Average Map Density Research Articles

Quantitative trait loci analysis of nitrate-nitrogen content in Italian ryegrass (Lolium multiflorum Lam.)

Italian ryegrass (Lolium multiflorum Lam.) is widely cultivated in temperate regions owing to its excellent producibility and digestibility. Nitrogen is an essential nutrient for plant growth; however, the overuse of nitrogen fertilizers can lead to excessive accumulation of nitrate-nitrogen in Italian ryegrass, which can prove to be lethal for ruminants. To study the genetic control of the nitrate-nitrogen content in Italian ryegrass, an Italian ryegrass line LNG8 (with low 0.12% dry matter (DM) of nitrate-nitrogen) and a second line JFIR12 (with a “normal” 0.20% DM of nitrate-nitrogen) were pair-crossed and 190 F2 individuals derived from these were used to construct an SSR-based linkage map for conducting QTL analysis. A linkage map was constructed based on 212 Lolium SSR markers. The female parental map consisted of seven linkage groups (LGs) and had a total length of 714.1 cM with 178 loci and an average map density of 4.0 cM. The male parental map consisted of 7 LGs and had a total length of 737.4 cM with 199 loci and an average map density of 3.7 cM. We measured the nitrate-nitrogen content of the mapping population in three replicates (including the main stem and two tillers separated from the main stem) at the six-leaf stage. The nitrate-nitrogen content of the mapping population followed a normal distribution with a marginal skewness toward the lower parent. Our analysis revealed the presence of six QTLs on three LGs. A major QTL on LG1 was detected in all three replicates in both two-parental maps, which could explain 19.4%–29.9% of the phenotypic variation. Furthermore, based on the information of model plant species such as rice and Arabidopsis, we cloned six nitrogen metabolism-related genes and attempted to locate these on our linkage maps; however, none of these six genes were located in the demarcated QTL regions. These results will be useful for understanding the genetic bases of nitrate-nitrogen content in Italian ryegrass and the molecular cloning of QTLs for determination of nitrate-nitrogen content. The flanking markers of the QTLs will be helpful for breeding Italian ryegrass with low nitrate-nitrogen content.

Evidence of Allopolyploidy in Urochloa humidicola Based on Cytological Analysis and Genetic Linkage Mapping.

The African species Urochloa humidicola (Rendle) Morrone & Zuloaga (syn. Brachiaria humidicola (Rendle) Schweick.) is an important perennial forage grass found throughout the tropics. This species is polyploid, ranging from tetra to nonaploid, and apomictic, which makes genetic studies challenging; therefore, the number of currently available genetic resources is limited. The genomic architecture and evolution of U. humidicola and the molecular markers linked to apomixis were investigated in a full-sib F1 population obtained by crossing the sexual accession H031 and the apomictic cultivar U. humidicola cv. BRS Tupi, both of which are hexaploid. A simple sequence repeat (SSR)-based linkage map was constructed for the species from 102 polymorphic and specific SSR markers based on simplex and double-simplex markers. The map consisted of 49 linkage groups (LGs) and had a total length of 1702.82 cM, with 89 microsatellite loci and an average map density of 10.6 cM. Eight homology groups (HGs) were formed, comprising 22 LGs, and the other LGs remained ungrouped. The locus that controls apospory (apo-locus) was mapped in LG02 and was located 19.4 cM from the locus Bh027.c.D2. In the cytological analyses of some hybrids, bi- to hexavalents at diakinesis were observed, as well as two nucleoli in some meiocytes, smaller chromosomes with preferential allocation within the first metaphase plate and asynchronous chromosome migration to the poles during anaphase. The linkage map and the meiocyte analyses confirm previous reports of hybridization and suggest an allopolyploid origin of the hexaploid U. humidicola. This is the first linkage map of an Urochloa species, and it will be useful for future quantitative trait locus (QTL) analysis after saturation of the map and for genome assembly and evolutionary studies in Urochloa spp. Moreover, the results of the apomixis mapping are consistent with previous reports and confirm the need for additional studies to search for a co-segregating marker.

A consensus map of rapeseed (Brassica napus L.) based on diversity array technology markers: applications in genetic dissection of qualitative and quantitative traits

BackgroundDense consensus genetic maps based on high-throughput genotyping platforms are valuable for making genetic gains in Brassica napus through quantitative trait locus identification, efficient predictive molecular breeding, and map-based gene cloning. This report describes the construction of the first B. napus consensus map consisting of a 1,359 anchored array based genotyping platform; Diversity Arrays Technology (DArT), and non-DArT markers from six populations originating from Australia, Canada, China and Europe. We aligned the B. napus DArT sequences with genomic scaffolds from Brassica rapa and Brassica oleracea, and identified DArT loci that showed linkage with qualitative and quantitative loci associated with agronomic traits.ResultsThe integrated consensus map covered a total of 1,987.2 cM and represented all 19 chromosomes of the A and C genomes, with an average map density of one marker per 1.46 cM, corresponding to approximately 0.88 Mbp of the haploid genome. Through in silico physical mapping 2,457 out of 3,072 (80%) DArT clones were assigned to the genomic scaffolds of B. rapa (A genome) and B. oleracea (C genome). These were used to orientate the genetic consensus map with the chromosomal sequences. The DArT markers showed linkage with previously identified non-DArT markers associated with qualitative and quantitative trait loci for plant architecture, phenological components, seed and oil quality attributes, boron efficiency, sucrose transport, male sterility, and race-specific resistance to blackleg disease.ConclusionsThe DArT markers provide increased marker density across the B. napus genome. Most of the DArT markers represented on the current array were sequenced and aligned with the B. rapa and B. oleracea genomes, providing insight into the Brassica A and C genomes. This information can be utilised for comparative genomics and genomic evolution studies. In summary, this consensus map can be used to (i) integrate new generation markers such as SNP arrays and next generation sequencing data; (ii) anchor physical maps to facilitate assembly of B. napus genome sequences; and (iii) identify candidate genes underlying natural genetic variation for traits of interest.

An international reference consensus genetic map with 897 marker loci based on 11 mapping populations for tetraploid groundnut (Arachis hypogaea L.).

Only a few genetic maps based on recombinant inbred line (RIL) and backcross (BC) populations have been developed for tetraploid groundnut. The marker density, however, is not very satisfactory especially in the context of large genome size (2800 Mb/1C) and 20 linkage groups (LGs). Therefore, using marker segregation data for 10 RILs and one BC population from the international groundnut community, with the help of common markers across different populations, a reference consensus genetic map has been developed. This map is comprised of 897 marker loci including 895 simple sequence repeat (SSR) and 2 cleaved amplified polymorphic sequence (CAPS) loci distributed on 20 LGs (a01–a10 and b01–b10) spanning a map distance of 3, 863.6 cM with an average map density of 4.4 cM. The highest numbers of markers (70) were integrated on a01 and the least number of markers (21) on b09. The marker density, however, was lowest (6.4 cM) on a08 and highest (2.5 cM) on a01. The reference consensus map has been divided into 20 cM long 203 BINs. These BINs carry 1 (a10_02, a10_08 and a10_09) to 20 (a10_04) loci with an average of 4 marker loci per BIN. Although the polymorphism information content (PIC) value was available for 526 markers in 190 BINs, 36 and 111 BINs have at least one marker with >0.70 and >0.50 PIC values, respectively. This information will be useful for selecting highly informative and uniformly distributed markers for developing new genetic maps, background selection and diversity analysis. Most importantly, this reference consensus map will serve as a reliable reference for aligning new genetic and physical maps, performing QTL analysis in a multi-populations design, evaluating the genetic background effect on QTL expression, and serving other genetic and molecular breeding activities in groundnut.

A High Density Consensus Map of Rye (Secale cereale L.) Based on DArT Markers

BackgroundRye (Secale cereale L.) is an economically important crop, exhibiting unique features such as outstanding resistance to biotic and abiotic stresses and high nutrient use efficiency. This species presents a challenge to geneticists and breeders due to its large genome containing a high proportion of repetitive sequences, self incompatibility, severe inbreeding depression and tissue culture recalcitrance. The genomic resources currently available for rye are underdeveloped in comparison with other crops of similar economic importance. The aim of this study was to create a highly saturated, multilocus linkage map of rye via consensus mapping, based on Diversity Arrays Technology (DArT) markers.Methodology/Principal FindingsRecombinant inbred lines (RILs) from 5 populations (564 in total) were genotyped using DArT markers and subjected to linkage analysis using Join Map 4.0 and Multipoint Consensus 2.2 software. A consensus map was constructed using a total of 9703 segregating markers. The average chromosome map length ranged from 199.9 cM (2R) to 251.4 cM (4R) and the average map density was 1.1 cM. The integrated map comprised 4048 loci with the number of markers per chromosome ranging from 454 for 7R to 805 for 4R. In comparison with previously published studies on rye, this represents an eight-fold increase in the number of loci placed on a consensus map and a more than two-fold increase in the number of genetically mapped DArT markers.Conclusions/SignificanceThrough the careful choice of marker type, mapping populations and the use of software packages implementing powerful algorithms for map order optimization, we produced a valuable resource for rye and triticale genomics and breeding, which provides an excellent starting point for more in-depth studies on rye genome organization.

Genetic Linkage Map of a High Yielding FELDA Deli×Yangambi Oil Palm Cross

Enroute to mapping QTLs for yield components in oil palm, we constructed the linkage map of a FELDA high yielding oil palm (Elaeis guineensis), hybrid cross. The parents of the mapping population are a Deli dura and a pisifera of Yangambi origin. The cross out-yielded the average by 8–21% in four trials all of which yielded comparably to the best current commercial planting materials. The higher yield derived from a higher fruit oil content. SSR markers in the public domain - from CIRAD and MPOB, as well as some developed in FELDA - were used for the mapping, augmented by locally-designed AFLP markers. The female parent linkage map comprised 317 marker loci and the male parent map 331 loci, both in 16 linkage groups each. The number of markers per group ranged from 8–47 in the former and 12–40 in the latter. The integrated map was 2,247.5 cM long and included 479 markers and 168 anchor points. The number of markers per linkage group was 15–57, the average being 29, and the average map density 4.7 cM. The linkage groups ranged in length from 77.5 cM to 223.7 cM, with an average of 137 cM. The map is currently being validated against a closely related population and also being expanded to include yield related QTLs.

Construction of a simple sequence repeat marker-based genetic linkage map in the autotetraploid forage grass Dactylis glomerata L.

A molecular linkage map was developed for the tetraploid orchardgrass (Dactylis glomerata L.) from an F1 pseudo-testcross population of 76 individuals derived from the cross between two individual plants of Akimidori, a Japanese cultivar and Loke, a Swedish cultivar. Two simple sequence repeat (SSR)-based parental linkage maps were constructed from 314 polymorphic homologous SSR markers derived from the same species. The Akimidori map consisted of 24 linkage groups (LGs) and had a total length of 562 cM, with 168 loci and an average map density of 3.3 cM. Five homologous LGs were detected on this map. The Loke map consisted of 26 LGs and had a total length of 745 cM, with 227 loci and an average map density of 3.3 cM. Seven homologous LGs were detected on this map. A consensus map with seven homologous LGs was developed from these using TetraploidMap software based on the double-simplex (segregated as 3:1) and duplex (segregated as 5:1) markers. This is the first linkage map of the tetraploid Dactlysis and these maps will be useful for quantitative trait locus (QTL) analysis, marker-assisted selection and breeding for important traits in orchardgrass in the future.

Construction of a high-density SSR marker-based linkage map of zoysiagrass (Zoysia japonica Steud.)

A consensus genetic linkage map with 447 SSR markers was constructed for zoysiagrass (Zoysia japonica Steud.), using 86 F1 individuals from the cross ‘Muroran 2’ × ‘Tawarayama Kita 1’. The consensus map identified 22 linkage groups and had a total length of 2,009.9 cM, with an average map density of 4.8 cM. When compared with a previous AFLP-SSR linkage map, the SSR markers from each linkage group mapped to similar positions in both maps. Eight pairs of linkage groups from the AFLP-SSR map were joined into eight new groups in the current map. This zoysiagrass consensus map contained 35 SSR markers exhibiting high homology with rice genomic sequences from known chromosomal locations. This allowed synteny to be identified between Zoysiagrass linkage groups 2, 3, 9, 19 and rice chromosomes 3, 12, 2, 7 respectively. These results provide important comparative genomics information and the new map is now available for quantitative trait locus analysis, marker-assisted selection and breeding for important traits in zoysiagrass.

Development of an STS map of an interspecific progeny of Malus

Simple sequence repeat (SSR) markers developed from Malus, as well as Prunus, Pyrus and Sorbus, and some other sequence-tagged site (STS) loci were analysed in an interspecific F1 apple progeny from the cross ‘Fiesta’ × ‘Totem’ that segregated for several agronomic characters. A linkage map was constructed using 259 STS loci (247 SSRs, four SCARs and eight known-function genes) and five genes for agronomic traits—scab resistance (Vf), mildew resistance (Pl-2), columnar growth habit (Co), red tissues (Rt) and green flesh background colour (Gfc). Ninety SSR loci and three genes (ETR1, Rt and Gfc) were mapped for the first time in apple. The transferability of markers from other Maloideae to Malus was found to be around 44%. The loci are spread across 17 linkage groups, corresponding to the basic chromosome number of Malus and cover 1,208 cM, approximately 85% of the estimated length of the apple genome. Interestingly, we have extended the top of LG15 with eight markers covering 25 cM. The average map density is 4.7 cM per marker; however, marker density varies greatly between linkage groups, from 2.5 in LG14 to 8.9 in LG7, with some areas of the genome still in need of further STS markers for saturation.

A genome-wide scan for body mass index among Nigerian families.

Interest in mapping genetic variants that are associated with obesity remains high because of the increasing prevalence of obesity and its complications worldwide. Data on genetic determinants of obesity in African populations are rare. We have undertaken a genome-wide scan for body mass index (BMI) in 182 Nigerian families that included 769 individuals. The prevalence of obesity was only 5%, yet polygenic heritability for BMI was in the expected range (0.46 +/- 0.07). Tandem repeat markers (402) were typed across the genome with an average map density of 9 cM. Pedigree-based analysis using a variance components linkage model demonstrated evidence for linkage on chromosome 7 (near marker D7S817 at 7p14) with a logarithm of odds (LOD) score of 3.8 and on chromosome 11 (marker D11S2000 at 11q22) with an LOD score of 3.3. Weaker evidence for linkage was found on chromosomes 1 (1q21, LOD = 2.2) and 8 (8p22, LOD = 2.3). Several candidate genes, including neuropeptide Y, DRD2, APOA4, lamin A/C, and lipoprotein lipase, lie in or close to the chromosomal regions where strong linkage signals were found. The findings of this study suggest that, as in other populations with higher prevalences of obesity, positive linkage signals can be found on genome scans for obesity-related traits. Follow-up studies may be warranted to investigate these linkages, especially the one on chromosome 11, which has been reported in a population at the opposite end of the BMI distribution.

Identification of susceptibility loci for nonsyndromic cleft lip with or without cleft palate in a two stage genome scan of affected sib-pairs.

Nonsyndromic cleft lip with or without cleft palate (CL/P) is a complex disorder of multigenic origin involving between two and ten loci. Linkage and association studies of CL/P have implicated a number of candidate genes and regions but have often proved difficult to replicate. Here, we report the findings from a two-stage genome-wide scan of 92 affected sib-pairs to identify susceptibility loci to CL/P. An initial set of 400 microsatellite markers was used, with an average spacing of 10 cM throughout the genome. Eleven regions on eight chromosomes were found to have a P-value smaller than 0.05. These eight chromosomes were then further mapped with a second set of markers to increase the average map density to 5 cM. In seven out of eleven areas densely mapped, significance was markedly increased by decreasing the marker interval. Excessive allele sharing was found at 1p (NPL=2.35, P=0.009, MLS=1.51), 2p (NPL=1.77, P= 0.04, MLS=0.66), 6p (NPL=2.35, P=0.009, MLS=1.34), 8q (NPL=2.15, P=0.015, MLS= 1.51) 11 cen (NPL=2.70, P=0.003, MLS=2.10), 12q (NPL=2.08, P=0.02, MLS= 1.5), 16p (NPL=2.1, P=0.018, MLS=0.97) and Xcen-q (NPL=2.40, P=0.008, MLS=2.68). Although none reached the level required for significant susceptibility loci, two of these areas have previously been implicated in CL/P, viz. 2p13, an area harbouring the TGFA gene, and 6p23-24. We also demonstrate highly suggestive linkage to a susceptibility locus for nonsyndromic clefting on the X chromosome. Further studies are currently underway to replicate these findings in a larger cohort of affected sib-pairs.

Construction of a saturated linkage map for Prunus using an almond×peach F2 progeny

A map with 246 markers (11 isozymes and 235 RFLPs) was constructed using an interspecific F2 population between almond (cv Texas) and peach (cv Earlygold). RFLPs were obtained using 213 probes from the genomic and cDNA libraries of different species (almond, peach, P. ferganensis, cherry, plum and apple), including 16 almond probes which correspond to known genes. All markers were distributed in eight linkage groups, the same as the basic chromosome number of the genus, covering a total distance of 491 cM. The average map density was 2.0 cM/marker and only four gaps of 10 cM or more were found; the two largest gaps were 12cM each. This map was compared with one constructed previously with an intraspecific almond population sharing 67 anchor loci. Locus order was nearly identical and distances were not significantly different. A large proportion of the mapped loci (46%) had skewed segregations; in approximately half of them, the distortion was due to an excess of heterozygotes. One of the distorted regions could be associated with the position of the self-incompatibility gene of almond.

A susceptibility locus for early-onset non-insulin dependent (type 2) diabetes mellitus maps to chromosome 20q, proximal to the phosphoenolpyruvate carboxykinase gene.

Several candidate genes for non-insulin-dependent diabetes mellitus (NIDDM) map on chromosome 20, including the phosphoenolpyruvate carboxykinase gene (PCK1) and one of the maturity onset diabetes of the young genes (MODY1). Thus, we have investigated the entire long arm of chromosome 20. Linkage analyses were conducted in a total sample of 148 NIDDM families (301 NIDDM sib pairs) and in a subset of 42 early onset NIDDM families, where genetic components are likely to play a more important role (55 NIDDM sib pairs diagnosed at or before 45 years of age), using 10 highly polymorphic markers with an average map density of 7.5 cM. Using affected sib pair methods (two-point linkage and multipoint linkage analyses), significant results were obtained with the 20q13 region, in the vicinity of the PCK1 locus, only in the subset of 55 early onset NIDDM sib pairs (multipoint MLS = 2.74, P = 0.0004; MLS = 2.34, P = 0.0009 when using a conservative weighting procedure). Moreover, another region spanning the ribophorin II (RPNII, phospholipase C (PLC1) and adenosine deaminase (ADA) loci suggested linkage with NIDDM (multipoint MLS of 1.81 in all NIDDM sib pairs, P = 0.003; MLS = 1.31, P = 0.012 when using a conservative weighting procedure). Whereas our study suggests the location of a susceptibility locus for early onset NIDDM in the PCK1 gene region, further investigation in larger data sets is required to confirm these results and assess the role of other regions on chromosome 20q in human NIDDM.

Fine-mapping of shotgun template-libraries; an efficient strategy for the systematic sequencing of genomic DNA.

To test the effectiveness of ordering shotgun DNA-templates prior to sequence analysis, the 450 kb left arm of yeast chromosome XII was randomly subcloned into a phagemid vector. Clones were ordered by hybridisation to an average map density of one new insert every 125 bp and are currently used for sequencing the chromosomal fragment. An 11.5 kb overlap between the template map and a DNA fragment that had been sequenced earlier allowed an independent evaluation of the strategy's effectiveness. To this end, clones were selected from the map and tag-sequenced from either end, thus comparing the map position with the actual location within the 11.5 kb. Of 65 selected clones, taken mostly at random from a total of 423, 58 mapped on average about a quarter of a clone length around their predicted position, with the other seven being between 0.6 and 1.5 clone length off. 75-86 sequencing reactions on clones selected from the map would have been sufficient for completely sequencing both strands of the 11.5 kb fragment. The results demonstrate the efficacy of such template sorting, considerably assisting sequencing at relatively little cost on the mapping level.

Quantitative trait locus effects and environmental interaction in a sample of North American barley germ plasm

Quantitative trait locus (QTL) and QTL x environment (E) interaction effects for agronomic and malting quality traits were measured using a 123-point linkage map and multi-environment phenotype data from an F1-derived doubled haploid population of barley (Hordeum vulgare). The QTL × E interactions were due to differences in magnitude of QTL effects. Highly significant QTL effects were found for all traits at multiple sites in the genome. Yield QTL peaks and support intervals often coincided with plant height and lodging QTL peaks and support intervals. QTL were detected in the vicinity of a previously mapped Mendelian maturity locus and known function probes forα- andβ-amylase genes. The average map density (9.6 cM) should be adequate for molecular marker-assisted selection, particularly since there were few cases of alternative favorable alleles for different traits mapping to the same or adjacent intervals.

The effect of noise on entropy.

A complementary relationship between the entropy (S) and the variance (sigma(2)) of an electron-density map is derived by approximating the logarithmic term in the entropy expression by a series expansion around the average map density. The resulting expression is S approximately ln N - 1/2sigma(2), where N is the number of grid points and sigma is the r.m.s. deviation from the mean in a map normalized to unit mean. The algebraic expression is of interest because it is consistent with and allows numerical evaluation of the surprising argument that noise decreases the entropy of a map. The argument is that a noise contribution by itself generates a certain variance that is independent of the atomic structure and that adds to the variance due to the structure. Increased variance corresponds to decreased entropy. This property of noise provides an intuitively reasonable justification for maximizing the entropy of an electron-density map in the quest for more readily interpretable maps of macromolecules. The entropy-variance relationship also extends the range of applicability of the entropy concept to maps with a limited amount of negative density. The approximation which leads to the entropy-variance relationship is most applicable where it is most likely to be useful - in experimental maps of relatively low structure definition.