Comparison of Linkage Disequilibrium in Elite European Maize Inbred Lines using AFLP and SSR Markers

Application of association mapping to plant breeding populations has the potential to revolutionize plant genetics. The main objectives of this study were to (i) investigate the extent and genomic distribution of linkage disequilibrium (LD) between pairs of amplified fragment length polymorphism (AFLP) markers, (ii) compare these results with those obtained with simple sequence repeat (SSR) markers, and (iii) compare the usefulness of AFLP and SSR markers for genomewide association mapping in plant breeding populations. We examined LD in a cross-section of 72 European elite inbred lines genotyped with 452 AFLP and 93 SSR markers. LD was significant (p < 0.05) for about 15% of the AFLP marker pairs and for about 49% of the SSR marker pairs in each of the two germplasm groups, flint and dent. In both germplasm groups the ratio of linked to unlinked loci pairs in LD was higher for AFLPs than for SSRs. The observation of LD due to linkage for both marker types suggested that genome-wide association mapping should be possible using either AFLPs or SSRs. The results of our study indicated that SSRs should be favored over AFLPs but the opposite applies to populations with a long history of recombination.     

AFLP maps of Petunia hybrida: building maps when markers cluster

AFLP mapping in Petunia hybrida was undertaken with the intention of building a high-density genetic map suitable for applications such as map-based gene cloning. In total five maps were constructed from two mapping populations, with placement of more than 800 markers. Despite the large number of markers the resulting map is roughly ten-fold smaller than those of other plant species, including the closely related tomato. Low levels of recombination are reflected in clusters of tightly linked markers, both AFLPs and RFLPs, in all the maps. Clustering patterns vary between mapping populations, however, such that loci tightly linked in one population may be separable in another. Combined with earlier reports of aberrant meiotic pairing and recombination, our results suggest that, for species like petunia, map-based cloning may be more complex than in model species such as arabidopsis and tomato.     

An association mapping approach to identify flowering time genes in natural populations of Lolium perenne (L.)

We describe an association mapping approach using natural populations of perennial ryegrass (Lolium perenne L.) to identify molecular markers associated with heading date, an important trait affecting seasonal production, tillering, digestibility and grassland management regimes. Twenty-three natural populations originating from throughout Europe, with heading date phenotypes ranging from very early to very late, as well as three synthetic populations (varieties) were used for molecular marker genotyping using AFLP. In total, 589 polymorphic markers were identified. Hierarchical clustering, principal coordinate and other statistical analyses identified four outlying populations forming a clearly distinct sub-group. Removal of those four populations from the subsequent analysis reduced population sub-structure twofold. However, this made relatively little difference to the result of the association analysis. Linear regression identified three markers whose frequency of occurrence correlated with the heading date phenotype. Moreover, these markers were shown to be closely linked to each other within a major QTL on Chromosome 7, explaining 70% of the total variation in heading date. Pairwise linkage disequilibrium among them was also significant. These results suggest that association mapping approaches may be feasible in L. perenne, and that the use of natural populations could provide a useful source of genetic variation in traits of importance in crop improvement.     

An amplified fragment length polymorphism map of the silkworm

The silkworm (Bombyx mori L.) is a lepidopteran insect with a long history of significant agricultural value. We have constructed the first amplified fragment length polymorphism (AFLP) genetic linkage map of the silkworm B. mori at a LOD score of 2.5. The mapping AFLP markers were genotyped in 47 progeny from a backcross population of the cross no. 782 x od100. A total of 1248 (60.7%) polymorphic AFLP markers were detected with 35 PstI/TaqI primer combinations. Each of the primer combinations generated an average of 35.7 polymorphic AFLP markers. A total of 545 (44%) polymorphic markers are consistent with the expected segregation ratio of 1:1 at the significance level of P = 0.05. Of the 545 polymorphic markers, 356 were assigned to 30 linkage groups. The number of markers on linkage groups ranged from 4 to 36. There were 21 major linkage groups with 7-36 markers and 9 relatively small linkage groups with 4-6 markers. The 30 linkage groups varied in length from 37.4 to 691.0 cM. The total length of this AFLP linkage map was 6512 cM. Genetic distances between two neighboring markers on the same linkage group ranged from 0.2 to 47 cM with an average of 18.2 cM. The sex-linked gene od was located between the markers P1T3B40 and P3T3B27 at the end of group 3, indicating that AFLP linkage group 3 was the Z (sex) chromosome. This work provides an essential basic map for constructing a denser linkage map and for mapping genes underlying agronomically important traits in the silkworm B. mori L.     

Mapping and validation of chromosome regions conferring a new boron-efficient locus in <Emphasis Type="Italic">Brassica napus</Emphasis>

Considerable genotypic variation exists in the response of different cultivars of rapeseed (Brassica napus) to B deficiency. This raises the possibility of genetic improvement of a B nutrition trait that will make the plant more tolerant to low B stress. The results of our study showed that B-efficient backcross plants had lower B concentration and more dry matter when grown at low levels of B when compared with the recurrent parent. Accordingly, we proposed that the improved B efficiency was attributed to either a high B utilization efficiency or less demand for B. The results of the genetic analysis showed that B efficiency is a dominant trait that is controlled by a single locus, namely BnBE2. By using bulked segregant analysis (BSA) in combination with amplified fragment length polymorphism (AFLP) and sequence related amplified polymorphism (SRAP) techniques, five SRAP markers and one converted single strand conformation polymorphism (SSCP) marker were identified to be linked to BnBE2 after screening 1,800 primer combinations. The six markers together with BnBE2 were mapped in a region that covered a genetic distance of 6.9 cM on a linkage group using a BC₆ population. This region was located on linkage group N14 after mapping these markers in two doubled haploid (DH) populations (TNDH and BQDH). The SRAP and AFLP markers were sequenced and found to be homologous to a BAC sequence from Brassica oleracea (CC). This finding suggested that the segment containing BnBE2 locus originated from the C genome of Brassica oleracea. Three SSR markers were identified to be linked to BnBE2 through comparative mapping. All these markers might have potential value for facilitating the pyramiding of the BnBE2 gene with other B efficient genes in order to improve the B efficiency trait and for further fine mapping of the BnBE2 gene in Brassica napus.     

Aflp markers tightly linked to the sex locus in Asparagus officinalis L.

Nine AFLP markers linked to the sex locus in Asparagus officinalis L. have been identified by non-radioactive AFLP technique and bulked segregant analysis. A composite map of one F₂ and two F₁ populations identified three very tightly linked markers. These markers did not give recombinants in the three different populations and mapped 0.5, 0.7 and 1 cM to the sex locus. Codominant scoring of the markers in the F₂ population from a selfed andromonoecious plant could distinguish the XX, XY and YY asparagus plants. The AFLP markers were isolated from the gel and cloned into plasmid vectors. The marker E41M50, which is a low-copy sequence and did not give any recombinants in the screened populations, detected polymorphism between female and male plants when used as RFLP probe. The AFLP markers we obtained are important to plant breeding, particularly in the development of sex specific PCR primers that could be used in the screening of different asparagus plants at the seedling stage. They are likewise important in the elucidation of the mechanisms underlying sex determination and differentiation in this species.     

High-resolution genetic analysis of the Sd-1 aphid resistance locus in Malus spp

Aphids cause serious physical and economic damage to most major crops throughout the world through feeding damage, with consequent symptom development and virus transmission. The rosy leaf-curling aphid ( Dysaphis devecta Wlk.) is a pest of apple ( Malus spp.) which displays an exceptionally clear phenotype with respect to susceptible and resistant symptoms. The Sd-1 locus for resistance to D. devecta biotypes 1 and 2 is present in Cox's Orange Pippin and its progeny and had previously been mapped to the top of linkage group 7. Detailed fine mapping of the locus was initiated with AFLP bulked segregant analysis of both pedigree and segregating bulks, which identified three new marker loci. Preliminary marker order in the Sd-1 region was established through mapping in a family derived from Prima x Fiesta, with additional segregation analysis on a Fiesta x Golden Delicious family. Previous recombinant data was re-evaluated and corrected. Two co-segregating AFLP fragments were found to contain a common (GA)(23) repeat, from which a PCR-based simple sequence repeat (SSR) assay was developed. A high-resolution map around the Sd-1 region was established by analysing a large meta-population of Sd-1 recombinants using 759 additional individuals from different families. The Sd-1 gene has been located within a 1.3-cM interval flanked by the molecular markers SdSSRa and 2B12a and co-locates with the RFLP marker MC064. Allelism between Sd-1 and Sd-2 resistant sources was tested. Molecular markers tightly linked to Sd-1 were shown to be co-segregating with the Sd-2 locus, which indicated that Sd-1 and Sd-2 loci are at least tightly linked and, probably, allelic.     

Extent and structure of linkage disequilibrium in canola quality winter rapeseed (Brassica napus L.)

Linkage disequilibrium was investigated in canola quality winter rapeseed to analyze (1) the prospects for whole-genome association analyses and (2) the impact of the recent breeding history of rapeseed on linkage disequilibrium. A total of 845 mapped AFLP markers with allele frequencies ≥0.1 were used for the analysis of linkage disequilibrium in a population of 85 canola quality winter rapeseed genotypes. A low overall level of linkage disequilibrium was found with a mean r ² of only 0.027 over all 356,590 possible marker pairs. At a significance threshold of P = 2.8 × 10⁻⁷, which was derived by a Bonferroni correction from a global α-level of 0.1, only 0.78% of the marker pairs were in significant linkage disequilibrium. Among physically linked marker pairs, the level of linkage disequilibrium was about five times higher with more than 10% of marker pairs in significant linkage disequilibrium. Linkage disequilibrium decayed rapidly with distance between linked markers with high levels of linkage disequilibrium extending only for about 2 cM. Owing to the rapid decay of linkage disequilibrium with distance association analyses in canola quality rapeseed will have a significantly higher resolution than QTL analyses in segregating populations by interval mapping, but much larger number of markers will be necessary to cover the whole genome. A major impact of the recent breeding history of rapeseed on linkage disequilibrium could not be observed.     

An AFLP marker tightly linked to apomixis reveals hemizygosity in a portion of the apomixis-controlling locus in Paspalum simplex.

A mapping population of Paspalum simplex segregating for apomixis (asexual reproduction through seeds) was screened with AFLPs to find apomixis-linked markers. Four AFLPs linked to apomixis in coupling phase were found. Three of them did not show recombinants among the 87 individuals of the mapping population, whereas the other was more loosely linked. Integrating the AFLP data with those obtained previously with rice RFLP anchor markers, a map was drawn for the chromosome region of P. simplex encompassing apomixis. We cloned the three AFLPs tightly linked with apomixis into plasmid vectors and used them as probes to hybridize the restriction digested DNA of the mapping population. Two of them revealed RFLP bands linked to apomixis together with other alleles, whereas one was proven to belong to a hemizygous portion of the apomixis locus. The total picture resulting from AFLP and RFLP analyses was that a cluster of markers tightly linked with apomixis was detected in P simplex together with two other markers that were more loosely linked. These two markers enclosed a relatively large chromosome segment characterized by strong repression of recombination. The block of recombination may have caused sequence divergence and, therefore, hemizygosity of some regions belonging to the apomixis-controlling chromosome segment of P. simplex. The potential of developing an apomixis-specific sequence for screening large-fragment libraries for the physical isolation of the locus encompassing apomixis is discussed.     

A haplotype-based algorithm for multilocus linkage disequilibrium mapping of quantitative trait loci with epistasis

For tightly linked loci, cosegregation may lead to nonrandom associations between alleles in a population. Because of its evolutionary relationship with linkage, this phenomenon is called linkage disequilibrium. Today, linkage disequilibrium-based mapping has become a major focus of recent genome research into mapping complex traits. In this article, we present a new statistical method for mapping quantitative trait loci (QTL) of additive, dominant, and epistatic effects in equilibrium natural populations. Our method is based on haplotype analysis of multilocus linkage disequilibrium and exhibits two significant advantages over current disequilibrium mapping methods. First, we have derived closed-form solutions for estimating the marker-QTL haplotype frequencies within the maximum-likelihood framework implemented by the EM algorithm. The allele frequencies of putative QTL and their linkage disequilibria with the markers are estimated by solving a system of regular equations. This procedure has significantly improved the computational efficiency and the precision of parameter estimation. Second, our method can detect marker-QTL disequilibria of different orders and QTL epistatic interactions of various kinds on the basis of a multilocus analysis. This can not only enhance the precision of parameter estimation, but also make it possible to perform whole-genome association studies. We carried out extensive simulation studies to examine the robustness and statistical performance of our method. The application of the new method was validated using a case study from humans, in which we successfully detected significant QTL affecting human body heights. Finally, we discuss the implications of our method for genome projects and its extension to a broader circumstance. The computer program for the method proposed in this article is available at the webpage http://www.ifasstat.ufl.edu/genome/~LD.     

Association mapping for phenological, morphological, and quality traits in canola quality winter rapeseed (Brassica napus L.)

QTL mapping by association analysis has recently gained interest in plant breeding research as an alternative to QTL mapping in segregating populations from biparental crosses. In a first experiment on whole-genome association analysis in rapeseed, 684 mapped AFLP markers were tested for association with 14 traits in a set of 84 canola quality winter rapeseed cultivars. For association analysis a general linear model was used. By testing significance of marker-trait associations against a false discovery rate of 0.2, between 1 and 34 associated markers were found for 10 of the 14 traits. Taking into account linkage disequilibrium between the significant markers, these markers represent between 1 and 22 putative QTL for the respective traits. The minimum phenotypic variance explained by the QTL for the different traits ranged from 15% to 53%. A subset of 27 markers were significantly associated with two or more traits. These markers were predominantly shared between traits that were significantly correlated at the phenotypic level. The results show clearly that in rapeseed, QTL mapping by association analysis is a viable alternative to QTL mapping in segregating populations.     

Generation and mapping of SCAR and CAPS markers linked to the seed coat color gene in Brassica napus using a genome-walking technique.

The yellow seed coat trait in No. 2127-17, a resynthesized purely yellow Brassica napus line, is controlled by a single partially dominant gene, Y. A double-haploid population derived from the F1 of No. 2127-17 x 'ZY821' was used to map the seed coat color phenotype. A combination of AFLP analysis and bulked segregant analysis identified 18 AFLP markers linked to the seed coat color trait. The 18 AFLP markers were mapped to a chromosomal region of 37.0 cM with an average of 2.0 cM between adjacent markers. Two markers, AFLP-K and AFLP-H, bracketed the Y locus in an interval of 1.0 cM, such that each was 0.5 cM away from the Y locus. Two other markers, AFLP-A and AFLP-B, co-segregated with the seed color gene. For ease of use in breeding programs, these 4 most tightly linked AFLP markers were converted into reliable PCR-based markers. SCAR-K, which was derived from AFLP-K, was assigned to linkage group 9 (N9) of a B. napus reference map consisting of 150 commonly used SSR (simple sequence repeat) markers. Furthermore, 2 SSR markers (Na14-E08 and Na10-B07) linked to SCAR-K on the reference map were reversely mapped to the linkage map constructed in this study, and also showed linkage to the Y locus. These linked markers would be useful for the transfer of the dominant allele Y from No. 2127-17 to elite cultivars using a marker-assisted selection strategy and would accelerate the cloning of the seed coat color gene.     

Comparative AFLP mapping in two hexaploid oat populations

Amplified fragment length polymorphisms (AFLPs) can be used to quickly develop linkage maps in plant species and are especially useful for crops with large genomes like oat (Avena sativa L., 2n=6x=42). High reproducibility and consistency are crucial if AFLP linkage maps are employed for comparative mapping. We mapped AFLP markers in combination with restriction fragment length polymorphism (RFLP) markers in two recombinant inbred populations of hexaploid oat in two laboratories to test the consistency of AFLP markers in a polyploid crop. Eight primer combinations produced 102 and 121 scoreable AFLP markers in the respective populations. In a population from the cross Kanota×Ogle, AFLP markers were placed onto a RFLP reference map consisting of 32 linkage groups. Nineteen linkage groups from another population from the cross Kanota×Marion were assigned to the reference map using AFLP and RFLP markers homologous to those used in the Kanota× Ogle cross. Reproducibility of AFLP assays was high in both laboratories and between laboratories. The AFLP markers were well-distributed across the genome in both populations. Many AFLP markers tended to extend the distance between adjacent RFLP markers in linkage analysis. Of the 27 polymorphic AFLPs common in both populations, 20 mapped to homologous linkage groups, 4 were unlinked in at least one population, and 3 mapped to different linkage groups in the two crosses. We believe that 1 of the 3 markers that mapped to a different linkage group in the two populations mapped to homoeologous linkage groups. The linkage map of hexaploid oat is not yet complete, and genomic rearrangements such as translocations exist among cultivars and are likely to account for the remaining two non-syntenous mapping results. AFLPs provide not only a fast and powerful tool for mapping but could be useful in characterizing genomic structural variations among germplasms in hexaploid oat. Received: 17 December 1999 / Accepted: 28 July 2000     

Molecular mapping of a fertility restorer gene for Owen cytoplasmic male sterility in sugar beet

We report here the molecular mapping of a fertility restorer gene (named Rf1) for Owen cytoplasmic male sterility in sugar beet. Eight AFLP and two RAPD markers, tightly linked to the Rf1 locus, were identified using bulked segregant analysis. Three AFLP markers, mAFEM972, mAFEM976 and mAFEM985, were found to co-segregate with the Rf1 allele in our mapping populations. With the help of RFLP markers, previously mapped on the sugar beet genome, we showed that Rf1 is positioned in the terminal region of linkage group Kiel III/Koeln IV. This map location agrees well with that found for the restorer gene X, which suggests that the Rf1 locus corresponds to the X locus. The availability of the molecular markers will facilitate the selection of maintainer–pollinator lines in breeding program and provide the foundation for map-based cloning of the Rf1 gene.     

Association mapping of seed oil content in Brassica napus and comparison with quantitative trait loci identified from linkage mapping

Association mapping has been used increasingly in natural populations with rich genetic diversity to detect DNA-based markers that are associated with important agronomic traits. Brassica napus is an important oil crop with limited genetic diversity. "New-type" B. napus that is introgressed with subgenomic components from related species has been developed to broaden the genetic basis of "traditional" B. napus. In this study, new-type B. napus lines and a collection of traditional B. napus varieties from different countries were used as two different populations to evaluate seed oil content and to determine the efficacy of association mapping by comparison with previous study of linkage mapping. Relatively rich genetic diversity, but a higher level of linkage disequilibrium was observed in the new-type B. napus as compared with the traditional B. napus. Similarly, a larger variation in oil content and a greater number of associated markers were detected in the population of new-type B. napus. Meanwhile, more than half of the genetic loci, to which the associated markers corresponded, were located within the quantitative trait loci intervals identified previously in linkage mapping experiments, which demonstrated the power of association mapping in B. napus.     

Identification, fine mapping and characterisation of a dwarf mutant (bnaC.dwf) in Brassica napus

In the present study, we have obtained one dwarf mutant (bnaC.dwf) from the Brassica napus inbred line T6 through chemical mutagen ethyl methanesulfonate (EMS). We have determined the phenotypic effects and genetic characteristics of dwarf mutant (bnaC.dwf). The dwarf mutant was insensitive to exogenous GA(3) for plant height, suggesting that it is significantly playing a crucial role in the gibberellins response pathway. Genetic analysis revealed that one recessive gene is responsible for controlling the phenotypic expression of dwarf mutant. Amplified Fragment Length Polymorphism (AFLP) technique was applied for selecting markers linked to the BnaC.DWF gene which assisted in screening of dwarf and normal individuals in the BC(4) population. We have screened 1,024 primer combinations and then identified nine AFLP markers linked to the BnaC.DWF gene. Identification and linkage of the markers were carried out by analysing 2,000 individuals from a larger population of the BC(4). Two markers EA10MC09 and EA12MC02 were located on the flanking region of the BnaC.DWF gene at a distance of 0.2 and 0.05 cM, respectively. Four AFLP markers EA09MG05, EA02MC07, EA01MC01 and EC04MC07 were successfully converted into Sequence Characterised Amplified Region markers namely SCA9G5, SCA2C7, SCA1C1 and SCC4C7. We further integrated BnaC.DWF linked Simple Sequence Repeat markers into two populations (Piquemal et al. Theor Appl Genet 111:1514-1523, 2005; Cheng et al. Theor Appl Genet 118:1121-1131, 2009). BnaC.DWF was mapped to the linkage region N18. The molecular markers developed from these investigations will greatly accelerate the selection process for developing dwarf varieties in B. napus by Marker Assisted Selection and genetic engineering.     

Molecular mapping of the rf1 gene for pollen fertility restoration in sorghum (Sorghum bicolor L.)

We report the molecular mapping of a gene for pollen fertility in A1 (milo) type cytoplasm of sorghum using AFLP and SSR marker analysis. DNA from an F₂ population comprised of 84 individuals was screened with AFLP genetic markers to detect polymorphic DNAs linked to fertility restoration. Fifteen AFLP markers were linked to fertility restoration from the initial screening with 49 unique AFLP primer combinations (+3/+3 selective bases). As many of these AFLP markers had been previously mapped to a high-density genetic map of sorghum, the target gene (rf1) could be mapped to linkage group H. Confirmation of the map location of rf1 was obtained by demonstrating that additional linkage group-H markers (SSR, STS, AFLP) were linked to fertility restoration. The closest marker, AFLP Xtxa2582, mapped within 2.4 cM of the target loci while two SSRs, Xtxp18 and Xtxp250, flanked the rf1 locus at 12 cM and 10.8 cM, respectively. The availability of molecular markers will facilitate the selection of pollen fertility restoration in sorghum inbred-line development and provide the foundation for map-based gene isolation. Received: 22 August 2000 / Accepted: 18 October 2000     

High-resolution genetic and physical mapping of the region containing the Bs2 resistance gene of pepper

The Bs2 resistance gene of pepper confers resistance against the bacterial pathogen Xanthomonas campestris pv. vesicatoria. As a first step toward isolation of the Bs2 gene, molecular markers tightly linked to the gene were identified by randomly amplified polymorphic DNA (RAPD) and amplified fragment length polymorphism (AFLP) analysis of near-isogenic lines. Markers flanking the locus were identified and a high-resolution linkage map of the region was developed. One AFLP marker, A2, was found to cosegregate with the locus, while two others, F1 and B3, flank the locus and are within 0.6 cM. Physical mapping of the A2 and F1 markers indicates that these markers may be within 150 kb of each other. Together, these results indicate that the Bs2 region may be cloned either by chromosome walker or landing. The linked markers were also used to characterize gamma-irradiation-induced mutants at the Bs2 locus. Received: 15 January 1999 / Accepted: 11 May 1999     

Population structure and linkage disequilibrium in Lupinus albus L. germplasm and its implication for association mapping

White lupin (Lupinus albus L.) has been around since 300 B.C. and is recognized for its ability to grow on poor soils and application as green manure in addition to seed harvest. The seed has very high levels of protein (33-47 %) and oil (6-13 %). It also has many secondary metabolites that are potentially of nutraceutical value to animals and humans. Despite such a great potential, lupins role in modern agriculture began only in the twentieth century. Although a large collection of Lupinus germplasm accessions is available worldwide, rarely have they been genetically characterized. Additionally, scarce genomic resources in terms of recombinant populations and genome information have been generated for L. albus. With the advancement in association mapping methods, the natural populations have the potential to replace the recombinant populations in gene mapping and marker-trait associations. Therefore, we studied the genetic similarity, population structure and marker-trait association in a USDA germplasm collection for their current and future application in this crop improvement. A total of 122 PI (Plant Inventory) lines were screened with 18 AFLP primer pairs that generated 2,277 fragments. A subset of 892 polymorphic markers with MAF >0.05 (minor allele frequency) were used for association mapping. The cluster analysis failed to group accessions on the basis of their passport information, and a weak structure and low linkage disequilibrium (LD) were observed indicating the usefulness of the collection for association mapping. Moreover, we were also able to identify two markers (a p value of 1.53 × 10(-4) and 2.3 × 10(-4)) that explained 22.69 and 20.5 % of seed weight variation determined using R (LR) (2) . The implications of lack of geographic clustering, population structure, low LD and the ability of AFLP to map seed weight trait using association mapping and the usefulness of the PI collections in breeding programs are discussed.     

Linkage disequilibrium: ancient history drives the new genetics

This brief review provides a summary of the biological causes of genetic association between tightly linked markers--termed linkage disequilibrium--and unlinked markers--termed population structure. We also review the utility of linkage disequilibrium data in gene mapping in isolated populations, in the estimation of recombination rates and in studying the history of particular alleles, including the detection of natural selection. We discuss current understanding of the extent and patterns of linkage disequilibrium in the genome, and its promise for genetic association studies in complex disease. Finally, we highlight the importance of using appropriate statistical procedures, such as the false discovery rate, to maximize the chances of success in large scale association studies.