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1.
Wild barley, Hordeum spontaneum C. Koch, is the progenitor of cultivated barley, Hordeum vulgare. The centre of diversity is in the Fertile Crescent of the Near East, where wild barley grows in a wide range of conditions (temperature, water availability, day length, etc.). The genetic diversity of 39 wild barley genotypes collected from Israel, Turkey and Iran was studied with 33 SSRs of known map location. Analysis of molecular variance (AMOVA) was performed to partition the genetic variation present within from the variation between the three countries of origin. Using classification tree analysis, two (or three) specific SSRs were identified which could correctly classify most of the wild barley genotypes according to country of origin. Associations of SSR variation with flowering time and adaptation to site-of-origin ecology and geography were investigated by two contrasting statistical approaches, linear regression based on SSR length variation and linear regression based on SSR allele class differences. A number of SSRs were significantly associated with flowering time under four different growing regimes (short days, long days, unvernalised and vernalised). Most of the associations observed could be accounted for by close linkage of the SSR loci to earliness per se genes. No associations were found with photoperiodic and vernalisation response genes known to control flowering in cultivated barley suggesting that different genetic factors may be active in wild barley. Novel genomic regions controlling flowering time in wild barley were detected on chromosomes 1HS, 2HL, 3HS and 4HS. Associations of SSRs with site-of-origin ecological and geographic data were found primarily in genomic regions determining plant development. This study shows that the analyses of SSR variation by allele class and repeat length are complementary, and that some SSRs are not necessarily selectively neutral.  相似文献   

2.
The transferability of microsatellite markers developed for olive cultivars (Olea europaea L.) has been tested and confirmed in the Olea complex. Thirty two genotypes, belonging to different taxa of the genus Olea, have been analyzed with four olive SSRs. Positive amplifications at all loci were obtained in 13 taxa (at least one accession per species). Sixty seven different alleles have been detected at the four loci analyzed. Polymorphic products have been observed at the inter- and intra-species level. Some SSR loci have shown multiple amplification products in some species. The high number of unique alleles has allowed the unambiguous discrimination of most accessions. Similarity coefficients and relationships among the Olea taxa have been calculated based on SSR amplification results. The reliability of SSRs as markers for intra-species variability evaluation has been confirmed while their use to explore relationships at the inter-species level is discussed, being dependent on the locus analyzed.Communicated by H.F. Linskens  相似文献   

3.
The objectives of this research were to assess (1) the degree of Simple Sequence Repeats (SSR) DNA length polymorphism in melon (Cucumis melo L.) and other species within the Cucurbitaceae family and (2) the possibility of utilizing SSRs flanking primers from single species to other genera or species of Cucurbitaceae. Five melon (CT/GA) n SSRs were isolated from a genomic library. Two cucumber (Cucumis sativus L.) SSRs were detected through a search of DNA sequence databases, one contained a (CT)8 repeat, the other a (AT)13 repeat. The seven SSRs were used to test a diverse sample of Cucurbitaceae, including 8 melon, 11 cucumber, 5 squash, 1 pumpkin, and 3 watermelon genotypes. Five of the seven SSRs detected length polymorphism among the 8 melon genotypes. PCR amplification revealed between three and five length variants (alleles) for each SSR locus, with gene diversity values ranging from 0.53 to 0.75. Codominant segregation of the alleles among F2 progeny was demonstrated for each of the five SSR loci. Four of the seven SSRs detected polymorphism among the 11 cucumber genotypes, with gene diversity values ranging between 0.18 and 0.64. Primers specific to SSRs of C. melo and C. sativus also amplified DNA extracted from genotypes belonging to other genera of the Cucurbitaceae family.  相似文献   

4.

Gene-derived simple sequence repeats (genic SSRs), also known as functional markers, are generally superior to random markers because they are located in genes and therefore may affect gene expression or function. However, extremely limited genic SSRs are available for tree peony. We used the functional gene sequences available from Paeonia to develop genic SSRs. A total of 132 SSR loci were identified from 35 cDNA sequences, of which trinucleotide (58, 43.9%) and hexanucleotide repeat (37, 28.0%) were dominant. Moreover, 121 primer pairs were successfully designed and synthesized, of which 49 primer pairs (40.5%) provided efficient and reliable amplification. By screening 16 tree peony varieties, we developed eight polymorphic genic SSRs with 37 alleles, ranging from 2 to 11 for each marker. Transferability analysis indicated that 100% of the genic SSRs could be amplified in eight other Paeonia samples. Based on eight polymorphic genic SSRs and 12 polymorphic EST-SSRs developed by predecessors, the molecular identity of 190 tree peony cultivars was constructed by capillary electrophoresis. The results showed that 146 alleles and 338 genotypes were detected, with 2–13 alleles and 3–36 genotypes for each marker. All cultivars were completely identified and exhibited unique DNA identity. In addition, the identification efficiency of different primers combinations was analyzed, and 190 germplasms were identified using 6 core primers. This study provides valuable genic SSR resources for marker-assisted selection breeding of the genus Paeonia. The DNA identity of cultivars is of great significance for the protection, utilization and management of tree peony resources.

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5.
Although molecular characterization of the avocado germplasm started with the early development of molecular markers, the genetic relationships among the three botanical races are still uncertain. Here, we report the development of 47 new microsatellites in avocado (Persea americana Mill) and the results of various genetic studies carefully designed to address the unsolved questions. Forty high-quality, single-locus markers (25 simple sequence repeats (SSRs) and 15 expressed sequence tag–SSRs (EST-SSRs)) were evaluated in a selected group of 42 cultivated accessions, which represent the three described botanical races. A total of 455 alleles (11.4 alleles per locus) have been detected. The mean expected and observed heterozygosities averaged 0.831 and 0.674, respectively. All the analyzed genotypes could be unequivocally distinguished with an accumulated probability of identity value of 6.36?×?10?50. Seventy-five percent of the loci showed a significant departure from Hardy–Weinberg equilibrium, most likely due to the substructure of the accession set and kinship among some of the accessions. The genetic relationships among the accessions were explored using different methods. We demonstrate that the correct allocation of the avocado cultivars requires the complementary use of distance-based and model-based methods. All of the results agreed with the existence of three groups to which accessions were assigned based on their botanical race, with 25 % of the detected variation being partitioned among the groups. The diversity analysis within each group has allowed for the identification of unique alleles that are useful as race-specific markers. The effects of the different experimental parameters on the results are discussed.  相似文献   

6.
We examined diversity levels and patterns of 19 nuclear microsatellites and four chloroplast microsatellites in 275 genotypes of wild barley Hordeum spontaneum, in seven stations at the ‘Evolution Canyon’ (EC) microsite, Lower Nahal Oren, Mt. Carmel, Israel. EC is sharply subdivided ecologically into a tropical savannoid, ‘African’, xeric, south‐facing slope (SFS) abutting the temperate, dense, liveoak, brushwood, ‘European’, mesic, north‐facing slope (NFS). We found the following. (i) 17 of 19 (89.5%) nuDNA simple sequence repeats (SSRs) were polymorphic across all seven subpopulations and three chDNA SSRs were polymorphic. (ii) A total of 216 nuDNA SSR alleles, with a maximum of 23 alleles in a nuclear locus, and ten chDNA SSRs, with a maximum of four alleles in a locus, were registered. (iii) There were striking and significant inter‐ and intraslope diversities, based on the 19 nuDNA SSRs, climaxing with a remarkable genetic distance between the mid‐slope stations on opposite slopes (DA = 0.481), across a distance of 200 m. This genetic distance is as large as that between the H. spontaneum populations of Jerusalem and Sede Boqer, which are separated by 100 km (× 500 larger in transect length). (iv) Slope‐unique alleles (103 = 45.6%) were higher on the ‘European’ than on the ‘African’ slope. Slope‐specific (predominant) alleles (17) were equal on opposite slopes. (v) nuDNA SSR gene diversity was higher on the ‘European’ slope and the opposite was found for the chDNA SSR. (vi) nuDNA SSR genic differentiation was very high between opposite slopes, with Gst = 0.187; for chDNA SSR this value was 0.127. Our results are inexplicable by stochastic processes and suggest that: (i) microclimatic diversifying selection is the major evolutionary, fast‐acting, interslope force, overriding migration and drift, and (ii) ecological stress can generate local, regional and global adaptive patterns, suggesting that natural selection is a major differentiating force of both coding and noncoding SSRs linking micro‐ and macroevolutionary processes. © 2005 The Linnean Society of London, Biological Journal of the Linnean Society, 2005, 84 , 205–224.  相似文献   

7.
 Simple Sequence Repeat (SSR) allele sizing provides a useful tool for genotype identification, pedigree analysis, and for estimating genetic distance between organisms. Soybean [Glycine max (L.) Merr.] cultivars are identified for Plant Variety Protection (PVP) purposes by standard pigmentation and morphological traits. However, many commercial soybeans arise from a limited number of elite lines and are often indistinguishable based on these traits. A system based on SSR markers would provide unique DNA profiles of cultivars. Fluorescent labeling of alleles combined with automated sizing with internal size standards in each gel lane was used as an alternative to standard [32P] labeling to assess genetic variability in soybean. Allelic frequencies at 20 SSR loci were determined in 35 soybean genotypes that account for greater than 95% of the alleles in North American soybean cultivars based upon pedigree analysis. An average of 10.1 alleles per locus (range: 5–17), with a mean gene diversity of 0.80 (range: 0.50 to 0.87) were observed at the 20 SSR loci. The 20 loci successfully distinguished modern soybean cultivars that are identical for morphological and pigmentation traits, as well as 7 soybean genotypes reported to be indistinguishable using 17 RFLP probes. Pedigrees of 7 cultivars were studied to estimate stability of SSRs in soybean across generations. Of the 7 pedigrees 6 had one locus in the progeny with an allele(s) that was not present in either parent. These new alleles are most likely the result of mutation. The mutation rate of SSR alleles in soybean was similar to that reported in humans. To avoid difficulty associated with mutation, DNA fingerprint data should be determined from the bulk of 30-50 plants of a cultivar. Received: 24 March 1997 / Accepted: 4 April 1997  相似文献   

8.
Primers for the polymerase chain reaction (PCR) were tailored to selectively amplify RFLP marker alleles associated with resistance and susceptibility for powdery mildew in cereals. The differentiation between marker alleles for susceptible and resistant genotypes is based on the discrimination of a single nucleotide by using allele-specific oligonucleotides as PCR primers. The PCR assays developed are diagnostic for RFLP alleles at the loci MWG097 in the barley genome and Whs350 in the wheat genome. The first marker locus is closely linked to MlLa resistance in barley, while the latter is linked to Pm2 resistance locus in wheat. PCR analysis of 31 barley and 30 wheat cultivars, with some exceptions, verified the presence or absence of the resistance loci investigated. These rapid PCR-based approaches are proposed as an efficient alternative to conventional procedures for selecting powdery mildew-resistant genotypes in breeding programs.  相似文献   

9.
为了解云南莲瓣兰(Cymbidium tortisepalum)的遗传多样性,利用SSR技术对32个莲瓣兰主栽品种进行遗传变异分析,并构建莲瓣兰栽培品种的指纹图谱。结果表明,筛选出的12对多态性高、稳定性好的引物共检测到95个等位基因,每对引物检测到4~18个等位基因,有效等位基因数(N E)为61.489,平均有效等位基因数(NA)为5.124,Shannon信息指数(I)和多态性信息含量(PIC)分别为0.806~2.624和0.789~0.953。12对引物中,以引物SSR03的等位基因数、NE、观测杂合度、I和PIC最高。32个品种在12对引物上都具有不同的特异性条带,可以彼此区别。从12对引物中筛选出3对核心引物SSR02、SSR03和SSR12构建了莲瓣兰主栽品种SSR分子指纹图谱,这3对核心引物组合即可鉴定32个莲瓣兰栽培品种。这为莲瓣兰的品种鉴定、遗传多样性分析和分子育种研究提供理论基础和技术支持。  相似文献   

10.
We developed nearly 700 non-redundant 2- or 3-base simple sequence repeat (SSR) markers from tomato using sequence data obtained from open genome databases. Among various types of core motifs, AT was most abundant in SSRs derived from cDNAs (~53%) and bacterial artificial chromosome (BAC) ends (~72%). There was a positive correlation between the rate of detection of polymorphic alleles (heterozygosity value; Hv) and the repeat number of the core motif in all markers showing polymorphisms among at least one pair of six cultivars or lines tested (r = 0.566**). The average Hv of BAC-end-derived SSR markers (~0.5) was higher than that of cDNA-derived markers (~0.3). These characteristics of BAC-end-derived SSRs are useful for genetic studies using closely related cultivars and lines. However, BAC-end-derived SSRs tended to cluster in centromeric regions (~80%). A scheme for the construction of a high-density linkage map of tomato is discussed.  相似文献   

11.
Tibetan annual wild barley is rich in genetic variation. This study was aimed at the exploitation of new SSRs for the genetic diversity and phylogenetic analysis of wild barley by data mining. We developed 49 novel EST-SSRs and confirmed 20 genomic SSRs for 80 Tibetan annual wild barley and 16 cultivated barley accessions. A total of 213 alleles were generated from 69 loci with an average of 3.14 alleles per locus. The trimeric repeats were the most abundant motifs (40.82%) among the EST-SSRs, while the majority of the genomic SSRs were di-nuleotide repeats. The polymorphic information content (PIC) ranged from 0.08 to 0.75 with a mean of 0.46. Besides this, the expected heterozygosity (He) ranged from 0.0854 to 0.7842 with an average of 0.5279. Overall, the polymorphism of genomic SSRs was higher than that of EST-SSRs. Furthermore, the number of alleles and the PIC of wild barley were both higher than that of cultivated barley, being 3.12 vs 2.59 and 0.44 vs 0.37. Indicating more polymorphism existed in the Tibetan wild barley than in cultivated barley. The 96 accessions were divided into eight subpopulations based on 69 SSR markers, and the cultivated genotypes can be clearly separated from wild barleys. A total of 47 SSR-containing EST unigenes showed significant similarities to the known genes. These EST-SSR markers have potential for application in germplasm appraisal, genetic diversity and population structure analysis, facilitating marker-assisted breeding and crop improvement in barley.  相似文献   

12.
We have identified a reliable set of multiplexed microsatellite (SSR) markers for the genotyping of strawberry cultivars and their octoploid progenitors. Over 100 SSRs were screened in two F. × ananassa genotypes and from these, 32 that showed promise for genotyping were selected for further analysis. These SSRs were used to screen a set of 16 strawberry cultivars and a set of fingerprints were produced. Those SSRs that produced reliable, reproducible and easy to interpret fingerprints, that could also distinguish readily between the 16 strawberry cultivars screened, and which could be conveniently included in three multiplex reactions, were selected to form the genotyping set. The genotyping set, consisting of 10 previously-reported SSRs was used to fingerprint a total of 56 cultivated strawberry, and four octoploid Fragaria species accessions. The SSRs used could reliably distinguish between all 60 genotypes surveyed, including sibling cultivars derived from the same parental lines. The primers could be combined for multiplex PCR and represent a useful and convenient genotyping set for Fragaria that will permit fingerprinting data to be shared between laboratories.  相似文献   

13.
The frequency, type and distribution of simple sequence repeats (SSRs) in Porphyra haitanensis genomes was investigated using expressed sequence tag (EST) data deposited in public databases. A total of 3,489 non-redundant P. haitanensis ESTs were screened for SSRs using SSRhunter software. From those, 224 SSRs in 210 ESTs were identified; trinucleotides were the most common type of SSR (64.29%), followed by dinucleotides (33.48%). Tetranucleotides, pentanucleotides, and hexanucleotides were not common. Among all identified motif types, CGG/CCG had the highest frequency (33.9%), followed by TC/AG (24.6%). From these EST-SSRs, 37 SSR primer-pairs were designed and tested using common SSR reaction conditions with 15 P. haitanensis DNAs as templates. The results showed that 28 SSR primer-pairs gave good amplification patterns. These were used to conduct SSR analyses of genetic variations of the 15 germplasm strains of P. haitanensis. A total of 224 alleles were detected, with the number of alleles ranging from 4 to 15. The effective number of alleles, expected heterozygosity, and polymorphism information content of the 15 germplasm strains of P. haitanensis were 2.81, 0.64, and 0.57, respectively. All of these parameters indicate that the 15 germplasm strains of P. haitanensis harbor rich genetic variation.  相似文献   

14.
Kantartzi SK  Ulloa M  Sacks E  Stewart JM 《Genetica》2009,136(1):141-147
The cultivated diploid, Gossypium arboreum L., (A genome) is an invaluable genetic resource for improving modern tetraploid cotton (G. hirsutum L. and G. barbadense L.) cultivars. The objective of this research is to select a set of informative and robust microsatellites for studying genetic relationships among accessions of geographically diverse G. arboreum cultivars. From more than 1,500 previously developed simple sequence repeat (SSR) markers, 115 genomic (BNL) and EST-derived (MUCS and MUSS) markers were used to evaluate the allelic diversity of a core panel of G. arboreum accessions. These SSR data enabled advanced genome analyses. A set of 25 SSRs were selected based both upon their high level of informativeness (PIC ≥ 0.50) and the production of clear PCR bands on agarose gels. Subsequently, 96 accessions representing a wide spectrum of diversity of G. arboreum cultivars were analyzed with these markers. The 25 SSR loci revealed 75 allelic variants (polymorphisms) ranging from 2 to 4 alleles per locus. The Neighborjoining (NJ) method, based on genetic dissimilarities, revealed that cultivars from geographically adjacent countries tend to cluster together. Outcomes of this research should be useful in decreasing redundancy of effort and in constructing a core collection of G. arboreum, important for efficient use of this genetic resource in cotton breeding.  相似文献   

15.
I A Matus  P M Hayes 《Génome》2002,45(6):1095-1106
Genetic diversity can be measured by several criteria, including phenotype, pedigree, allelic diversity at marker loci, and allelic diversity at loci controlling phenotypes of interest. Abundance, high level of polymorphism, and ease of genotyping make simple sequence repeats (SSRs) an excellent molecular marker system for genetics diversity analyses. In this study, we used a set of mapped SSRs to survey three representative groups of barley germplasm: a sample of crop progenitor (Hordeum vulgare subsp. spontaneum) accessions, a group of mapping population parents, and a group of varieties and elite breeding lines. The objectives were to determine (i) how informative SSRs are in these three sets of barley germplasm resources and (ii) the utility of SSRs in classifying barley germplasm. A total of 687 alleles were identified at 42 SSR loci in 147 genotypes. The number of alleles per locus ranged from 4 to 31, with an average of 16.3. Crop progenitors averaged 10.3 alleles per SSR locus, mapping population parents 8.3 alleles per SSR locus, and elite breeding lines 5.8 alleles per SSR locus. There were many exclusive (unique) alleles. The polymorphism information content values for the SSRs ranged from 0.08 to 0.94. The cluster analysis indicates a high level of diversity within the crop progenitors accessions and within the mapping population parents. It also shows a lower level of diversity within the elite breeding germplasm. Our results demonstrate that this set of SSRs was highly informative and was useful in generating a meaningful classification of the germplasm that we sampled. Our long-term goal is to determine the utility of molecular marker diversity as a tool for gene discovery and efficient use of germplasm.  相似文献   

16.
Detection and utilization of genetic variation available in the germplasm collection for crop improvement have been the prime activities of breeders. Here a set of ICARDA barley germplasm collection comprising of 185 cultivated (Hordeum vulgare L.) and 38 wild (H. spontaneum L.) genotypes originated from 30 countries of four continents was genotyped with 68 single nucleotide polymorphism (SNP) and 45 microsatellite or simple sequence repeat (SSR) markers derived from genes (expressed sequence tags, ESTs). As two SNP markers provided 2 and 3 datapoints, a total of 71 SNPs were surveyed that yielded a total of 143 alleles. The number of SSR alleles per locus ranged from 3 to 22 with an average of 7.9 per marker. Average PIC (polymorphism information content) value for SSR and SNP markers were recorded as 0.63 and 0.38, respectively. Heterogeneity was recorded at both SNP and SSR loci in an average of 5.72 and 12.42% accessions, respectively. Genetic similarity matrices for SSR and SNP allelic data were highly correlated (r = 0.75, P < 0.005) and therefore allelic data for both markers were combined and analyzed for understanding the genetic relationships among the germplasm surveyed. Majority of clusters/subclusters were found to contain genotypes from the same geographic origins. While comparing the genetic diversity, the accessions coming from Middle East Asia and North East Asia showed more diversity as compared to that of other geographic regions. Majority of countries representing Africa, Middle East Asia, North East Asia and Arabian Peninsula included the genotypes that contained rare alleles. As expected, spontaneum accessions, as compared to vulgare accessions, showed a higher number of total alleles, higher number of alleles per locus, higher effective number of alleles and higher allelic richness and a higher number of rare alleles were observed. In summary, the examined ICARDA germplasm set showed ample natural genetic variation that can be harnessed for future breeding of barley as climate change and sustainability have become important throughout all growing areas of the world, drought/heat tolerance being the most important ones.  相似文献   

17.
Previous studies with chromosome substitution and recombinant inbred chromosome lines identified that chromosome 3A of wheat cv. Wichita contains alleles that influence grain yield, yield components and agronomic performance traits relative to alleles on chromosome 3A of Cheyenne, a cultivar believed to be the founder parent of many Nebraska developed cultivars. This study was carried out to examine the genetic similarity among wheat cultivars based on the variation in chromosome 3A. Forty-eight cultivars, two promising lines and four substitution lines (in duplicate) were included in the study. Thirty-six chromosome 3A-specific and 12 group-3 barley simple sequence repeat (SSR) primer pairs were used. A total of 106 polymorphic bands were scored. Transferability of barley microsatellite markers to wheat was 73%. The coefficient of genetic distance (D) among the genotypes ranged from 0.40 to 0.91 and averaged D=0.66. Cluster analysis by the unweighted pair-group method with arithmetic averages showed one large and one small cluster with eight minor clusters in the large cluster. Several known pedigree relationships largely corresponded with the results of SSR clusters and principal coordinate analysis. Cluster analysis was also carried out by using 22 alleles that separate Wichita 3A from Cheyenne 3A, and three clusters were identified (a small cluster related to Cheyenne of mainly western Nebraska wheat cultivars; a larger, intermediate cluster with many modern Nebraska wheat cultivars; a large cluster related to Wichita with many modern high-yielding or Kansas wheat cultivars). Using three SSR markers that identify known agronomically important quantitative trait loci (QTL) regions, we again separated the cultivars into three main clusters that were related to Cheyenne or Wichita, or had a different 3A lineage. These results suggest that SSR markers linked to agronomically important QTLs are a valuable asset for estimating both genetic similarity for chromosome 3A and how the chromosome has been used in cultivar improvement.  相似文献   

18.
We report the development of microsatellites or simple sequence repeats (SSRs) in the olive tree (Olea europaea L.). Forty three positive clones obtained by the screening of a GA-enriched genomic library were sequenced and primers were designed for 13 microsatellite loci. Five primer pairs amplified polymorphic products of the expected size range. SSR polymorphism was explored in a set of 46 olive cultivars. A total of 26 alleles were detected for the five loci. Heterozygosity ranged from 0.46 to 0.71. Ninety one per cent of the cultivars had unique multilocus genotypes. Microsatellite segregation was studied in a complex population from a cross between the commercial cultivars ’Leccino’ and ’Dolce Agogia’. Received: 3 February 2000 / Accepted: 21 March 2000  相似文献   

19.
Simple sequence repeats (SSRs), or microsatellites, are a new class of PCR-based DNA markers for genetic mapping. The objectives of the present study were to develop SSR markers for barley and to integrate them into an existing barley linkage map. DNA sequences containing SSRs were isolated from a barley genomic library and from public databases. It is estimated that the barley genome contains one (GA)n repeat every 330 kb and one (CA)n repeat every 620 kb. A total of 45 SSRs were identified and mapped to seven barley chromosomes using doubled-haploid lines and/or wheat-barley addition-line assays. Segregation analysis for 39 of these SSRs identified 40 loci. These 40 markers were placed on a barley linkage map with respect to 160 restriction fragment length polymorphism (RFLP) and other markers. The results of this study demonstrate the value of SSRs as markers in genetic studies and breeding research in barley.  相似文献   

20.
The objectives of this study were evaluation of genetic diversity and marker–trait association of 64 barley (Hordeum vulgare L.) genotypes using hordeins and simple sequence repeats (SSRs) markers under optimal moisture and drought stress conditions. Moreover, to evaluate the response of barley genotypes to drought stress, five drought tolerance indices were calculated. SSRs and hordeins generated clear patterns with high polymorphism. SSRs and hordeins analysis provided us with useful information on the level of polymorphism and diversity in barley. Marker–trait associations were studied for 22 agronomic traits using 122 SSR markers (obtained from 14 primer pairs) and 51 hordeins bands in 64 barley genotypes under both normal and stress conditions. Phenotypic traits strongly associated with SSRs were also strongly associated with hordeins. Generally, we believed that at least some of these markers would be informative and validated and can be used in marker-assisted selection (MAS) under drought stress.  相似文献   

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