The extent and distribution of linkage disequilibrium in a multi-hierarchic outbred canine pedigree

A canine integrated linkage-radiation map has been recently constructed by using microsatellite markers. This map, with a good coverage of the canine genome, allows for a genome-wide search for the extent and distribution of linkage disequilibrium derived from linkage and evolutionary forces. In this study, we genotyped an outbred pedigree between Labrador retriever and Greyhound breeds with a set of microsatellite markers (240) from the canine linkage map. Linkage disequilibrium was measured between all syntenic and nonsyntenic marker pairs. Analysis of syntenic pairs revealed a significant correlation (–0.229, P < 0.001) between linkage disequilibrium and genetic distance (log transformed). Significant linkage disequilibria were observed more frequently between syntenic pairs spaced <40 cM than those paced >40 cM. There is a clear trend for linkage disequilibrium to decline with marker distance. From our results, a genome-wide screen with markers at low to moderate density (1–2 per 10 cM) should take full advantage of linkage disequilibrium for quantitative trait locus mapping in dogs. This study supports the appropriateness of linkage disequilibrium analysis to detect and map quantitative trait loci underlying complex traits in dogs.     

Isolation and characterization of gene-derived single nucleotide polymorphism (SNP) markers in Scylla paramamosain

Single nucleotide polymorphisms (SNPs) are thought to be well suitable for genetic and evolutionary studies. In this study, we reported the first set of SNP markers in a commercially important crab species, Scylla paramamosain. A total of 12,500 base pairs high quality DNA sequences were obtained from 15 genes, and thirty-seven SNPs were identified, representing one SNP every 338 base pairs. Twenty-four SNPs were successfully genotyped in a single population. All loci had two alleles and the minor allele frequency ranged from 0.02 to 0.44. The observed and expected heterozygosity ranged from 0.04 to 0.59 and from 0.04 to 0.50, respectively. No significant departures from Hardy–Weinberg equilibrium at each locus was found. The linkage disequilibrium was detected in six loci pairs, but absent after sequential Bonferroni correction. These SNP markers will provide a useful addition to the genetic tools for genetic and evolutionary studies for S. paramamosain.     

Isolation and characterization of polymorphic microsatellite loci in Camellia nitidissima Chi (Theaceae)

? Premise of the study: Microsatellite markers were developed in Camellia nitidissima for further population genetic studies. ? Methods and Results: Eight microsatellite markers were newly developed from C. nitidissima and 7 were transferred from other Camellia species. Two to 13 alleles per locus were identified for these microsatellites. Observed and expected heterozygosities ranged from 0.040 to 0.909, and 0.184 to 0.916, respectively. Four loci showed a significant deviation from Hardy-Weinberg equilibrium and five locus pairs displayed linkage disequilibrium. ? Conclusions: These microsatellite markers will be useful to assess the genetic variation and genetic structure of C. nitidissima.     

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.     

Linkage disequilibrium between alleles at highly polymorphic mini- and micro-satellite loci of Theileria parva isolated from cattle in three regions of Kenya

Theileria parva schizont-infected lymphocyte culture isolates from western, central and coastal Kenya were analysed for size polymorphism at 30 T. parva-specific variable number tandem repeat (VNTR) loci using a panel of mini- and micro-satellite markers. The mean number of alleles ranged from 3 to 11 at individual loci and 183 distinct alleles were observed in total, indicating high genetic diversity within the T. parva gene pool in Kenyan cattle. The frequency distribution of the length variation of specific alleles among isolates ranged from normal to markedly discontinuous. Genetic relationships between isolates were analysed using standard indices of genetic distance. Genetic distances and dendrograms derived from these using neighbour-joining algorithms did not indicate significant clustering on a geographical basis. Analysis of molecular variance demonstrated that the genetic variation between individual isolates was 72%, but only 2.3% when isolates from different regions were pooled. Both these observations suggest minimal genetic sub-structuring relative to geographical origin. Linkage disequilibrium was observed between pairs of loci within populations, as in certain Ugandan T. parva populations. A novel observation was that disequilibrium was also detected between alleles at three individual pairs of VNTR loci when isolates from the three regional meta-populations were pooled for analysis.     

Linkage disequilibrium in European elite maize germplasm investigated with SSRs

Information about the extent and genomic distribution of linkage disequilibrium (LD) is of fundamental importance for association mapping. The main objectives of this study were to (1) investigate genetic diversity within germplasm groups of elite European maize (Zea mays L.) inbred lines, (2) examine the population structure of elite European maize germplasm, and (3) determine the extent and genomic distribution of LD between pairs of simple sequence repeat (SSR) markers. We examined genetic diversity and LD in a cross section of European and US elite breeding material comprising 147 inbred lines genotyped with 100 SSR markers. For gene diversity within each group, significant (P<0.05) differences existed among the groups. The LD was significant (P<0.05) for 49% of the SSR marker pairs in the 80 flint lines and for 56% of the SSR marker pairs in the 57 dent lines. The ratio of linked to unlinked loci in LD was 1.1 for both germplasm groups. The high incidence of LD suggests that the extent of LD between SSR markers should allow the detection of marker-phenotype associations in a genome scan. However, our results also indicate that a high proportion of the observed LD is generated by forces, such as relatedness, population stratification, and genetic drift, which cause a high risk of detecting false positives in association mapping.     

The peopling of São Tomé (Gulf of Guinea): origins of slave settlers and admixture with the Portuguese

The geographic origins of African slave settlers and the Portuguese genetic contribution to the population of S?o Tomé (Gulf of Guinea) were assessed through the analysis of beta-globin haplotypes in 44 chromosomes bearing the betaS allele and through the study of the genetic variation in eight autosomal markers (APOA1, AT3, FY, LPL, OCA2, RB1, Sb19.3, and GC) informative for admixture in a sample of 224 individuals. The observed betaS haplotype distribution (36.4% Bantu, 52.3% Benin, 4.5% Cameroon, 4.5% Senegal, and 2.3% atypical) is in accordance with the historical information on the major geographic sources of slave settlers of S?o Tomé, although it captures a more important contribution of Central-West Africa regions than previously anticipated. European admixture, estimated to be 10.7 +/- 0.9%, has created a considerable level of genetic structure, as indicated by the finding of significant linkage disequilibrium between 33% of unlinked marker loci pairs. Recent admixture was found to have an important contribution to these values, since removal of individuals with Portuguese or Cape Verdian parents or grandparents from the sample dropped the miscegenation level to 6.5 +/- 0.8% and reduced significant linkage disequilibrium to 11% of unlinked marker pairs. Taken together, these results indicate that the peopling of S?o Tomé might have provided one of the first examples of the combination of diverse African contributions and European admixture that emerged from the overseas population relocations promoted by the Atlantic slave trade.     

Isolation and characterization of 11 polymorphic microsatellite loci in the whitegirdled goby (Pterogobius zonoleucus) and cross-species amplification in the serpentine goby (P. elapoides)

Eleven polymorphic microsatellite markers were developed from a (CA)(n) -enrichment library of the whitegirdled goby (Pterogobius zonoleucus). Polymorphism at these loci ranged from 2 to 12 alleles, and observed and expected heterozygosities from 0.05 to 0.90 and from 0.05 and 0.86, respectively. All loci conformed to Hardy-Weinberg equilibrium, with no significant linkage disequilibrium between all locus pairs. Cross-species amplification tests were successful in P. elapoides, and most loci were polymorphic. These microsatellite markers will be useful in further population genetic studies of both species.     

Parent–child pair design for detecting gene–environment interactions in complex diseases

It is becoming clear that the etiology of complex diseases involves not only genetic and environmental factors but also gene–environment (GE) interactions. Therefore, it is important to take account of all these factors to improve the power of an epidemiological study design. We propose here a novel parent–child pair (PCP) design for this purpose. In comparison with conventional designs, this approach has the following advantages: (a) PCP is a 4 × 16 design consisting of pairs of parent–child (PC) genotype statuses, PC exposure statuses and PC disease statuses. Therefore, it utilizes more information than the traditional approaches in association studies; (b) It can determine whether findings in studies of association between disease and genetic or environmental factors and their interaction are spurious, arising from Hardy–Weinberg disequilibrium or the other factors; (c) Since the information from both parents and children of the PC pairs are used in this design, it has high power for detecting association of candidate gene, exposure with a complex disease and GE interaction. We also present a set of estimates of relative risks of candidate genes, exposures and GE interactions under the multiplicative model and a method for computing the sample size requirements to test for these relative risks in the context of the PCP design.     

Linkage Disequilibrium in Salt Tolerant Genotypes of Rice (Oryza sativa L)

Genome wide linkage disequilibrium (LD) was investigated in a set of 32 genotypes representing salt tolerant improved varieties and landraces and six salt sensitive genotypes of rice with 64 microsatellite markers to identify the genomic regions that are associated with salt tolerance in rice. Out of 64 markers analyzed, 36% SSR pairs exhibited significant LD at 0.05. A few regions were identified as targets of selection in 10 chromosomes with high r ² values. The model-based groups from Bayesian clustering analysis are largely consistent with known pedigrees of the lines. The increased percentage of association of SSR loci in the improved varieties indicated the role of selection in linkage disequilibrium especially for salt tolerance. LD was extended as far as 100 cM in the present study. Most of the markers (43.8%) with significant LD values were observed in the genomic regions of reported QTL for salt tolerance in rice.     

Assessment of genetic diversity and relationships of Krachaai Sayam,an endemic plant in Thailand using microsatellite markers

Nineteen microsatellite markers were developed from Boesenbergia siamensis (Gagnep.) P. Sirirugsa, an endemic plant of Kanchanaburi Province, Thailand and used to determine genetic diversity of this plant. The number of alleles of each locus varied from 4 to 16 in 25 individual samples. The average values of observed and expected heterozygosities were 0.577 and 0.804, respectively. The polymorphic information content value ranged between 0.486 and 0.912. Ten loci significantly deviated from Hardy–Weinberg equilibrium, and eight pairs of loci showed significant evidence of linkage disequilibrium. Moreover, these newly developed microsatellite markers were used to determine cross-species amplification with three samples each of B. thorelii (Gagnep.) Loes., B. rotunda (L.) Mansf. and Kaempferia parviflora Wall. Of the 19 markers developed, 13 (68.42%) primer pairs were able to be used with B. thorelii (Gagnep.) Loes. and K. parviflora Wall., while 12 (63.16%) primer pairs were able to be used with B. rotunda (L.) Mansf. These microsatellite markers will be useful for further genetic analysis of this endemic plant as well as related species.     

Identification of Genetic Loci Associated with Quality Traits in Almond via Association Mapping

To design an appropriate association study, we need to understand population structure and the structure of linkage disequilibrium within and among populations as well as in different regions of the genome in an organism. In this study, we have used a total of 98 almond accessions, from five continents located and maintained at the Centro de Investigación y Tecnología Agroalimentaria de Aragón (CITA; Spain), and 40 microsatellite markers. Population structure analysis performed in ‘Structure’ grouped the accessions into two principal groups; the Mediterranean (Western-Europe) and the non-Mediterranean, with K = 3, being the best fit for our data. There was a strong subpopulation structure with linkage disequilibrium decaying with increasing genetic distance resulting in lower levels of linkage disequilibrium between more distant markers. A significant impact of population structure on linkage disequilibrium in the almond cultivar groups was observed. The mean r² value for all intra-chromosomal loci pairs was 0.040, whereas, the r² for the inter-chromosomal loci pairs was 0.036. For analysis of association between the markers and phenotypic traits, five models comprising both general linear models and mixed linear models were selected to test the marker trait associations. The mixed linear model (MLM) approach using co-ancestry values from population structure and kinship estimates (K model) as covariates identified a maximum of 16 significant associations for chemical traits and 12 for physical traits. This study reports for the first time the use of association mapping for determining marker-locus trait associations in a world-wide almond germplasm collection. It is likely that association mapping will have the most immediate and largest impact on the tier of crops such as almond with the greatest economic value.     

Development and characterization of microsatellite markers in Populus euphratica (Populaceae)

In this study, we developed 12 microsatellite loci for Populus euphratica and checked their variability in 27 individuals. The number of alleles for 12 loci ranged from five to nine, the observed and expected heterozygosities ranged from 0.32 to 0.48 and from 0.53 to 0.67. Frequencies of null alleles of all loci are not significantly greater than zero. None of the loci showed significant deviation from Hardy-Weinberg equilibrium. No significant linkage disequilibrium was observed between pairs of studied loci. These markers are useful in studies of population genetic structure of P. euphratica.     

Modeling extent and distribution of zygotic disequilibrium: implications for a multigenerational canine pedigree

Unlike gametic linkage disequilibrium defined for a random-mating population, zygotic disequilibrium describes the nonrandom association between different loci in a nonequilibrium population that deviates from Hardy-Weinberg equilibrium. Zygotic disequilibrium specifies five different types of disequilibria simultaneously that are (1) Hardy-Weinberg disequilibria at each locus, (2) gametic disequilibrium (including two alleles in the same gamete, each from a different locus), (3) nongametic disequilibrium (including two alleles in different gametes, each from a different locus), (4) trigenic disequilibrium (including a zygote at one locus and an allele at the other), and (5) quadrigenic disequilibrium (including two zygotes each from a different locus). However, because of the uncertainty on the phase of the double heterozygote, gametic and nongametic disequilibria need to be combined into a composite digenic disequilibrium and further define a composite quadrigenic disequilibrium together with the quadrigenic disequilibrium. To investigate the extent and distribution of zygotic disequilibrium across the canine genome, a total of 148 dogs were genotyped at 247 microsatellite markers located on 39 pairs of chromosomes for an outbred multigenerational pedigree, initiated with a limited number of unrelated founders. A major portion of zygotic disequilibrium was contributed by the composite digenic and quadrigenic disequilibrium whose values and numbers of significant marker pairs are both greater than those of trigenic disequilibrium. All types of disequilibrium are extensive in the canine genome, although their values tend to decrease with extended map distances, but with a greater slope for trigenic disequilibrium than for the other types of disequilibrium. Considerable variation in the pattern of disequilibrium reduction was observed among different chromosomes. The results from this study provide scientific guidance about the determination of the number of markers used for whole-genome association studies.     

Isolation and characterization of microsatellite loci from the endangered highlands scrub hypericum (Hypericum cumulicola)

We report the isolation of 19 primer pairs for amplification of polymorphic microsatellite loci for Hypericum cumulicola. These markers were evaluated in 24 individuals from one population; two to four alleles were detected per locus, and observed heterozygosity ranged from 0 to 0.5. Two loci demonstrated significant heterozygote deficiencies, possibly due to null alleles, and significant linkage disequilibrium was found between six pairs of loci. The remaining microsatellite loci will help determine if genetic differentiation is responsible for life‐history differences between natural and anthropogenically disturbed populations of H. cumulicola.     

Linkage disequilibrium study of RFLPs detected at the human muscle nicotinic acetylcholine receptor subunit genes.

We screened DNA from unrelated individuals for RFLPs in the muscle nicotinic acetylcholine receptor (AcChoR) genes. These RFLP markers can be used for genetic linkage and association studies to test the hypothesis that receptor structure or regulation is involved in the development of myasthenia gravis (MG). The cDNAs from four subunits (alpha, beta, gamma, and delta) of the murine muscle AcChoR were used as probes to identify RFLPs in the homologous human genes. Digestion of DNA from 15 unrelated individuals with a set of 10 restriction enzymes revealed 11 RFLPs. At least one RFLP was found for each subunit gene. Eight RFLPs were found at the linked gamma and delta gene loci, six with minor allele frequencies greater than 15%, making that linkage group a very informative marker locus (PIC = .72). PIC values were calculated for the RFLPs from allele and haplotype frequency estimates obtained from a population sample of 53 individuals. The delta gene was assigned by in situ hybridization to region q31----q34 of chromosome 2. All pairs of RFLPs were analyzed for linkage disequilibrium. Of the 16 pairs of RFLPs from the same gene or from the linked gamma and delta genes, 13 pairs showed evidence of disequilibrium that was significant, with P less than .05. The implications of these results are discussed.     

Polymorphic microsatellite loci for the Japanese anchovy Engraulis japonicus (Engraulidae)

We isolated and characterized 14 polymorphic microsatellite loci in the Japanese anchovy (Engraulis japonicus) using a (GT)(13)-enriched genomic library. The numbers of alleles per locus ranged from 6 to 31, with a mean of 17.8. The observed and expected heterozygosities ranged from 0.180 to 0.949 and from 0.172 to 0.966, with means of 0.731 and 0.825, respectively. All 14 loci were in Hardy-Weinberg equilibrium and no significant linkage disequilibrium between loci pairs was detected. These microsatellite markers will be useful for analyzing the population genetic structure and gene flow of E. japonicus.     

Development and characterisation of microsatellite markers for the medicinal plant Scutellaria baicalensis (Lamiaceae)

Scutellaria baicalensis is a popular medicinal plant that is on the verge of extinction due to uncontrolled harvesting, habitat destruction and deterioration of its ecosystem. We isolated and characterised 21 microsatellite loci in this species. Ninety-four individuals from six populations were used to test the polymorphism of the microsatellite loci. The number of alleles per locus ranged from 1 to 13, with a mean of 7.2. Observed and expected heterozygosities varied from 0.000 to 1.000 and 0.000 to 0.938, respectively. Among these new microsatellite markers, only two loci showed significant deviation from Hardy–Weinberg equilibrium. No locus pairs showed significant linkage disequilibrium. The 21 primer pairs were tested in other Scutellaria species. Most of these primer pairs worked successfully, except for Scut18. These new microsatellite markers could be applied to investigate the genetic diversity and population genetic structure of S. baicalensis and its closely related species.     

Isolation and characterization of 12 microsatellite loci from cutlassfish (Trichiurus haumela)

The cutlassfish (Trichiurus haumela) is an important commercial fish species. In the present study, we report 12 polymorphic microsatellite DNA markers for cutlassfish. The number of alleles per locus ranged from 2 to 9 in a sample of 26 individuals. Observed and expected heterozygosities per locus varied from 0.2727 to 0.9583 and from 0.4059 to 0.7926, respectively. Two loci (Trha25 and Trha27) showed significant departure from Hardy–Weinberg equilibrium after sequential Bonferroni correction (P < 0.0042). No significant linkage disequilibrium between pairs of loci was found. These microsatellite markers provide powerful tools for investigating genetic population structure, population history and conservation management of cutlassfish. Jin-Zhen Bi and Chang-Wei Shao contributed equally to this work.