphate carboxylase (EC 4.1.1.39) small chain precursor (clone pWS4.3)RKWTS
CA59842275wali5AAA50850
CA59843299ribosomal protein P1AAW50990
CA598476100LRR19AAK20736
CA598485100ribulose-bisphosphate carboxylaseCAA25058
CA59848964histone H2AAAB00193
CA598518157phosphoribulokinase; ribulose-5-phosphate kinaseCAA41020
CA598523100ribosomal protein L19AAP80858
CA59855779type 2 non-specific lipid transfer protein precursorCAH69201
CA598577252ferredoxin, chloroplast precursorP00228
CA598584258putative fructose 1-,6-biphosphate aldolaseCAD12665
CA598630101translationally-controlled tumor protein homolog (TCTP)Q8LRM8
CA598637100histone H2AAAB00193
CA598672100lipid transfer proteinABB90546
CA598674100glutathione transferase F6CAD29479
CA598677100ribulose-1,5-bisphosphate carboxylase/oxygenase small subunitBAB19812
CA59868755wali6AAC37417
CA598691100type 1 non-specific lipid transfer protein precursorCAH04983
CA59869445cold-responsive LEA/RAB-related COR proteinAF255053
CA598700195fructan 1-exohydrolaseCAD48199
CA5987192450S ribosomal protein L9, chloroplast precursor (CL9)Q8L803
CA598755100type 1 non-specific lipid transfer protein precursorCAH69190
CA59876295cysteine synthase (O-acetylserine sulfhydrylase) (O-acetylserine (thiol)-lyase) (CSase A) (OAS-TL A)P38076
CA598818100putative fructose 1,6-biphosphate aldolaseCAD12665
CA598837126glutathione S-transferaseAAD56395
CA598848167glyceraldehyde-3-phosphate dehydrogenaseAAW68026
CA59885042putative proteinase inhibitor-related proteinAAS49905
CA59891943ferredoxin-NADP(H) oxidoreductaseCAD30024
CA599166137cold acclimation induced protein 2-1AAY16797
CA599172135stress responsive proteinAAY44603
CA599235100beta-expansin TaEXPB3AAT99294
CA59923877oxygen-evolving enhancer protein 2, chloroplast precursor (OEE2) (23 kDa subunit of oxygen evolving system of photosystem II) (OEC 23 kDa subunit) (23 kDa thylakoid membrane protein)Q00434
CA599257101glyceraldehyde-3-phosphate dehydrogenaseAAW68026
CA599262196histone H2A.2.1P02276
CA5992652phosphoglycerate kinase, chloroplast precursorP12782
CA599271100ribosomal protein L18AAW50985
CA59927368outer mitochondrial membrane protein porin (voltage-dependent anion-selective channel protein) (VDAC)P46274
CA599277103putative SKP1 proteinCAE53885
CA599285154putative lipid transfer proteinABB90547
CA598802100ribosomal protein L11AAW50983
CA598930100thioredoxin hCAB96931
CA598940199cyc07AAP80855
CA598941298calcium-dependent protein kinaseABY59005
CA598949100putative 40S ribosomal protein S3AAM92710
CA598961100ribosomal protein L13aAAW50984
CA59896257reversibly glycosylated polypeptideCAA77237
CA598966282MAP kinaseABS11090
CA598975105(1,3;1,4) beta glucanaseCAA80493
CA59898031minichromosomal maintenance factorAAS68103
CA599013100D1 protease-like protein precursorAAL99044
CA59901517putative beta-expansinBAD06319
CA599032114tonoplast intrinsic proteinABI96817
CA59904941porphobilinogen deaminaseAAL12221
CA599099100gamma-type tonoplast intrinsic proteinAAD10494
CA599101100small GTP-binding proteinAAD28731
CA59910319pre-mRNA processing factorAAY84871
CA59910782sedoheptulose-1,7-bisphosphatase, chloroplast precursor (sedoheptulose bisphosphatase) (SBPase) (SED(1,7)P2ase)P46285
CA599110199ribulose bisphosphate carboxylase small chain PWS4.3, chloroplast precursor (RuBisCO small subunit PWS4.3)P00871
CA5991143metallothionein-like protein 1 (MT-1)P43400
CA599115176type 1 non-specific lipid transfer protein precursorCAH69199
CA5991195putative high mobility group proteinCAI64395
CA59912151putative proteinase inhibitor-related proteinAAS49905
CA599135257putative cellulose synthaseBAD06322
Figure 2

Classification of contigs homologous to proteins of known function.

Figure 3

Classification of singletons homologous to proteins of known function.

Table 4

Contig primers used for genomic amplifications.

PrimerSequence (5'-3')TaoCProduct size (bp)PrimerSequence (5'-3')TaoCProduct size (bp)
Contig 1F Contig 1RACA gAT AgA AgC Agg ACg AA AAg ggT TgA Agg AAT TAT TgT C50370Contig 58F Contig 58Rggg CAA gAA gAA ggA AgA gg TgA ggg TTA ggg AAg ggA gA50267
Contig 8F Contig 8RCCT CCA CTT CgC TgC TCC CT gCT CCT ggT TgC CgT TCT CC53168Contig 63F Contig 63RCAg ggA ggT CgC AAg CAA TCA ACC CAA CgT ACg CAT48898
Contig 9F Contig 9RCAA ACT CgA TAg ggA Tgg C gCT TgA TTT gCA TAT Tgg gAC50340Contig 65F Contig 65RgCT gCC TAT CTg CTT gCT T CCT TTC TCC Agg gAC CTT T48295
Contig 12F Contig 12RACg CAC ATC ggA CAC gC CAg CTC CCg gTT CTT gg53336Contig 66F Contig 66RgCg CAT CgT gAT ggA gCT Tgg gAg CCT TTg TTg TTg g53302
Contig 17F Contig 17RgCC ACC TTC TCA gCC ACA TTC gCC ggA ACA CCA AAC49366Contig 73F Contig 73RCTg gTT TgC TAC TCC Tgg T Tgg CAT CCT TTg TTC TTT C46417
Contig 19F Contig 19RgCg gCA ACT ggA AAT g AgC CCT TgA gCg gAg T50350Contig 75F Contig 75RgAg ATg gAC gAg ggA gTg AA ATg ggg TCT CCC TTg TTC TT50499
Contig 21F Contig 21RgCC CTC AAg ATT TCA AgC Ag ggg TTT TCg gAC AgT TTT gA50516Contig 80F Contig 80RgCC AAg gAg TgA ggA Agg TCg ATT CAC ggA ggA gCA50412
Contig 22F Contig 22RggA CAC CgA TgA gCA CCA AAg TTg ggA ggT TTC Agg48363Contig 90F Contig 90RgAT TCg CAT CgC AgC ACA gCg gTT AAA CAg ACC CAg T50409
Contig 24F Contig 24RggT Tgg CTT CTC CTC CCC T CgA gCT TCC TTg CCg TTC A51331Contig 91F Contig 91RTTT Tgg TCC TTC ggT TTC g TCC TCC Tgg TgC ggT gA55248
Contig 30F Contig 30RgTT gAT gAg gAC CTT gTT TC TTg TTC ggg ggT TTT ATT TT44450Contig 93F Contig 93RTTC AgC gAg CAC ggC AAA g gAC ACA Agg ATg gAT ggg A49307
Contig 33F Contig 33RATg TCC CTC TCC TCg ACC TT AgT ggA TCA CCT CgA gCT TC51291Contig 96F Contig 96RCTg CTg CTg CAA CAA gAT g gTT CCA ATg CCA CCA ATC T48302
Contig 34F Contig 34RACT TCC gCA gCC TgT ACC TT CCA ACA ATT AgC CCA CTC AC53302Contig 99F Contig 99RgCA TCT CCC CTC gAT TCC TA CgA CCC CgC TCT TCT CCT TC51250
Contig 35F Contig 35RCAA Tgg CgT CCA CCT CCT gC AgT CCg gTg ATg gTC TTC TTg g53444Contig 105F Contig 105RCCg ATA ATA CAA TAC CAT TAC TCC TTT TTT gAC CTC40434
Contig 39F Contig 39RggT gTT CTA CCg CTC CAA gAC gCC CAT TAC CCT TTT48354Contig 110F Contig 110RCAT CTC gCT CCC CAC CTT TTT gCC CTT TgT TTg TTT40356
Contig 40F Contig 40RACC CAC TAT ACC CAg gAg gC TCA gAA Cgg gAA gAA gCA gA51338Contig 113F Contig 113RCAA AAA TAg CgT gCA Agg Tg TTg TTT CCA gTT Tgg TTg gA50304
Contig 46F Contig 46RgCA Agg Cgg TgA AgA ACg CCC TTT ggA CAg gAA CCC49506Contig 122F Contig 122RAgC AAg gTT ggC TTC gTC CCg AgA ATT AAC AgC Agg AC50474
Contig 49F Contig 49RCTC gTg CCg AAg ACA gAA A CCC TCC CTT Tgg TTg gTT48578Contig 133F Contig 133RCgT TAg CAg gAg CgA gTg gAg CAA ATC CAg CgA CCT49196
Contig 52F Contig 52RTTg ggT TCA CAg ATT Tgg Agg gAA gCA ATT AAC Agg gAC ACg50432Contig 135F Contig 135RgCC gCA CAA gTT CTA CCA Cg ggA TTg ggA gTg ACg gTT CT51311
Contig 55F Contig 55RgAg TAC CgC TgC TTC gTC CCA CCT CCg CCA CTg AA53286Contig 136F Contig 136RCAC CCA CTC CCA AAC CCT C gAT TTC AAg CAA gAA CCA A44337
Contig 57F Contig 57RCAC ggT TTC CAg CAA gCA TTg gCg TTC Agg gTC CTC50227
Table 5

Singleton primers used for genomic amplifications.

PrimerSequence (5'-3')TaoCProduct size (bp)PrimerSequence (5'-3')TaoCProduct size (bp)
CA598034F CA598034RAgC CTA AAA AAA AgC ATA Agg AgT CCC gTC AAA AAA38418CA598930F CA598930RgTg gAC CAT gCA gAT CgA gg ggg ggC AAT TTT TAT TTT Ag46366
CA598174F CA598174RgAC CAA gAA CCg TCT CAT C TCA AgT CTC ACA ACA TCA A43263CA598143F CA598143RgAT CAA gTg CTg CAA ggT gA TTg TTA TAA Cgg CgC ATC AA50279
CA598286F CA598286RgTT CTC CgA CCT CCA CAC gTC ATC ATC TTC ATC CTT42278CA599110F CA599110RTCg gCT ACC ACC gTC gCA CC ACC CTC AAT Cgg CCA CAC CT58138
CA598347F CA598347RggA ACg CAC CTC CTC CCC TC CCA gTC CCg gCA CCT TTg AA54326CA599107F CA599107RAgg ACA CCA CgA gCA TC CCC CTT ggg AAC AgC Ag51241
CA598432F CA598432RCgC TgA AgA gAA gAA ggA CgC ATA ggA ggA ACC CAC47122CA599218F CA599218RCCT CCT CTC CTC CgA TAA TA ACA TAg gCA gCT TTC CCA CA49420
CA598523F CA598523RggA ggA ggA gAg Cgg Cgg C ATA TCC CAg gAg TgA ACg g50262CA598196F CA598196RggT CgT TTC gCT CTC CCC ATT TCT CCT CAg CTg gTT44158
CA598719F CA598719RgCC TCA TCC CCC TCC TCC Gc CgA TTC gCT CTT gCT TCC AC52266CA599282F CA599282RgCg TAg TTC AAg Tgg ggg AAA AAT CAT TTA ggg ggg42490
CA598762F CA598762RACg gCg ggA Tgg ggg Agg TTT gCT Tgg gAC gAT gAA44224CA598296F CA598296RgCA CTg CTg gTg gAg ATg gTT Cgg ACg gAT TgA ggC50278
CA599271F CA599271RTCg gCA CgA ggg TAA gAA g AgT TTg gAg CAA Cgg gAg T49483CA598421F CA598421RCTC CTC TCC TCC gAT AAT A TTg ACC TTC CCT CCC ACC T47461
CA598802F CA598802RgCT CgT CCT CAA CAT CTC TTT CAC CTT CAg gCC ACT50214CA598485F CA598485RACC gTT gCT gAC gCT gCC CCC CCA TTg TTC CCC ATT49324
CA598725F CA598725RCAg CgA TAT gCT CgT ATT gg CTC TCA ATT CCT Cgg CAA TC50345CA598584F CA598584RCCC CTg Agg TgA TTg CTg TCg CCC TTg TAg gTg CCA50306
CA599103F CA599103FTgT CgT CTg CgT ATT ggT g Cgg ACT Tgg TgA CTT gCT A51201CA598818F CA598818RTCC TTg CTg CCT gCT ACA TCC TCC ATT CTC Cgg TTC49362
CA598961F CA598961RggA ggA AAA gAg gAA ggA TCA AAT gAg TgT CgC AgA48272CA598677F CA598677RCgA CTA CCT TAT CCg CTC C ggg TTA CTC CCT TTT TTg A45209
CA598949F CA598949RgTT TgT gAg CgA Tgg CgT TT ATT gAC TTC AgC CTT Tgg gg51324CA598518F CA598518RTCg gCA CgA ggg AgA AgC ATC ggA Agg Agg TAA AAC44444
CA597765F CA597765RTgA TTT CCT TTA TgC TTg Tg gCT TgT TgC TTg gTg ggg Tg44234CA598700F CA598700RgAC TCC ATA CAA TCC CCA gCA CCC gTT TTT CCA CAT47272
CA598239F CA598239RATT CAA CAT CCT CAA CAA gAA ACC CCC AAg gCA CCA40372CA598975F CA598975RCgC AgT TAg CCA gAg AgA ggA gTT Tgg AgA gCA CgT51298
CA598314F CA598314RATg gCg TCC ACC TCC TgC TT ggT Tgg TCg ggg TTT gAT TA50466CA598244F CA598244RggA gAT ggT Tgg TTg TgT T CCA ggg gTT gTT ggT AAA T50378
CA598577F CA598577RCgA CCT gCC CTA CTC TTg C AAC CCA CCT TgC CTC CAT T50125CA599101F CA599101RCgT CgT CgC CAC AAg AgT T CgC CCg TgT TCC CCA gAT T55363
CA599238F CA599238RggC gTC CAC CTC CTg CTT CC TTg TTg TTg ggg TTT gAT TA44426CA597808F CA597808RCAC CTT CCT CCC TTC CTC CT CAT CTT TgT TgA CCC TCC TT48308
CA598919F CA598919RTAC TgA TTC TTg TgT CTT A CAC CCT TTA TCT ACT TTT A41107CA598837F CA598837RgAg AgT gAg gAg TgA gAA gA AAA gCA TTA ggg ATT ggA TA44436
CA598848F CA598848RCCA gAT TTC CTT CCC CAT CAg CAC CAg CAg CAg CCC47300CA598850F CA598850RACg CCC AgC CCT CAC AAg A ACg gAC CCA CAC ACA AgC A51189
CA599257F CA599257RTgT TCT CAA CCT CCC CTC C CAA CgT ACT CAg CAC CCA g50343CA599262F CA599262RCCC ACC CAC TCC CAA ACC CT CCg gCC AgC TCC AgC ACC TC56266
CA597851F CA597851RTTT ggA ggC ggC AgA gTA gTC ggT gAA ggg CgT ggT49258CA598020F CA598020RgTC ACA TCA TCT TCT CCC T TCC CCA ACA TCA ACT CCg T47185
CA598130F CA598130RCTg ggA ggT ggT gTg TgA Tg ACT TTT TTg gTT gAg ggg AA46482CA598235F CA598235RgCg AgA Agg AAC AgC AAg TTA gAC ggA CCA CgA Agg49618
CA598258F CA598258RCTC TCC CCC CCT CCC CAg gAg TTC ACC CCC gCC CCg57338CA598359F CA598359RCCC TgC TgA AAT CAT TgT TAg TTg TCg gAg CTC TTg44350
CA598637F CA598637RCAC CTC gTg AgT CCT CgT Cg TgC ggg TCT TCT TgT TgT CC52266CA598674F CA598674RAAg gTg CTg gAg gTC TAC AAT CAC ggC TTC TTg ggA47230
CA599135F CA599135RAAg gCg AAg AAg CCA ggT TT Tgg ATT ggA ggA TTg ggg AA53292CA599114F CA599114RCCg Tgg TCg TCC TCg gCg Tg ggC AAT TAC Cgg ggg AAA CT55334
CA599099F CA599099RCTC ggA ggT gAg CgA AAA T gAC CCC CCC gTT gAg AAg C52397CA599049F CA599049RATT CTg CTC TgC TCC TCC CAg TTC gTC ACg ggT TTg51278
CA599032F CA599032RgCC gAT CCA TTC ATC CCg A AgC AgT TgC CCC ACC CAg T56375CA599013F CA599013RTgA ACA AAg gAg ACA Cgg T TAT TgA TTg gAT TAA ggC C45235
CA598962F CA598962RCAg ggA Cgg TgA CTg TgC C AAT gTC gTT TgC ggT TgT A51225CA598940F CA598940RgAC gCT CAA gCC CCC Ag Agg TTT gTT TgC CCA TA47601
CA599166F CA599166RAgg gCT CCT ATg CTT CgC gTT gTA CgC CgC TTg gTC54211CA599172F CA599172RgCA gCC gAC ggT gAA gAt gAg ggC gTT gAA gTT TgA gTA g53359
CA597830F CA597830RCgT gAg AAC AgC gAA gCg gAT TgA TgC gAA CAT Agg C54331CA597983F CA597983RTCA CgC ACT ACC TCA CCC CCC TTC CAg TAC CCT TTC T52208
CA598102F CA598102RggC ACA gAC CCT AAC CAC gAg TAC ATT CAC ggA gAC g54262CA598181F CA598181RCAC CCC gCA ggA CTT CgT TTT ATT TCC AgT TgA TTA36382
CA598187F CA598187RTAg TAT TCT CCC CgC CAC CAT CCT TTA ATT TTT TCA36450CA598128F CA598128RgCC TTC TTg AAC CAT CCT g gCT TTg AAA TTT ggC gCC C49451
CA598256F CA598256Rggg CAT TgT TgA CTC TgA TTg TTC TCg gCA ATC TCA52135CA598366F CA598366RCCC gTg gCA gTC AAg ATg TTg AAg CCC AAC Agg ATg54347
CA598422F CA598422RCAC gAg TgA AgT gAg AgC TAT TTT ATT TTA ggC ggA38356CA598476F CA598476RATT TCC CgA AgT TAg gCg CTC AAg ggC TgT AAg gTg52160
CA598630F CA598630RCAA AgC AAA TCC CAC AAT TgA ggC gTA ACA TCC AAg52383CA598687F CA598687RgAg CAA gTT TAg gAg CgA CCA A ATg TAC ggg AAg gCg gAg C53285
CA598694F CA598694RAAT gTC Tgg CTg ggT TCA TCA gTC TTT CTT Tgg Tgg C52352CA599121F CA599121RAAA CAA CCA TgA AgA ACA CC CAC ATC TAC gCA CAA AAA Cg48370
CA598966F CA598966RggC TgT TTg AgA ATg gAC gg CTT Tgg TTT Tgg AgC ggg TT51430CA598941F CA598941RCAT CAC CAA ggA ggA CA AAA gAA Cgg gAA gAg CC48405
CA597760F CA597760RgTg CTg gCg ATg gTg CTC gCC gTT Cgg ggT TgT TgT52190CA598151F CA598151RgCg AgC CCT CCA CCA CAA Cgg CAA AgT AAT CAA TCA42402
CA598557F CA598557RATg ggg AAg AAg CAg gTg g TTg gTT TgA ACA Agg AAg A43441CA598672F CA598672RCAg Tgg gTg TCA ggA gTC T TgT gTT gTg TTg TgT TgT T43375
CA598691F CA598691RAAg CCg AAg CAC TAg ATC C ACA TTC CAg AAA AAC ACg A43475CA598755F CA598755RAgC AAg CAA gCC gAA gCA CT Cgg gAA Agg AAA ACg gAg gA51358
CA599273F CA599273RgCA gCT CCA gCg gCg CAg gC gCg gTg TAg gTg gTA Agg gT54146CA599285F CA599285RgCT CAC CAC CAC TAC TA ggA TgC CCg Cgg CCT TC46319
CA599115F CA599115RCgT gCg ggC Agg Tgg ACT TgA CAT gCT gAT ggg gAA52252CA599235F CA599235RgAT ggC Tgg gCT ACT CTC T TTT ggA CCC CCg AAT TTT g47461
CA599277F CA599277RgCT TTT TTC CCC TTC CTC Cg gCC CCT TTg AAT CAA TgT CC50552CA598980F CA598980RATg AAC TgC TTC TgC TCC T TAg ATT TCg TAC TCT Tgg g47255
CA599015F CA599015RCCA TAT CCT CTC CCA AgC TCC CAC CCA TTC TCA AAC49344CA599119F CA599119RCTC CCC AAA gCC CTA ACC AgC CAg gAA ggC gAA gAA g53380
Classification of contigs homologous to proteins of known function. Classification of singletons homologous to proteins of known function.

EST-derived contig and singleton polymorphisms

PCR analyses with the contig and singleton primers showed that the most polymorphic functional categories were photosynthesis (30%) and metabolism and energy (46%) for contigs and singletons, respectively (Figures 4 and 5). Of the 39 contig and 92 singleton primers used to characterize the genetic diversity of the six wheat genotypes, 14 contig and 48 singleton primers were polymorphic in susceptible and resistant wheat cultivars. Table 6 summarizes the mean genetic distance and genetic identity between the cultivars as determined by MVSP 3.1. Pairwise within-group distances ranged from 0 to 0.725, with the highest similarity (0.725) occurring between Harmankaya99 and Sönmez2001 and the lowest (0.622) between Aytin98 and Izgi01.
Figure 4

Functional categories of polymorphic contigs.

Figure 5

Functional categories of polymorphic singletons.

Table 6

Similarity index (Jaccard's coefficient) between Triticum aestivum cultivars.

Population IDPI178383Izgi01Sönmez2001Harmankaya99ES14Aytin98
PI1783831.000
Izgi010.680*1.000
Sönmez20010.656*0.692*1.000
Harmankaya990.692*0.680*0.725*1.000
ES140.682*0.655*0.686*0.712*1.000
Aytin980.655*0.622*0.628*0.655*0.703*1.000

*Genetically similar.

Functional categories of polymorphic contigs. Functional categories of polymorphic singletons. Figure 6 shows the dendrogram based on the similarity index (Jaccard's coefficient) of the six cultivars. Two main clusters were observed, the first of which included cultivars Aytin98 and ES14 while the second was divided into two subclusters, the first of which comprised PI178383 while the second contained Izgi01, Sönmez2001 and Harmankaya99. The latter subcluster consisted a group containing Izgi01 and another containing Sönmez2001 and Harmankaya99. The construction of this dendrogram demonstrates the ability of EST-derived contigs and singletons in detecting extensive genetic diversity in genotypes with an expected narrow genetic pool.
Figure 6

Dendrogram based on the genetic similarity of six Turkish bread wheat (Triticum aestivum L.) genotypes.

Dendrogram based on the genetic similarity of six Turkish bread wheat (Triticum aestivum L.) genotypes.

Discussion

Genome-marker technologies are particularly valuable for analyzing crops, such as wheat, that have relatively low levels of genetic diversity (Plaschke ). DNA markers such as AFLP (Gülbitti-Onarici et al., 2007), RAPD (Asif et al., 2005), EST-SSR (Leigh ), SSRs (Chen, 2005) and internal transcribed spacer (ITS) (Zhang ) are the most convenient data sources. EST databases represent a potentially valuable resource for developing molecular markers for evolutionary studies. Since EST-derived markers come from transcribed regions of the genome they are likely to be conserved across a broader taxonomic range than other types of markers (Pashley ). The low level of genetic diversity expected between self-pollinating plants means that EST databases can be useful tools for genetic studies in wheat and related species. Our results indicate that EST-derived primers were good tools for assessing the genetic diversity in wheat cultivars. A relatively high level of polymorphism (58.61% of loci were polymorphic) was observed with 39 contig and 92 singleton primers across the six wheat genotypes, despite the fact that all of them were local cultivars from geographically close locations. Several other studies have reported polymorphism in self-pollinating plants, including tef (4%) (Bai ), azuki (18%) (Yee ), rice (22%) (Maheswaran ), sugar beet (50%) (Schondelmaier ) and wild barley (76%) (Pakniyat ). In a work similar to that reported here, Wei used microsatellite markers to assess the polymorphic divergence in wheat landraces highly resistant to Fusarium head blight (FHB). The level of polymorphism observed among 20 wheat landraces resistant to FHB and four wheat landraces susceptible to FHB was 97.5% with a mean genetic similarity index among the 24 genotypes of 0.419 (range: 0.103 to 0.673). In conclusion, we have used an EST database to examine the genetic diversity among Turkish wheat cultivars resistant and susceptible to yellow rust disease. Our results indicate that EST databases can be used to assess genetic diversity and identify suitable parents in populational studies designed to detect genes related to disease resistance.
  15 in total

1.  Data mining for simple sequence repeats in expressed sequence tags from barley, maize, rice, sorghum and wheat.

Authors:  Ramesh V Kantety; Mauricio La Rota; David E Matthews; Mark E Sorrells
Journal:  Plant Mol Biol       Date:  2002 Mar-Apr       Impact factor: 4.076

2.  Expressed sequence tags: alternative or complement to whole genome sequences?

Authors:  Stephen Rudd
Journal:  Trends Plant Sci       Date:  2003-07       Impact factor: 18.313

3.  Basic local alignment search tool.

Authors:  S F Altschul; W Gish; W Miller; E W Myers; D J Lipman
Journal:  J Mol Biol       Date:  1990-10-05       Impact factor: 5.469

4.  A genetic linkage map of tef [Eragrostis tef (Zucc.) Trotter] based on amplified fragment length polymorphism.

Authors:  G Bai; H Tefera; M Ayele; H T Nguyen
Journal:  Theor Appl Genet       Date:  1999-08       Impact factor: 5.699

5.  Vector NTI, a balanced all-in-one sequence analysis suite.

Authors:  Guoqing Lu; Etsuko N Moriyama
Journal:  Brief Bioinform       Date:  2004-12       Impact factor: 11.622

6.  Studies on the origin and evolution of tetraploid wheats based on the internal transcribed spacer (ITS) sequences of nuclear ribosomal DNA.

Authors:  W. Zhang; -J. Qu; H. Gu; W. Gao; M. Liu; J. Chen; Z. Chen
Journal:  Theor Appl Genet       Date:  2002-04-06       Impact factor: 5.699

7.  Development and mapping of EST-derived simple sequence repeat markers for hexaploid wheat.

Authors:  Ju-Kyung Yu; Trevor M Dake; Sukhwinder Singh; David Benscher; Wanlong Li; Bikram Gill; Mark E Sorrells
Journal:  Genome       Date:  2004-10       Impact factor: 2.166

8.  EST databases as a source for molecular markers: lessons from Helianthus.

Authors:  Catherine H Pashley; Jennifer R Ellis; David E McCauley; John M Burke
Journal:  J Hered       Date:  2006-07-13       Impact factor: 2.645

9.  AFLP variation in wild barley (Hordeum spontaneum C. Koch) with reference to salt tolerance and associated ecogeography.

Authors:  H Pakniyat; W Powell; E Baird; L L Handley; D Robinson; C M Scrimgeour; C A Hackett; B P Forster; E Nevo; P D Caligari
Journal:  Genome       Date:  1997-06       Impact factor: 2.166

10.  Making sense of EST sequences by CLOBBing them.

Authors:  John Parkinson; David B Guiliano; Mark Blaxter
Journal:  BMC Bioinformatics       Date:  2002-10-25       Impact factor: 3.169

View more
  1 in total

1.  Analysis of expressed sequence tags from cDNA library of Fusarium culmorum infected barley (Hordeum vulgare L.) roots.

Authors:  Feyza Tufan; Cüneyt Uçarlı; Filiz Gürel
Journal:  Bioinformation       Date:  2015-01-30
  1 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.