• <tr id="yyy80"></tr>
  • <sup id="yyy80"></sup>
  • <tfoot id="yyy80"><noscript id="yyy80"></noscript></tfoot>
  • 99热精品在线国产_美女午夜性视频免费_国产精品国产高清国产av_av欧美777_自拍偷自拍亚洲精品老妇_亚洲熟女精品中文字幕_www日本黄色视频网_国产精品野战在线观看 ?

    SNP-based linkage mapping for validation of adult plant stripe rust resistance QTL in common wheat cultivar Chakwal 86

    2019-04-17 01:33:42QingdongZengJinhuiWuShuoHungFengpingYunShengjieLiuQilinWngJingmeiMuShizhouYuLiChenDejunHnZhenshengKng
    The Crop Journal 2019年2期

    Qingdong Zeng,Jinhui Wu,Shuo Hung,Fengping Yun,Shengjie Liu,Qilin Wng,Jingmei Mu,Shizhou Yu,Li Chen,Dejun Hn,*,Zhensheng Kng,*

    a State Key Laboratory of Crop Stress Biology for Arid Areas,Northwest A&F University,Yangling 712100,Shaanxi,China

    b Extension Center for Agricultural Technology,Agriculture Department of Tibetan Autonomous Region,Lasa 850000,Tibet,China

    Keywords:Genetic linkage Haplotype analysis QTL mapping Puccinia striiformis Single nucleotide polymorphism Triticum aestivum

    A B S T R A C T Wheat crops in China are constantly challenged by stripe rust.Deployment of cultivars with diverse resistances is the best strategy to control the disease.A recombinant inbred line(RIL)population derived from a cross between the resistant cultivar Chakwal 86 and susceptible landrace Mingxian 169 was studied in multiple environments to examine the underlying genetics and to identify quantitative trait loci(QTL)for stripe rust resistance.One hundred and twenty-eight RILs were genotyped with wheat 35K SNP array and a genome-wide linkage map with 1480 polymorphic SNP markers,or bins,was constructed.Two major QTL on chromosomes 1BL and 3BS,and one minor QTL on 6BS had significant effects in reducing stripe rust severity.The QTL were validated using composite interval mapping(CIM)and inclusive composite interval mapping(ICIM).These methods explained 59.0%-74.1%of the phenotype variation in disease response.The QTL on chromosome 1BL was confirmed to be Yr29/Lr46 and the one on 3BS was the resistance allele identified in CIMMYT germplasm but was not Yr30/Sr2.The QTL on 6BS probably corresponded to previously known QTL.RILs with combined QTL were more resistant than those with single or no QTL.Kompetitive allele-specific PCR(KASP)assays for the QTL with largest effect QTL on chromosome 3BS were performed on a subset of RILs and 150 unrelated wheat lines.The QTL on 3BS with its linked KASP markers can be used in marker-assisted selection to improve stripe rust resistance in breeding programs.

    1.Introduction

    Common wheat(Triticum aestivum L.)is an important cereal crop and serves as a staple food source in many countries[1].However,it is frequently challenged by diseases[2],among which stripe or yellow rust(YR),caused by Puccinia striiformis Westend.f.sp.tritici Erikss.(Pst),is one of the most damaging[3,4].Stripe rust is especially damaging in regions with mild winters and cool and wet conditions during late spring and early summer.In China the disease occurs periodically in almost all winter wheat growing regions and severe epidemics have caused grain losses of several million tons in a single year[5-7].The most serious cause of epidemics is loss of effectiveness of widely deployed resistance genes following the occurrence and build-up virulent races.The most recent example of this is the emergence of race CYR34 and other races with virulence to Yr26 combined with virulence for Yr10 and several other resistance genes[8,9].

    Although effective fungicide control strategies are available,these have not been totally effective due to management and financial factors[10].Resistance is a more environmentally friendly and proven means of controlling stripe rust,but it often fails after a period of effectiveness.To address this problem pathologists and breeders have been seeking sources of resistance with greater durability.Resistance to the rusts is generally described in two categories:race-specific and race non-specific resistance.The first category is often described as seedling or all-stage resistance(ASR)and the second is adult-plant resistance(APR)or partial resistance based on growth stage when resistance is expressed[11]or on the degree protection that is conferred.ASR is usually qualitative and controlled by single or a few major genes and it is highly effective throughout the entire growth cycle.Hence,this type of resistance is more attractive to farmers and is often also preferred by breeders.The problem is that it may not be durable and previously highly resistant varieties become susceptible[12,13].On the contrary,APR is expressed mostly at the post-seedling stages,and is generally controlled by a few qualitatively inherited genes.This type of resistance usually confers partial resistance,but to all races,and is enhanced when the underlying genes are combined.With increasing understanding,and a greater likelihood of durability,APR is gradually being accepted by breeders and extension workers[11,14].APR genes such as Yr18,Yr29,and Yr46 show additive effects and provide adequate levels resistance when deployed in combination[15-18].

    Although over 300 genes or QTL for resistance to stripe rust on all of the 21 chromosomes have been reported[19-21],not all have efficient molecular markers that can be used in marker-assisted selection(MAS)in breeding programs without need for testing in disease nurseries.Identification of resistance genes or QTL with user-friendly markers is an ongoing process.Next generation sequencing(NGS)and highthroughput SNP-based genotyping technologies have revolutionized wheat research[22].Over the past few years,there have been significant advances in the reference genome assembly of hexaploid wheat cv.Chinese Spring[23,24].NGS enables efficient high throughput discovery of DNA variants in the wheat genome,and new generation markers,based on single nucleotide polymorphisms(SNP)provide high resolution of genetic diversity[25].Different genotyping platforms with high-density markers such as the Illumina Bead Array and Affymetrix Gene Chip,Kompetitive Allele-Specific PCR(KASP)have become available for both genetic studies and breeding[26].The recently designed Axiom Wheat35K SNP array,also known as the‘Wheat Breeders Array',contains 35,143 SNP probes selected from Wheat820K SNP array.This new array with a large number of genome-wide polymorphic co-dominant markers for genotyping at lower cost and less computational load has been used in some QTL studies[27,28].

    In a previous study,>1000 common wheat germplasms were screened for resistance to stripe rust in controlled greenhouse conditions and in field nurseries at Yangling(Shaanxi province)and at Tianshui(Gansu province)since 2008,and the lines with resistance to the main prevalent Chinese Pst races were identified[29,30].The Pakistan wheat cultivar Chakwal 86 with the pedigree NS-900/Anahuac-75 was released in 1986[31].Chakwal 86 is known to have combinations of genes for resistance to leaf rust(Lr10,Lr17a,and Lr27[32])and stem rust(Sr9a,http://wheatpedigree.net/sort/show/12120).However,the genetic basis of its high resistance to stripe rust was unknown.The objectives of this study were to identify QTL for APR to stripe rust in Chakwal 86 using high-density SNP marker maps,and to develop and validate KASP markers for MAS.

    2.Materials and methods

    2.1.Plant materials

    The parental lines for this study were the susceptible winter landrace Mingxian 169(MX169)and resistant line Chakwal 86(CW86).The mapping population consisted of 128 F6:7recombinant inbred lines(RILs)developed from the cross MX169×CW86.Chakwal 86 was highly susceptible to most Pst races in seedling stage conducted under controlled conditions,whereas it was highly resistant at the adult-plant stage in the field[30].MX169,and Xiaoyan 22(XY22)were used as susceptible controls throughout the study.A diversity panel including 150 wheat cultivars and breeding lines from the Yellow and Huai River Valley Wheat Zone was used for SNP-based haplotype analysis using the Wheat35K SNP array.The ultimate goal was to validate SNP-based KASP markers for marker-assisted selection.

    2.2.Field trials and phenotyping

    Field trials were sown between October and early of November during two growing seasons(2015-2017).The 128 F6:7RILs and their parents were evaluated for APR to stripe rust in fields at Yangling in Shaanxi(34°17′N,108°04′E,altitude 519 m),Tianshui in Gansu (34°27′N,105°56′E,altitude 1697 m)and Jiangyou in Sichuan(31°53′N,104°47′E,altitude 571 m).The trials were conducted in randomized complete blocks with two(Yangling 2015-2016,Yangling 2016-2017,Jiangyou 2015-2016,Tianshui 2015-2016)or three(Jiangyou 2016-2017 and Tianshui 2016-2017)replicates at each location.Each plot consisted of a single 120 cm row with 30 cm between rows.Approximately 30 seeds were sown in each row.Every twentieth row was planted with the highly susceptible control Xiaoyan 22 followed by the two parents.To provide inoculum for infection,MX169 was planted around the experimental area.The RILs at Yangling experimental site were artificially inoculated by spraying a suspended mixture of two of the most prevalent races in China(CYR32 and CYR34)and liquid paraffin(1:300)onto the susceptible controls in late March as flag leaves emerged.The fields in Tianshui and Jiangyou were tested under natural infection because both locations are in hotspot regions where stripe rust infection occurs on a regular basis.Disease severity(leaf areas infected,DS)of the RIL population including the parents was scored when MX169 reached maximum level of 90%-100%(around May 15-20 at Yangling,10-15 April at Jiangyou and June 10-15 at Tianshui).Each line was scored at least twice,and the last data set(the maximum disease severity,MDS)was used for phenotypic and QTL analyses.

    2.3.Statistical analysis of phenotypic data

    The MDS data from each environment were subjected to analysis of variance(ANOVA)and subsequent QTL mapping.ANOVA and computation of correlation coefficients were performed using the AOV function in QTL IciMapping(Version 4.1)software with the default parameters.The information in the ANOVA table was used to calculate broad sense heritabilityof stripe rust resistance:whereis(MSf-MSfe)/re,is(MSfe-MSe)/r andis MSe;=genetic variance,=genotype×environment interaction variance,=error variance,MSf=mean square of genotypes,MSfe=mean square of genotype×environment interaction,MSe=mean square of error,r=number of replications,and e=number of environments.

    Average phenotypic values for RILs in each environment were used for analysis.The genetic effects from six environments were evaluated using the R package lme4 of BLUP(best linear unbiased prediction),where lines,environment,line×environment interaction and replicates nested in environments were all treated as random[33].

    2.4.Genotyping of RIL population

    Genomic DNA was extracted from fresh leaves of F6-derived each line using the SDS method[34].Each RIL(N=128 genotypes)along with the parents were genotyped by the 35K iSelect SNP array at Capital Bio Corporation(Beijing,http://www.capitalbio.com/).Allele calling was carried out using Affymetrix Genotyping Console(GTC)software,following the Axiom Best Practices Genotyping Workflow(http://media.affymetrix.com/support/downloads/manuals/axiom_genotyping_solution_analysis_guide.pdf).SNP filtering criteria were as follows:monomorphic and poor quality SNP loci with>10%missing values,ambiguous SNP calling,or minor allele frequencies<0.05 were excluded from further analysis.The closest SNP markers to the QTL peak were converted to KASP markers and the primers sequences list in Table S1.The procedure of conversion and KASP assays followed Ramirez-Gonzalez et al.[35]and Wu et al.[36].

    2.5.Linkage map construction and QTL analysis

    Genotypic markers were tested for segregation distortion(deviation expected 1:1 ratios)by Chi-squared tests.Markers with P<0.001 were removed before constructing the genetic maps.Redundant markers were binned based on their pattern of segregation in the RIL population using the BIN function in IciMapping 4.1[37,38].Markers sharing segregation with at least one other were retained,and one marker was chosen to represent each bin(the marker with the least missing data,or a random marker when percentages of missing data were equal).Groups were ordered using the Kosambi mapping function in the “MAP”tool in IciMapping 4.1 and a LOD score≥3 after preliminary analysis using LOD scores ranging from 5 to 12.Finally MapChart 2.2 was used to draw the genetic map.For redundant loci showing co-segregation among the RILs,only one is shown in the genetic map.The identity positions of linkage groups were determined based on 35K integrated maps[27].

    The average values of RILs in each environment and BLUP values were used for QTL detection.QTL analysis was performed by composite interval mapping(CIM)in Windows QTL Cartographer and inclusive composite interval mapping(ICIM)method in IciMapping 4.1 software.When the LOD score was greater than the calculated threshold value(LOD=2.5-4.0),the corresponding QTL was declared significant.Normally,there are minor differences in the peaks of LOD contours for a single QTL across different environments.The overlapping regions detected both programs were considered to be confidence intervals.QTL effects were estimated as the proportion of phenotypic variance explained(PVE)by the QTL.

    2.6.Development KASP markers for marker-based selection

    According to the deduced region of a QTL in the integrated maps,the 35K SNP genotype data of 150 diverse wheat accessions and a subset of RILs were used to track haplotypes for specific genomic segments linked to the major QTL QYrcw.nwafu-3BS.The Dendextend package in R(v3.3.2)was used for hierarchical clustering based on genotypic and phenotypic kinship.Data were visualized using the Heatmap function in the ComplexHeatmap package in R[39].Specific SNPs linked to the target QTL were then developed as KASP markers use for marker-assisted selection.

    3.Results

    3.1.Stripe rust scores in the field

    In all environments,each RIL line and two parents showed significant genetic variation in APR.MX169 and CW86 gave averaged DS scores of 100%and 10%,respectively.DS of the RILs ranged from 0 to 100%in each environment indicating that the data were continuously distributed and that the responses were polygenically inherited(Fig.1,Table 1,Table S2).Pearson's correlation coefficients among the six environments ranged from 0.56 to 0.88(P<0.01)(Table 2).P values in the ANOVA of RIL scores showed significant phenotypic variation in DS among lines,environments and line×environment interactions;there was no significant variation among replications within experiments.Thus lines were the main source of phenotypic variation.Heritabilities were high for all data sets(0.86-0.91)(Table 1).The results showed that the APR was consistent across environments,and that QTL for APR had a very large effect in reducing disease severity.

    Fig.1-Distribution of mean disease severities for the 128 RILs from Mingxian 169×Chakwal 86 evaluated at Yangling,Tianshui and Jiangyou in 2015-2016(A)and 2016-2017(B).Values for the parents are indicated by arrows.

    3.2.Genetic linkage maps

    A total of 128 RILs were genotyped with the 35K SNP array.Among the 35,143 SNP markers,4078 were polymorphic between MX169 and CW86;368 were removed as they had>10%missing data or showed segregation distortion.The remaining 3710 SNPs fell into 1480 bins with 2230 SNPs being redundant.Then 1480 SNPs markers or bins were used for linkage groups construction and the final linkage mapincluded 34 linkage groups(LGs)representing all 21 chromosomes based on the 35K integrated maps[27].The entire linkage map covered 4105.91 cM,with an average marker/bin interval of 2.77 cM(Table 3,Table S3).4BS/6AS and 4BL/6AL were translocation lines contributed by MX169 and that was confirmed in our previous study(Table 3)[39].Only linkage groups with significant stripe rust resistance QTL are shown.

    Table 1-Summary of adult responses to stripe rust in 128 Mingxian 169×Chakwal 86 recombinant inbred lines(RIL)during the 2015-2016,2016-2017 cropping seasons at Yangling,Tianshui,and Jiangyou.

    3.3.QTL analysis of stripe rust resistance

    The QTL that were detected using DS data each environment and the mean across all six environments were considered to be stable.Stable QTL were identified on chromosomes 1BL,3BS,and 6BS and designated as QYrcw.nwafu-1BL,QYrcw.nwafu-3BS,and QYrcw.nwafu-6BS,respectively.All detected QTL were derived from the resistant parent CW86 using both CIM and ICIM.QYrcw.nwafu-1BL explained average values of 12.2%and 13.0%of the phenotypic variation for CIM and ICIM,respectively(Table 4,Fig.2-A,B).This QTL was roughly confined to a 22.04 cM region and the overlapping confidence interval was a 2 cM region flanked by SNP markers AX-95026093 and AX-94701609(Fig.2-C).The largest effect QTL QYrcw.nwafu-3BS,located in a 2.4 cM overlapping confidence interval flanked by SNP markers AX-94437233 and AX-95240191,explained an average 43.1%(ICIM)and 44.0%(CIM)of the phenotypic variation across environments(Table 4,Fig.2-D-F).The MDS ranged from 0 to 60%,the mean ranged from 18.8%to 37.5%of RIL carrying 3B QTL,while the MDS ranged from 10%to 100%,the mean ranged from 55.6%to 73.9%of RIL lacking 3B QTL(Fig.3-A,Table S2).The minor QTL QYrcw.nwafu-6BS,explaining an average 6.3%of the phenotypic variation,was mapped between AX-94413014 and AX-94557244 spanning a 12.81 cM interval.An unstable QTL named QYrcw.nwafu-7BS,accounting for<5%of the phenotypic variation was disregarded(Table 4).

    Table 2-Correlation coefficients(r)of mean disease severities(DS)for the Mingxian 169×Chakwal 86 RIL across six environments.

    There were significant additive effects for stripe rust resistance in some RIL lines.When the three stable QTL or the two major ones were combined,the average disease severities were 20.3%and 30.2%,respectively,lower than those with only one or other QTL,or none,and approaching the level of the resistant parent(Fig.3-B,Table S2).This was supported by significant additive effects(P<0.01)among the QTL obtained using the BIP function in QTL IciMapping 4.1.

    3.4.Evaluation of linked markers in wheat genotypes

    Fourteen SNP from the 35K SNP array were located in the region AX-94569370 and AX-94775611(12.82-16.12 cM)for QYrcw.nwafu-3BS(Table S3).Three different haplotype groups were identified in the 158 wheat accessions(Fig.4).Accessions within the haplotype of Chakwal 86 and its derived-RILs displayed adult plant resistance in the field tests suggesting that they possibly contained the same haplotype.A quarter of the wheataccessions contained the allele from MX 169 and they showed intermediate or high susceptibility.The remaining haplotypes were notassociated with phenotypic values in other groups indicating that these accessions may not carry the QYrcw.nwafu-3BS allele.We found that the SNP alleles combinations could properly differentiate the target group from other groups in the panel such as AX-94679411(A/G)and AX-94948985(G/C)(Fig.4,Table S4).

    4.Discussion

    The occurrence and spread of Yr26-virulent races beginning with CYR34 that appeared around 2008 has become a major concern in China.These races are also virulent to Yr10 andvarious combinations of other genes present in local varieties[8,9,40].CW86 was chosen for this study because it has retained a high resistance level over many years[30].Using phenotypic data and genetic maps the APR to stripe rust in CW86 was largely attributed to two major and one minor QTL with additive effects that were consistently identified by CIM and ICIM analysis across six environments.

    Table 3-Single-nucleotide polymorphism(SNP)markers statistics of the distribution and density on 21 wheat chromosomes derived from cross between Mingxian 169 and Chakwal 86.

    Table 4-Summary of stripe rust resistance QTL detected in the MX169×CW86 RIL population across six environments using ICIM and CIM.

    QYrcw.nwafu-1BL,located on chromosome 1BL and flanked by markers AX-95026093 and AX-94701609 appeared to be Yr29,which has been reported in several mapping populations[19,41].This pleiotropic gene Yr29/Lr46/Pm39 is known to be present in many wheat lines,including the CIMMYT variety Pavon 76[16,42-45].Based on the consensus 35K and 90K map[27,46]the above markers flanking QYrcw.nwafu-1BL are adjoined SSR markers linked to Yr29.Further analysis revealed that CW86 and Pavon 76 shared the same cleaved amplified polymorphic sequence(CAPS)marker csLV46G22 that is tightly linked to Yr29.This marker is also associated with the leaf tip necrosis(LTN)gene,Ltn2[47,48]and leaf tip necrosis was observed in Chakwal 86 in the field in the present study.In previous studies,Yr29 explained 7%-65%of phenotypic variation for stripe rust response depending on environmental conditions and genetic backgrounds[15,41].In the present study,QYrcw.nwafu-1BL explained 11.3%-19.2%of the variation stripe rust severity.However,the effect of Yr29 alone is not sufficient for crop protection and it must combine with other resistance genes to reach the level of CW86.

    Chromosome 3BS is a well-known resistance gene-rich region that includes numerous resistance genes or QTL to multiple diseases,including the pleiotropic gene Sr2/Yr30 and the Fusarium head blight resistance gene/QTL Fhb1[49].The major effect QTL QYrcw.nwafu-3BS detected near the terminal of chromosome 3BS,was flanked by markers AX-94437233 and AX-95240191.Based on the consensus genetic map[46],these two markers are near to SSR marker Xgwm533,which has shown close linkage to Sr2/Yr30.In previous studies,many QTL for APR to stripe rust were also mapped in the region 0-16.5 cM and most of them were likely Sr2/Yr30[50-54].Several other stripe rust resistance gene/QTL reported near Xgwm533 are clearly not Yr30,such as Yr57 and Yr58.Yr57 confers all-stage resistance carried to Australian winter accession AUS91463[55]and Yr58(QYr.sun-3BS)in Sydney University accession W195 confers APR[56].In the present study,the Sr2 marker csSr2 was not present in CW86 and MX169(Fig.S1).In addition,CW86 did not have dark glumes characteristic of pseudo-black chaff at the late grain-fill growth stage.Yr30[57],Sr2[58],Lr27[59]and pseudo-black chaff[60]are all closely linked to Xgwm533.Although many studies have indicated that Sr2/Yr30 is present in the CIMMYT wheat lines,the QTL on 3BS in CW86 is different from Sr2/Yr30.When we performed molecular detection of Yr58 using its linked markers sun533 and sun474[56],CW86 did not have the resistance alleles related to Yr58.All of above results seems that QYrcw.nwafu-3BS is a distinct locus but further studies are required to dissect the chromosomal region and confirm their genetic relationships.QYrcw.nwafu-3BS had an effect on APR resistance as seen by DS values in CW86,which were significantly lower than those of the susceptible parent and may have high potential value for practical breeding.

    Fig.2-Graphical display of positions of QTL for stripe rust resistance across all environments.Overlapping confidence intervals of QTL are based on IciMapping 4.1(A,D)and Windows QTL Cartographer 2.5(B,E).Genetic linkage maps of QYrcw.nwafu-1BL and QYrcw.nwafu-3BS(C,F).Overlapping confidence intervals are shown in red,and markers surrounding the QTL are in bold underlined font.

    Fig.3-Effects of single QTL and their combinations on average stripe rust severities of Mingxian 169×Chakwal 86 RILs from(A)Yangling,Tianshui,Jiangyou,and combined environments(B).Box plots(boxes are quartiles,continuous lines are medians,crosses are means,whiskers include others,that are not outliers.One outlier occurred for 1B+3B)for disease severity associated with the two identified QTL(1B and 3B)and their combination.

    There are numerous genes/QTL for stripe rust resistance on chromosome 6BS[35].Based on an integrated genetic map[46]most of them are concentrated in the interval 29.2-49.0 cM,and include QYr.tam-6BS in TAM 111[61],QYr.caas-6BS.2 in Naxos[62],QYr.caas-6BS in Bainong 64[63],QYrste.wgp-6BS.2 in Stephens[64],QYr.sun-6BS in Janz[65],QYr-6B in Oligoculm[66],Yr36 in RSL65[67],QYr.wsu-6B.1[21],QYr.ucw-6B(Yr78)in PI 519805[68],QYr.wgp-6B.1 in Stephens[64],QYr.caas-6BS in Pingyuan 50[69],and QYr.nwafu-6BS in Qinnong 142[28].QYrcw.nwafu-6BS was also located in this region and explained<10%the phenotypic variation,similar to that reported for minor effect QTL QYr.tam-6B and QYr.caas-6BS.Further studies are required to dissect the chromosomal region and confirm the genetic relationships among the stripe rust resistance genes or QTL on 6BS.

    The minor QTL QYrcw.nwafu-7BS was environmentally dependent and explained<5%of the phenotypic variation.These QTL probably have limited practical value,at least individually.They need to be further examined for any potential role in gene pyramiding.In this study,the QTL on 6BS enhanced the level of resistance conferred by QYrcs.nwafu-1BL and QYrcs.nwafu-3BS;RILs combining two or more QTL(1BL+6BS or 3BS+6BS)showed higher resistance than those with just one QTL(1BL or 3BS)(Table S2).

    MAS provides an orientated method to detecting and tracking target genes in breeding programs.Benefited from standardized high-throughput genotyping platforms development and lower and lower cost,the application of MAS will increase.Recent developments in genome sequencing enables generation of many markers based on SNP or InDels that will enable high resolution of genetic diversity.Wheat SNP arrays provide an extremely abundant avenue to the study of natural variation in germplasm resources and permits to obtain the markers tightly linked to object genes/QTL[70].This will make it possible to stack favorable haplotypes associated with QYrcw.nwafu-3BS in wheat breeding following development of breeder-friendly KASP markers.These codominant markers allow selection of homozygous resistant lines in the early generations of breeding programs.A potential problem with QYrcs.nwafu-3BS is firstly that pseudo-black chaff can sometimes be excessively expressed making such genotypes unattractive,if not yield limiting,and secondly that the widely used Fhb1 will be closely linked in repulsion with it.A concerted effort should be made to obtain recombinants with these genes in coupling as reported in North American work[71].

    In this study,we identified four QTL for stripe rust resistance in a RIL population derived from MX169×CW86.Three of them,all in CW86,were detected in six environments over two years and were validated using comparative methods(CIM and ICIM).Analysis of QTL interaction indicated additive effects of these QTL on rust resistance.Significant additive effects of Yr29/Lr46 and QYrcw.nwafu-3BS with other genes were reported previously.In addition,we developed KASP markers for QYrcw.nwafu-3BS with the largest effect by haplotype analysis in a subset of the RILs and 150 unrelated wheat lines.These KASP markers can be used for highthroughput marker-assisted selection of QYrcw.nwafu-3BS in wheat breeding programs to enhance APR to stripe rust.

    Fig.4-Haplotypes of 158 wheat accessions in the stable QYrcw.nwafu-3BS interval.The lines were grouped into haplotypes by two-dimensional hierarchical clustering analysis.The group showed as a color tree along the top X-axis and a marking order(cm)along the right Y-axis.The genotyping data according to the 35K SNP array.The same SNP as the Chakwal 86 allele is blue,while the same SNP as the Mingxian 169 allele is red.The heterozygous or failure calling allele is white.The name and genetic location of each 35K SNP marker was based on the genetic linkage map.The average disease severity of each line is displayed as the box plot along the bottom X-axis(further details are provided in Table S4).

    Supplementary data for this article can be found online at https://doi.org/10.1016/j.cj.2018.12.002.

    Acknowledgments

    The authors are grateful to Prof.R.A.McIntosh,Plant Breeding Institute,University of Sydney,forreview ofthis manuscript.This study was financially supported by the National Science Foundation for Young Scientists of China(31701421),the National Key Research and Development Program of China(2016YFE0108600),the China Agriculture Research System(CARS-3-1-11),the Genetically Modified Organisms Breeding Major Project(2016ZX08002001),and the Key Projectof Science and Technology of Tibetan Autonomous Region,China(XZ201702NB15).

    搡老妇女老女人老熟妇| 国产精品1区2区在线观看.| 精品人妻偷拍中文字幕| 免费不卡的大黄色大毛片视频在线观看 | 亚洲av成人av| 久久天躁狠狠躁夜夜2o2o| 性欧美人与动物交配| 亚洲av中文字字幕乱码综合| 天天躁夜夜躁狠狠久久av| 精品国产三级普通话版| 男女边吃奶边做爰视频| 国国产精品蜜臀av免费| 免费观看的影片在线观看| 麻豆av噜噜一区二区三区| a级一级毛片免费在线观看| 免费观看在线日韩| 国产成年人精品一区二区| 日韩av在线大香蕉| 欧美成人精品欧美一级黄| 亚洲精华国产精华液的使用体验 | 亚洲18禁久久av| 美女内射精品一级片tv| 亚洲美女搞黄在线观看 | 在线观看午夜福利视频| 直男gayav资源| 亚洲国产精品合色在线| 一区福利在线观看| 亚洲五月天丁香| 狂野欧美白嫩少妇大欣赏| 精品久久久久久久久久免费视频| 九九在线视频观看精品| av免费在线看不卡| 99久久无色码亚洲精品果冻| 欧洲精品卡2卡3卡4卡5卡区| 99久久九九国产精品国产免费| av中文乱码字幕在线| 婷婷六月久久综合丁香| 日日干狠狠操夜夜爽| 亚洲成人久久爱视频| 国产精品永久免费网站| 欧美日韩综合久久久久久| 欧美日韩精品成人综合77777| 久久久精品欧美日韩精品| 精品欧美国产一区二区三| 亚洲图色成人| 国产精品一区二区三区四区免费观看 | 成人无遮挡网站| 亚洲av不卡在线观看| 久久亚洲国产成人精品v| 久久久久久九九精品二区国产| 亚洲av免费在线观看| 日韩欧美精品免费久久| 十八禁国产超污无遮挡网站| 我的老师免费观看完整版| 免费不卡的大黄色大毛片视频在线观看 | 午夜日韩欧美国产| 嫩草影视91久久| 男女边吃奶边做爰视频| 在线看三级毛片| 日日摸夜夜添夜夜添小说| 午夜福利在线观看免费完整高清在 | 丰满的人妻完整版| 高清毛片免费观看视频网站| 人妻丰满熟妇av一区二区三区| 亚洲中文字幕日韩| 波多野结衣高清作品| 久久午夜福利片| 欧美国产日韩亚洲一区| 亚洲18禁久久av| 亚洲精品国产av成人精品 | 国产国拍精品亚洲av在线观看| 最后的刺客免费高清国语| 蜜桃久久精品国产亚洲av| 国内精品一区二区在线观看| 看非洲黑人一级黄片| 深爱激情五月婷婷| 亚洲欧美精品综合久久99| 欧美日韩国产亚洲二区| 日本与韩国留学比较| 乱人视频在线观看| 久久草成人影院| 国产精品一区二区三区四区免费观看 | 国产成人a区在线观看| 伦理电影大哥的女人| 日本色播在线视频| 欧美激情在线99| 中出人妻视频一区二区| 内射极品少妇av片p| 久久欧美精品欧美久久欧美| 日本爱情动作片www.在线观看 | 国产精品,欧美在线| 欧美在线一区亚洲| 欧洲精品卡2卡3卡4卡5卡区| 日本-黄色视频高清免费观看| 久久久久久伊人网av| 免费观看人在逋| 日本黄色片子视频| 少妇高潮的动态图| 亚洲美女视频黄频| 精品一区二区三区视频在线| 18+在线观看网站| 亚洲精品在线观看二区| 两个人视频免费观看高清| 色av中文字幕| 精品熟女少妇av免费看| 精品乱码久久久久久99久播| 免费看美女性在线毛片视频| 国产精品1区2区在线观看.| 黄色配什么色好看| 中文亚洲av片在线观看爽| 老熟妇仑乱视频hdxx| avwww免费| 91麻豆精品激情在线观看国产| 精品久久久久久久久av| 国产精品一及| 俺也久久电影网| 在线看三级毛片| 精品一区二区三区av网在线观看| 日日摸夜夜添夜夜添av毛片| 欧美人与善性xxx| 在线观看66精品国产| 身体一侧抽搐| 村上凉子中文字幕在线| 亚洲美女视频黄频| 亚洲av第一区精品v没综合| 少妇裸体淫交视频免费看高清| 国产成人a∨麻豆精品| 少妇熟女欧美另类| 日韩大尺度精品在线看网址| 亚洲电影在线观看av| 精品国产三级普通话版| 亚洲aⅴ乱码一区二区在线播放| 在线看三级毛片| 成人综合一区亚洲| av福利片在线观看| 成人国产麻豆网| 亚洲熟妇中文字幕五十中出| 嫩草影院入口| 色尼玛亚洲综合影院| 欧美xxxx性猛交bbbb| 老女人水多毛片| 欧美最黄视频在线播放免费| 两性午夜刺激爽爽歪歪视频在线观看| 欧美区成人在线视频| 欧美日韩在线观看h| 一级毛片电影观看 | 九九爱精品视频在线观看| 99久久九九国产精品国产免费| 亚洲中文字幕一区二区三区有码在线看| 国产成人91sexporn| 91在线精品国自产拍蜜月| 极品教师在线视频| 国产亚洲精品综合一区在线观看| 亚洲精华国产精华液的使用体验 | 99国产极品粉嫩在线观看| www日本黄色视频网| 亚洲av美国av| 一夜夜www| 别揉我奶头~嗯~啊~动态视频| 男人狂女人下面高潮的视频| 可以在线观看毛片的网站| 99久久九九国产精品国产免费| 国产午夜精品久久久久久一区二区三区 | 国产精品国产三级国产av玫瑰| 搡老妇女老女人老熟妇| 午夜激情欧美在线| 99热这里只有是精品50| 久久精品人妻少妇| 91久久精品国产一区二区成人| 尤物成人国产欧美一区二区三区| 久久久午夜欧美精品| 69av精品久久久久久| 久久久久精品国产欧美久久久| 我的老师免费观看完整版| av在线天堂中文字幕| 国产精品久久久久久久久免| 国内精品美女久久久久久| 欧美性猛交黑人性爽| 久久久国产成人精品二区| 人妻制服诱惑在线中文字幕| 国产av不卡久久| 秋霞在线观看毛片| 人人妻人人澡人人爽人人夜夜 | 国产精品伦人一区二区| 变态另类成人亚洲欧美熟女| 国产黄a三级三级三级人| 最新在线观看一区二区三区| 全区人妻精品视频| 亚洲无线在线观看| 国产精品久久电影中文字幕| 日本免费一区二区三区高清不卡| av卡一久久| 又黄又爽又刺激的免费视频.| av在线蜜桃| 色哟哟·www| 成人鲁丝片一二三区免费| 白带黄色成豆腐渣| 最近视频中文字幕2019在线8| 精品久久久久久成人av| ponron亚洲| 黄色视频,在线免费观看| 免费黄网站久久成人精品| 国产精品久久久久久久电影| 美女 人体艺术 gogo| 久久久欧美国产精品| 婷婷六月久久综合丁香| 韩国av在线不卡| 国产毛片a区久久久久| 国产男人的电影天堂91| 中出人妻视频一区二区| 一区二区三区高清视频在线| 舔av片在线| 亚洲图色成人| 国产三级中文精品| 最后的刺客免费高清国语| 欧美最黄视频在线播放免费| 日韩欧美一区二区三区在线观看| 久久精品国产亚洲网站| 亚洲经典国产精华液单| 嫩草影院精品99| 国产精品永久免费网站| 最好的美女福利视频网| 久久久久九九精品影院| 一个人看视频在线观看www免费| 免费av毛片视频| 久久精品夜色国产| 日韩,欧美,国产一区二区三区 | 亚洲精品日韩av片在线观看| 国产精品嫩草影院av在线观看| 亚洲成av人片在线播放无| 国产一区二区在线观看日韩| 99热6这里只有精品| 在线观看66精品国产| 亚洲精品粉嫩美女一区| 国产单亲对白刺激| 国产一级毛片七仙女欲春2| 观看美女的网站| 尤物成人国产欧美一区二区三区| 亚洲国产精品sss在线观看| 久久九九热精品免费| 伊人久久精品亚洲午夜| 欧美一区二区国产精品久久精品| 丝袜喷水一区| 美女免费视频网站| 乱系列少妇在线播放| 久久鲁丝午夜福利片| 久久久久久久久久黄片| 女的被弄到高潮叫床怎么办| 人妻夜夜爽99麻豆av| 嫩草影院新地址| 国内精品久久久久精免费| 欧美日韩精品成人综合77777| 欧美色视频一区免费| 精品福利观看| 亚洲av一区综合| 99热这里只有是精品50| 婷婷色综合大香蕉| 非洲黑人性xxxx精品又粗又长| 免费av不卡在线播放| or卡值多少钱| 黄色欧美视频在线观看| 99热网站在线观看| 女人被狂操c到高潮| 成年女人看的毛片在线观看| 六月丁香七月| 日韩,欧美,国产一区二区三区 | av免费在线看不卡| 中文字幕免费在线视频6| 欧美+亚洲+日韩+国产| 国产成人影院久久av| 日韩国内少妇激情av| 精品午夜福利在线看| 亚洲av不卡在线观看| 亚洲激情五月婷婷啪啪| 久久午夜亚洲精品久久| 波野结衣二区三区在线| 亚洲av第一区精品v没综合| 免费一级毛片在线播放高清视频| 亚州av有码| 欧美极品一区二区三区四区| 久久人人精品亚洲av| 在现免费观看毛片| 欧美日韩综合久久久久久| 搡老妇女老女人老熟妇| 搡老熟女国产l中国老女人| 日日撸夜夜添| 极品教师在线视频| 自拍偷自拍亚洲精品老妇| 一级毛片我不卡| 国产伦在线观看视频一区| 深夜精品福利| 免费黄网站久久成人精品| 国产乱人视频| 久久久久九九精品影院| 99久久九九国产精品国产免费| 综合色av麻豆| 亚洲三级黄色毛片| 黄片wwwwww| 热99re8久久精品国产| 在线观看免费视频日本深夜| 99国产精品一区二区蜜桃av| 欧美高清成人免费视频www| 男女做爰动态图高潮gif福利片| 热99re8久久精品国产| 在线天堂最新版资源| 成人漫画全彩无遮挡| 国产色婷婷99| 黑人高潮一二区| 欧美极品一区二区三区四区| 精品人妻视频免费看| 99在线视频只有这里精品首页| 免费av不卡在线播放| av在线天堂中文字幕| 99久久精品一区二区三区| 国产精品一及| 成年av动漫网址| 国产精品久久久久久亚洲av鲁大| 亚洲欧美日韩高清专用| 变态另类成人亚洲欧美熟女| 欧美xxxx黑人xx丫x性爽| 欧美绝顶高潮抽搐喷水| 舔av片在线| 一级毛片aaaaaa免费看小| 精品乱码久久久久久99久播| 国产又黄又爽又无遮挡在线| 国产精品国产三级国产av玫瑰| 亚洲人成网站在线播| 亚洲精品一区av在线观看| 国产人妻一区二区三区在| .国产精品久久| 国产黄色小视频在线观看| 成人精品一区二区免费| 亚洲熟妇熟女久久| 精品国内亚洲2022精品成人| 欧美精品国产亚洲| 精品久久久久久久久久久久久| 日韩精品有码人妻一区| 麻豆成人午夜福利视频| av在线蜜桃| 国产精品久久视频播放| 黄色日韩在线| 91久久精品国产一区二区成人| 久久久欧美国产精品| 久久久久久久久久黄片| 亚洲不卡免费看| 国产女主播在线喷水免费视频网站 | 亚洲一区高清亚洲精品| 久久久午夜欧美精品| 久99久视频精品免费| av在线蜜桃| 欧美zozozo另类| 91在线观看av| 亚洲最大成人av| 亚洲三级黄色毛片| 亚洲内射少妇av| 久久人妻av系列| 欧美bdsm另类| 亚洲不卡免费看| 亚洲真实伦在线观看| 国产成人a∨麻豆精品| 亚洲欧美中文字幕日韩二区| 卡戴珊不雅视频在线播放| 欧美中文日本在线观看视频| 淫妇啪啪啪对白视频| 亚洲欧美精品综合久久99| 欧美不卡视频在线免费观看| 天堂动漫精品| 欧美丝袜亚洲另类| 成人亚洲欧美一区二区av| 精品久久国产蜜桃| 久久人人爽人人片av| 免费无遮挡裸体视频| 亚洲无线在线观看| 欧美极品一区二区三区四区| 在线天堂最新版资源| 久久久精品欧美日韩精品| 色尼玛亚洲综合影院| 嫩草影视91久久| av视频在线观看入口| 99热这里只有是精品50| 人人妻人人澡欧美一区二区| 男女视频在线观看网站免费| 少妇的逼水好多| 3wmmmm亚洲av在线观看| 日韩亚洲欧美综合| 国产午夜精品论理片| 深夜精品福利| 一级av片app| 国内少妇人妻偷人精品xxx网站| 欧美一区二区亚洲| 日本一本二区三区精品| 久久久久久伊人网av| 又爽又黄无遮挡网站| 熟女电影av网| 亚洲欧美清纯卡通| 日本黄色视频三级网站网址| 亚洲四区av| 国产亚洲精品久久久久久毛片| 中国美女看黄片| 国语自产精品视频在线第100页| 日韩强制内射视频| 国产高清三级在线| 亚洲美女黄片视频| 午夜福利在线观看吧| 国产亚洲精品av在线| 丰满人妻一区二区三区视频av| 国产真实乱freesex| 色综合色国产| 国产亚洲91精品色在线| 又爽又黄无遮挡网站| 精品一区二区三区视频在线观看免费| 亚洲av熟女| 国产精品野战在线观看| 精品国产三级普通话版| 可以在线观看的亚洲视频| 欧美最新免费一区二区三区| 亚洲最大成人av| 老女人水多毛片| 深夜a级毛片| 别揉我奶头~嗯~啊~动态视频| 在线观看66精品国产| 欧美一区二区亚洲| 国产在线精品亚洲第一网站| 成人国产麻豆网| 97超级碰碰碰精品色视频在线观看| 夜夜看夜夜爽夜夜摸| 久久久久九九精品影院| 免费在线观看影片大全网站| 狂野欧美白嫩少妇大欣赏| av天堂在线播放| 免费看av在线观看网站| 国产高清激情床上av| 中文字幕人妻熟人妻熟丝袜美| 丰满的人妻完整版| 免费人成在线观看视频色| 一级毛片电影观看 | 一区二区三区免费毛片| 亚洲电影在线观看av| 99在线视频只有这里精品首页| 国产乱人视频| 色视频www国产| 日韩欧美精品v在线| 午夜福利成人在线免费观看| 香蕉av资源在线| 亚洲在线观看片| 深夜精品福利| 国产在线男女| 日韩欧美免费精品| 免费av不卡在线播放| 插阴视频在线观看视频| 两个人的视频大全免费| 国产亚洲欧美98| 精品久久久久久久久亚洲| 欧洲精品卡2卡3卡4卡5卡区| 亚洲熟妇中文字幕五十中出| 亚洲国产日韩欧美精品在线观看| 色综合色国产| 99国产精品一区二区蜜桃av| 高清午夜精品一区二区三区 | 啦啦啦韩国在线观看视频| 国产精品三级大全| 中文资源天堂在线| 嫩草影院入口| 日韩欧美 国产精品| 99热这里只有是精品在线观看| 日本与韩国留学比较| 欧美成人精品欧美一级黄| 少妇被粗大猛烈的视频| 国产大屁股一区二区在线视频| 国产男人的电影天堂91| 亚洲国产日韩欧美精品在线观看| 99久久无色码亚洲精品果冻| 精品一区二区三区人妻视频| 亚洲成a人片在线一区二区| 日本 av在线| 丝袜喷水一区| 亚洲性夜色夜夜综合| 国产精品一区二区三区四区免费观看 | 亚洲性久久影院| 天天躁日日操中文字幕| 我的老师免费观看完整版| 成年免费大片在线观看| 搡女人真爽免费视频火全软件 | 久久这里只有精品中国| 青春草视频在线免费观看| 俄罗斯特黄特色一大片| 国产精品1区2区在线观看.| 给我免费播放毛片高清在线观看| 蜜臀久久99精品久久宅男| 亚洲av电影不卡..在线观看| 国产成年人精品一区二区| 国产精品不卡视频一区二区| 精品久久久久久久末码| 91午夜精品亚洲一区二区三区| 国产v大片淫在线免费观看| 亚洲综合色惰| 亚洲人成网站在线观看播放| 成人午夜高清在线视频| 亚洲成人av在线免费| 在线免费十八禁| 欧美日韩在线观看h| 日本三级黄在线观看| 日韩三级伦理在线观看| 中文资源天堂在线| 99riav亚洲国产免费| 国产乱人视频| 一卡2卡三卡四卡精品乱码亚洲| 99久久中文字幕三级久久日本| 久久久欧美国产精品| 一区二区三区四区激情视频 | 国产成年人精品一区二区| 亚洲中文日韩欧美视频| 一个人观看的视频www高清免费观看| 国产一级毛片七仙女欲春2| 少妇人妻精品综合一区二区 | 国产精品,欧美在线| 日韩欧美在线乱码| 亚洲婷婷狠狠爱综合网| 亚洲精品亚洲一区二区| 成熟少妇高潮喷水视频| 国产国拍精品亚洲av在线观看| 搡老熟女国产l中国老女人| 一边摸一边抽搐一进一小说| 成人毛片a级毛片在线播放| 男人狂女人下面高潮的视频| 深夜精品福利| 国产午夜精品论理片| 日日摸夜夜添夜夜爱| 国产女主播在线喷水免费视频网站 | 亚洲中文字幕一区二区三区有码在线看| 午夜激情福利司机影院| 大型黄色视频在线免费观看| 熟女人妻精品中文字幕| 一进一出抽搐gif免费好疼| 亚洲欧美日韩高清专用| 日本黄大片高清| 六月丁香七月| 一个人看的www免费观看视频| 亚洲av第一区精品v没综合| 欧美日韩综合久久久久久| 午夜激情福利司机影院| 热99在线观看视频| 久久久精品欧美日韩精品| 一级黄色大片毛片| 国产精品一二三区在线看| 高清日韩中文字幕在线| 少妇的逼水好多| 久久韩国三级中文字幕| 亚洲成人久久性| 亚洲av不卡在线观看| 国产高清视频在线观看网站| 成人高潮视频无遮挡免费网站| 国产精华一区二区三区| 村上凉子中文字幕在线| 久久久精品大字幕| 少妇裸体淫交视频免费看高清| 日本-黄色视频高清免费观看| 免费看av在线观看网站| 99热只有精品国产| 欧美绝顶高潮抽搐喷水| 亚洲最大成人手机在线| 精华霜和精华液先用哪个| 国产精品一区二区免费欧美| 国国产精品蜜臀av免费| 色综合色国产| 狂野欧美白嫩少妇大欣赏| 一进一出好大好爽视频| 国产精品人妻久久久久久| 午夜福利在线观看吧| 日产精品乱码卡一卡2卡三| 国产在视频线在精品| 淫秽高清视频在线观看| 欧美日韩一区二区视频在线观看视频在线 | 日韩欧美精品免费久久| 日本五十路高清| 国产高清三级在线| 精品免费久久久久久久清纯| 三级国产精品欧美在线观看| 一卡2卡三卡四卡精品乱码亚洲| 国产一区二区亚洲精品在线观看| 人人妻人人澡人人爽人人夜夜 | 三级经典国产精品| 非洲黑人性xxxx精品又粗又长| 国产伦精品一区二区三区视频9| 一级毛片aaaaaa免费看小| 丝袜美腿在线中文| 精品人妻偷拍中文字幕| 欧洲精品卡2卡3卡4卡5卡区| av在线天堂中文字幕| 插逼视频在线观看| 亚洲成a人片在线一区二区| 五月玫瑰六月丁香| 亚洲色图av天堂| 午夜激情欧美在线| 免费不卡的大黄色大毛片视频在线观看 | 97在线视频观看| 国产精品1区2区在线观看.| 国产日本99.免费观看| 99久久中文字幕三级久久日本| 中文资源天堂在线| 麻豆国产av国片精品| 久久亚洲精品不卡| 91在线观看av| 美女cb高潮喷水在线观看| 波多野结衣高清无吗| 国产 一区 欧美 日韩| 亚洲av第一区精品v没综合| 12—13女人毛片做爰片一| 免费黄网站久久成人精品| 亚洲一级一片aⅴ在线观看| 欧美高清成人免费视频www| 一级毛片电影观看 | 少妇人妻精品综合一区二区 | 长腿黑丝高跟| 一个人看的www免费观看视频|