Impact of QTL properties on the accuracy of multi-breed genomic prediction

Background

Although simulation studies show that combining multiple breeds in one reference population increases accuracy of genomic prediction, this is not always confirmed in empirical studies. This discrepancy might be due to the assumptions on quantitative trait loci (QTL) properties applied in simulation studies, including number of QTL, spectrum of QTL allele frequencies across breeds, and distribution of allele substitution effects. We investigated the effects of QTL properties and of including a random across- and within-breed animal effect in a genomic best linear unbiased prediction (GBLUP) model on accuracy of multi-breed genomic prediction using genotypes of Holstein-Friesian and Jersey cows.

Methods

Genotypes of three classes of variants obtained from whole-genome sequence data, with moderately low, very low or extremely low average minor allele frequencies (MAF), were imputed in 3000 Holstein-Friesian and 3000 Jersey cows that had real high-density genotypes. Phenotypes of traits controlled by QTL with different properties were simulated by sampling 100 or 1000 QTL from one class of variants and their allele substitution effects either randomly from a gamma distribution, or computed such that each QTL explained the same variance, i.e. rare alleles had a large effect. Genomic breeding values for 1000 selection candidates per breed were estimated using GBLUP modelsincluding a random across- and a within-breed animal effect.

Results

For all three classes of QTL allele frequency spectra, accuracies of genomic prediction were not affected by the addition of 2000 individuals of the other breed to a reference population of the same breed as the selection candidates. Accuracies of both single- and multi-breed genomic prediction decreased as MAF of QTL decreased, especially when rare alleles had a large effect. Accuracies of genomic prediction were similar for the models with and without a random within-breed animal effect, probably because of insufficient power to separate across- and within-breed animal effects.

Conclusions

Accuracy of both single- and multi-breed genomic prediction depends on the properties of the QTL that underlie the trait. As QTL MAF decreased, accuracy decreased, especially when rare alleles had a large effect. This demonstrates that QTL properties are key parameters that determine the accuracy of genomic prediction.

Electronic supplementary material

The online version of this article (doi:10.1186/s12711-015-0124-6) contains supplementary material, which is available to authorized users.     

A holistic high-throughput screening framework for biofuel feedstock assessment that characterises variations in soluble sugars and cell wall composition in <Emphasis Type="Italic">Sorghum bicolor</Emphasis>

Background

A major hindrance to the development of high yielding biofuel feedstocks is the ability to rapidly assess large populations for fermentable sugar yields. Whilst recent advances have outlined methods for the rapid assessment of biomass saccharification efficiency, none take into account the total biomass, or the soluble sugar fraction of the plant. Here we present a holistic high-throughput methodology for assessing sweet Sorghum bicolor feedstocks at 10 days post-anthesis for total fermentable sugar yields including stalk biomass, soluble sugar concentrations, and cell wall saccharification efficiency.

Results

A mathematical method for assessing whole S. bicolor stalks using the fourth internode from the base of the plant proved to be an effective high-throughput strategy for assessing stalk biomass, soluble sugar concentrations, and cell wall composition and allowed calculation of total stalk fermentable sugars. A high-throughput method for measuring soluble sucrose, glucose, and fructose using partial least squares (PLS) modelling of juice Fourier transform infrared (FTIR) spectra was developed. The PLS prediction was shown to be highly accurate with each sugar attaining a coefficient of determination (R ² ) of 0.99 with a root mean squared error of prediction (RMSEP) of 11.93, 5.52, and 3.23 mM for sucrose, glucose, and fructose, respectively, which constitutes an error of <4% in each case. The sugar PLS model correlated well with gas chromatography–mass spectrometry (GC-MS) and brix measures. Similarly, a high-throughput method for predicting enzymatic cell wall digestibility using PLS modelling of FTIR spectra obtained from S. bicolor bagasse was developed. The PLS prediction was shown to be accurate with an R ² of 0.94 and RMSEP of 0.64 μg.mgDW^-1.h^-1.

Conclusions

This methodology has been demonstrated as an efficient and effective way to screen large biofuel feedstock populations for biomass, soluble sugar concentrations, and cell wall digestibility simultaneously allowing a total fermentable yield calculation. It unifies and simplifies previous screening methodologies to produce a holistic assessment of biofuel feedstock potential.

     

Coupling of M3 Acetylcholine Receptor to Gq16 Activates a Natriuretic Peptide Receptor Guanylyl Cyclase

Muscarinic activation of tracheal smooth muscle (TSM) involves a M₃AChR/heterotrimeric-G protein/NPR-GC coupling mechanism. G protein activators Mastoparan (MAS) and Mastoparan-7 stimulated 4- and 10-fold the NPR-GC respectively, being insensitive to PTX and antibodies against Gα_i/o subfamily. Muscarinic and MAS stimulation of NPR-GC was blocked by antibodies against C-terminal of Gα_q16, whose expression was confirmed by RT-PCR. However, synthetic peptides from C-terminal of Gα_q15/16 stimulated the NPR-GC. Coupling of α_q16 to M₃AChR is supported by MAS decreased [³H]QNB binding, being abolished after M₃AChR-4-DAMP-alkylation. Anti-i₃M₃AChR antibodies blocked the muscarinic activation of NPR-GC, and synthetic peptide from i₃M₃AChR (M₃P) was more potent than MAS increasing GTPγ [³⁵S] and decreasing the [³H]QNB activities. Coupling between NPR-GC and Gα_q16 was evaluated by using trypsin-solubilized-fraction from TSM membranes, which displayed a MAS-sensitive-NPR-GC activity, being immunoprecipitated with anti-Gα_q16, also showing an immunoreactive heterotrimeric-G-β -subunit. These data support the existence of a novel transducing cascade, involving Gα_q16β γ coupling M₃AChR to NPR-GC.     

Production of Diamino propionic acid ammonia lyase by a new strain of Salmonella typhimurium PU011

Background  

Seeds of the legume plant Lathyrus sativus, which is grown in arid and semi arid tropical regions, contain Diamino Propionic acid (DAP). DAP is a neurotoxin, which, when consumed, causes a disease called Lathyrism. Lathryrism may manifest as Neurolathyrism or Osteolathyrism, in which the nervous system, and bone formation respectively, are affected. DAP ammonia lyase is produced by a few microorganisms such as Salmonella typhi, Salmonella typhimurium and Pseudomonas, and is capable of detoxifying DAP.     

Interaction of Mycobacterium ulcerans with Mosquito Species: Implications for Transmission and Trophic Relationships

Mycobacterium ulcerans is the causative agent of Buruli ulcer, a severe necrotizing skin disease that causes significant morbidity in Africa and Australia. Person-to-person transmission of Buruli ulcer is rare. Throughout Africa and Australia infection is associated with residence near slow-moving or stagnant water bodies. Although M. ulcerans DNA has been detected in over 30 taxa of invertebrates, fish, water filtrate, and plant materials and one environmental isolate cultured from a water strider (Gerridae), the invertebrate taxa identified are not adapted to feed on humans, and the mode of transmission for Buruli ulcer remains an enigma. Recent epidemiological reports from Australia describing the presence of M. ulcerans DNA in adult mosquitoes have led to the hypothesis that mosquitoes play an important role in the transmission of M. ulcerans. In this study we have investigated the potential of mosquitoes to serve as biological or mechanical vectors or as environmental reservoirs for M. ulcerans. Here we show that Aedes aegypti, A. albopictus, Ochlerotatus triseriatus, and Culex restuans larvae readily ingest wild-type M. ulcerans, isogenic toxin-negative mutants, and Mycobacterium marinum isolates and remain infected throughout larval development. However, the infections are not carried over into the pupae or adult mosquitoes, suggesting an unlikely role for mosquitoes as biological vectors. By following M. ulcerans through a food chain consisting of primary (mosquito larvae), secondary (predatory mosquito larva from Toxorhynchites rutilus septentrionalis), and tertiary (Belostoma species) consumers, we have shown that M. ulcerans can be productively maintained in an aquatic food web.Infection with Mycobacterium ulcerans, the causative agent of Buruli ulcer (BU) disease, is associated with residence near stagnant and slow-moving water bodies in areas in which the disease is endemic (5, 36, 40, 45, 50). A plasmid-encoded macrolide toxin, mycolactone, is the primary virulence determinant of M. ulcerans (8, 41). Biting aquatic insects, such as several taxa in the Belostomatidae and Naucoridae families (Hemiptera), have been suggested as possible vectors of M. ulcerans in several laboratory experiments (16, 19, 20, 24, 31, 32); however, there is little empirical evidence from field studies to support the contention that these biting insects vector M. ulcerans to humans (2). In Melbourne, Australia, recent epidemiological evidence suggests that mosquitoes may serve as vectors in the transmission of BU disease (10, 11, 12, 34, 35). In this study, 957 pools consisting of over 11,000 mosquitoes of four different species were collected and tested by quantitative PCR (qPCR) for the presence of M. ulcerans DNA, and positive results were obtained from 48 of 957 pools tested (10). Of the 48 positive pools, 13 were positive for PCR directed against two insertion sequences (IS2404 and IS2606) as well as against sequence based on the ketoreductase domain of the mycolactone toxin genes. Because all of these target sequences are present multiple times in the genome, it was difficult to assign genome equivalents to these results. However, data from laboratory experiments suggested that 10 to 100 M. ulcerans isolates per mosquito were present in the positive pools. Epidemiological work also suggested a seasonal relationship between Buruli ulcer and mosquito-vectored diseases in Australia (12). These studies are extremely provocative and raise a number of questions for further work. What is the prevalence of M. ulcerans in other invertebrate taxa in the same environment? What is the infection rate in equal numbers of mosquitoes collected from areas in which the disease is not endemic? Is it possible to obtain physical evidence for the presence of M. ulcerans through microscopy or culture of mosquitoes in areas in which the disease is endemic, and, finally, what can we learn from laboratory studies concerning the interaction between mosquitoes and M. ulcerans?The recent work from Australia suggesting that M. ulcerans is spread by mosquitoes is particularly significant because adult mosquitoes are the most important group of insects in the spread of human disease. They may serve as biological vectors that provide a major environment for pathogen replication, as in malaria or yellow fever, or as mechanical vectors that carry organisms between hosts without serving as a site of replication (1, 4, 7, 9, 38). Larval mosquitoes are common in habitats associated with BU disease, most notably lentic or standing water habitats, and feed by filtering particles in the water using labral head fans (21). Members of some genera (i.e., Anopheles) aggregate at the air-water interface in microlayers near plant stems and algal mats (27, 28, 46), where they feed on microorganisms such as bacteria and algae (47). Because of their collecting-filtering feeding mode, there is potential for larvae to consume M. ulcerans and concentrate mycobacteria through their feeding activities (22, 23).In Ghana, the occurrence of M. ulcerans among invertebrate communities in lentic habitats has been documented from regions in Ga West and Ga East Districts in which the disease is endemic as well as those in which it is not endemic (2, 49) but not in geographically distinct areas in which the disease is not endemic such as the Volta region (49). M. ulcerans has been identified in a suite of environmental samples such as filtered water, biofilms, and algae as well as among a broad spectrum of invertebrate taxa, including both larval and adult mosquitoes (2, 11, 17, 49). However, the replication and trophic movement of M. ulcerans within these environmental samples and invertebrate communities have not been experimentally investigated. Conceptual models have been proposed that assume that the primary consumers of M. ulcerans (e.g., mosquito larvae, cladocerans, and chironomid larvae) may feed on bacteria and algae in biofilms, filter suspended matter from the water column, and then initiate the passage of M. ulcerans through an aquatic food web (2, 22, 31). This model predicts the movement of M. ulcerans through secondary and tertiary consumers and implies a complex trophic relationship in the ecology of M. ulcerans as well as an important role of aquatic invertebrates in the disease ecology of M. ulcerans.In the studies reported here, we have explored the role of mosquitoes as biological or mechanical vectors of M. ulcerans, as well as the potential of mosquito larvae to play a central role in the movement of M. ulcerans through an aquatic food web. In order to investigate the ability of mosquito larvae to ingest and maintain M. ulcerans within their digestive tract as well as to persist throughout the mosquito development cycle, we took advantage of the fact that mosquito larvae naturally feed upon bacteria. Results presented here show that strains of M. ulcerans from Africa and Australia, as well as Mycobacterium marinum, were maintained at high levels in the larval mosquito gut for 6 days. However, neither M. ulcerans nor M. marinum was detected in adult mosquitoes that were infected in the larval stage. These results suggest that mosquitoes are unlikely to serve as biological vectors of M. ulcerans.We further developed a model for following the passage of M. ulcerans through a series of consumers to determine whether M. ulcerans could be passed up a trophic chain from primary to tertiary consumers. In this model, we conducted similar experiments using four species of nonpredatory mosquito larvae, Aedes aegypti (Linnaeus), Aedes albopictus (Skuse), Ochlerotatus triseriatus (Theobald), and Culex restuans (Theobald), as primary consumers. These larvae were infected with isogenic wild-type (WT) and toxin-negative isolates of M. ulcerans and of M. marinum, the closest relative to M. ulcerans (13, 14, 51). We have shown that M. ulcerans in mosquito larvae survive passage through secondary and tertiary consumers, thus providing the first laboratory evidence that M. ulcerans has the potential to move between and be maintained within different species in an aquatic food web.     

Large-scale, on-site confirmatory, and varietal testing of a methyl bromide quarantine treatment to control codling moth (Lepidoptera: Tortricidae) in nectarines exported to Japan

In total, 30,491 codling moth, Cydia pomonella (L.), 1-d-old eggs on May Grand nectarines in two large-scale tests, and 17,410 eggs on Royal Giant nectarines in four on-site confirmatory tests were controlled with 100% mortality after fumigation with a methyl bromide quarantine treatment (48 g3 for 2 h at > or = 21 degrees C and 50% volume chamber load) on fruit in shipping containers for export to Japan. Ranges (mean +/- SEM) were for percentage sorption 34.7 +/- 6.2 to 46.5 +/- 2.5, and for concentration multiplied by time products 54.3 +/- 0.9 to 74.5 +/- 0.6 g.h/m3 in all tests. In large-scale tests with May Grand nectarines, inorganic bromide residues 48 h after fumigation ranged from 6.8 +/- 0.7 to 6.9 +/- 0.5 ppm, which were below the U.S. Environmental Protection Agency tolerance of 20 ppm; and, organic bromide residues were < 0.01 ppm after 1 d and < 0.001 ppm after 3 d in storage at 0-1 degree C. After completion of larger-scale and on-site confirmatory test requirements, fumigation of 10 nectarine cultivars in shipping containers for export to Japan was approved in 1995. Comparison of LD50s developed for methyl bromide on 1-d-old codling moth eggs on May Grand and Summer Grand nectarines in 1997 versus those developed for nine cultivars in the previous 11 yr showed no significant differences in codling moth response among the cultivars.     

Establishing epithelial glandular polarity: interlinked roles for ARF6, Rac1, and the matrix microenvironment

Epithelial cysts comprise the structural units of the glandular epithelium. Although glandular inversion in epithelial tumors is thought to be a potential mechanism for the establishment of metastatic disease, little is known about the morphogenic cues and signaling pathways that govern glandular polarity and organization. Using organotypic cultures of Madin-Darby canine kidney cells in reconstituted basement membrane, we show that cellular depletion of the small GTP-binding protein ARF6 promotes the formation of inverted cysts, wherein the apical cell membrane faces the cyst exterior, and the basal domain faces the central lumen, while individual cell polarity is maintained. These cysts are also defective in interactions with laminin at the cyst–matrix interface. This inversion of glandular orientation is accompanied by Rac1 inactivation during early cystogenesis, and temporal activation of Rac1 is sufficient to recover the normal cyst phenotype. In an unnatural collagen I microenvironment, ARF6-depleted, inverted epithelial cysts exhibit some loss of cell polarity, a marked increase in Rho activation and Rac1 inactivation, and striking rearrangement of the surrounding collagen I matrix. These studies demonstrate the importance of ARF6 as a critical determinant of glandular orientation and the matrix environment in dictating structural organization of epithelial cysts.     

A cryptic invasion within an invasion and widespread introgression in the European water frog complex: consequences of uncontrolled commercial trade and weak international legislation

In Western Europe, many pond owners introduce amphibians for ornamental purposes. Although indigenous amphibians are legally protected in most European countries, retailers are circumventing national and international legislation by selling exotic nonprotected sibling species. We investigated to what extent non‐native species of the European water frog complex (genus Pelophylax) have become established in Belgium, using morphological, mitochondrial and nuclear genetic markers. A survey of 87 sampling sites showed the presence of non‐native water frogs at 47 locations, mostly Marsh frogs (Pelophylax ridibundus). Surprisingly, at least 19% of all these locations also harboured individuals with mitochondrial haplotypes characteristic of Anatolian water frogs (Pelophylax cf. bedriagae). Nuclear genotyping indicated widespread hybridization and introgression between P. ridibundus and P. cf. bedriagae. In addition, water frogs of Turkish origin obtained through a licensed retailer, also contained P. ridibundus and P. cf. bedriagae, with identical haplotypes to the wild Belgian populations. Although P. ridibundus might have invaded Belgium by natural range expansion from neighbouring countries, our results suggest that its invasion was at least partly enhanced by commercial trade, with origins as far as the Middle East. Also the invasion and rapid spread of Anatolian lineages, masked by their high morphological similarity to P. ridibundus, is likely the result of unregulated commercial trade. We expect that Anatolian frogs will further invade the exotic as well as the native range of P. ridibundus and other Pelophylax species elsewhere in Western and Central Europe, with risks of large‐scale hybridization and introgression.