RESUMO
The objective of this study was to compare accuracies of different Bayesian regression models in predicting molecular breeding values for health traits in Holstein cattle. The dataset was composed of 2505 records reporting the occurrence of retained fetal membranes (RFM), metritis (MET), mastitis (MAST), displaced abomasum (DA), lameness (LS), clinical endometritis (CE), respiratory disease (RD), dystocia (DYST) and subclinical ketosis (SCK) in Holstein cows, collected between 2012 and 2014 in 16 dairies located across the US. Cows were genotyped with the Illumina BovineHD (HD, 777K). The quality controls for SNP genotypes were HWE P-value of at least 1 × 10-10 ; MAF greater than 0.01 and call rate greater than 0.95. The FImpute program was used for imputation of missing SNP markers. The effect of each SNP was estimated using the Bayesian Ridge Regression (BRR), Bayes A, Bayes B and Bayes Cπ methods. The prediction quality was assessed by the area under the curve, the prediction mean square error and the correlation between genomic breeding value and the observed phenotype, using a leave-one-out cross-validation technique that avoids iterative cross-validation. The highest accuracies of predictions achieved were: RFM [Bayes B (0.34)], MET [BRR (0.36)], MAST [Bayes B (0.55), DA [Bayes Cπ (0.26)], LS [Bayes A (0.12)], CE [Bayes A (0.32)], RD [Bayes Cπ (0.23)], DYST [Bayes A (0.35)] and SCK [Bayes Cπ (0.38)] models. Except for DA, LS and RD, the predictive abilities were similar between the methods. A strong relationship between the predictive ability and the heritability of the trait was observed, where traits with higher heritability achieved higher accuracy and lower bias when compared with those with low heritability. Overall, it has been shown that a high-density SNP panel can be used successfully to predict genomic breeding values of health traits in Holstein cattle and that the model of choice will depend mostly on the genetic architecture of the trait.
Assuntos
Doenças dos Bovinos/genética , Embaralhamento de DNA/veterinária , Genótipo , Animais , Teorema de Bayes , Bovinos , Genômica , Modelos Genéticos , Estados UnidosRESUMO
Our previous studies demonstrated that molecular breeding via DNA shuffling directs the evolution of polyvalent vaccines with desired traits, which leads to generation of polyvalent ompA vaccines using Vibrio alginolyticus VA0764 primers. Here, we replaced VA0764 primers with Edwardsiella tarda ompA primers to generate new polyvalent ompA vaccines by DNA shuffling of the same five ompA genes from four species of bacteria E. tarda, V. parahaemolyticus, V. alginolyticus and Escherichia coli. We identified four polyvalent vaccine candidates from a eukaryotic expressing library EompAs-FE containing 82 ompAs using active immune protection against V. alginolyticus and E. tarda. Furthermore, we explored mechanisms of polyvalent vaccine candidates by investigation of the innate immune response to these ompAs, and found that expression of IL-1ß, IL-8, IL-15, COX-2, IFN-γ, TLR-1, TLR-3 and C3b genes was elevated as a characteristic feature of these polyvalent vaccine candidates. These results indicate that use of different primers to construct a DNA library selects new evolution of polyvalent vaccines with desired traits, and polyvalent ompA vaccines elicit high innate immune response.
Assuntos
Proteínas da Membrana Bacteriana Externa/imunologia , Vacinas Bacterianas/imunologia , Edwardsiella tarda/imunologia , Doenças dos Peixes/imunologia , Vibrio alginolyticus/imunologia , Peixe-Zebra , Animais , Proteínas da Membrana Bacteriana Externa/genética , Proteínas de Bactérias/genética , Proteínas de Bactérias/imunologia , Embaralhamento de DNA/veterinária , Edwardsiella tarda/genética , Infecções por Enterobacteriaceae/imunologia , Infecções por Enterobacteriaceae/microbiologia , Infecções por Enterobacteriaceae/veterinária , Escherichia coli/genética , Escherichia coli/imunologia , Proteínas de Escherichia coli/genética , Proteínas de Escherichia coli/imunologia , Doenças dos Peixes/microbiologia , Proteínas Recombinantes/genética , Proteínas Recombinantes/imunologia , Vibrioses/imunologia , Vibrioses/microbiologia , Vibrioses/veterinária , Vibrio alginolyticus/genética , Vibrio parahaemolyticus/genética , Vibrio parahaemolyticus/imunologiaRESUMO
A wide variety of bacterial infections is a major challenge in aquaculture. Development of polyvalent vaccines that can fight against as many pathogens as possible is especially necessary. The present study uses DNA shuffling to create a new hybrid OmpA with improved cross-protection against Vibrio alginolyticus and Edwardsiella tarda through the recombination of six OmpA genes from Vibrio parahaemolyticus, V. alginolyticus, E. tarda and Escherichia coli. Out of the 43 recombinant chimeras genes constructed using VA0764 primers, EompAs-19 was demonstrated as an ideal polyvalent vaccine against infections caused V. alginolyticus and E. tarda. Compared with VA0764, OmpAs-19 had three mutations, which may be a molecular basis of EompAs-19 as an efficient polyvalent vaccine against both V. alginolyticus and E. tarda infections. These results develop a polyvalent vaccine that prevents the infections caused by extracellular and intracellular bacteria. Thus, the present study highlights the way to develop polyvalent vaccines against microbial infections by DNA shuffling.
Assuntos
Proteínas da Membrana Bacteriana Externa/imunologia , Vacinas Bacterianas/imunologia , Edwardsiella tarda/imunologia , Doenças dos Peixes/imunologia , Vibrio alginolyticus/imunologia , Peixe-Zebra , Animais , Proteínas da Membrana Bacteriana Externa/genética , Embaralhamento de DNA/veterinária , Edwardsiella tarda/genética , Infecções por Enterobacteriaceae/imunologia , Infecções por Enterobacteriaceae/microbiologia , Infecções por Enterobacteriaceae/veterinária , Escherichia coli/genética , Proteínas de Escherichia coli/genética , Proteínas de Escherichia coli/imunologia , Doenças dos Peixes/microbiologia , Proteínas Recombinantes/genética , Proteínas Recombinantes/imunologia , Vibrioses/imunologia , Vibrioses/microbiologia , Vibrioses/veterinária , Vibrio parahaemolyticus/genéticaRESUMO
Molecular breeding via DNA shuffling directs the evolution of vaccines with desired traits. In the present study, polyvalent OmpA vaccines were generated by DNA shuffling of five ompA genes from four species of bacteria Vibrio parahaemolyticus, V. alginolyticus, Edwardsiella tarda and Escherichia coli. First, a new hybrid OmpA was constructed using VA0764 primers and used for construction of a prokaryotic expressing library PompAs-FV containing 84 ompAs, which were validated by PCR and SDS/PAGE. Then, the 84 ompAs were used to construct a eukaryotic expressing library EompAs-FV for preparing DNA vaccines. Third, extracellular bacterium V. alginolyticus challenge post active immunization using these DNA vaccines was carried out to identify genes with high immunoprotection. Among the 84 ompAs, 17 showed higher or equal immune protection against infection caused by V. alginolyticus than control VA0764. Finally, immune protection against infection caused by intracellular bacterium Edwardsiella tarda was assessed further using the top seven out of the 17 ompAs. This led to identification of three efficient polyvalent vaccines against infections caused by the extracellular bacterium V. alginolyticus and intracellular bacterium E. tarda. In addition, we sequenced genes for understanding mechanisms of the polyvalent vaccines, but association of immune protection with mutation of gene and amino acids is not determined. These results indicate that DNA shuffling is an efficient way to develop polyvalent vaccines against microbial infections.
Assuntos
Proteínas da Membrana Bacteriana Externa/genética , Vacinas Bacterianas/imunologia , Edwardsiella tarda/imunologia , Escherichia coli/imunologia , Doenças dos Peixes/prevenção & controle , Vibrio/imunologia , Peixe-Zebra , Animais , Proteínas da Membrana Bacteriana Externa/metabolismo , Embaralhamento de DNA/veterinária , Infecções por Enterobacteriaceae/imunologia , Infecções por Enterobacteriaceae/microbiologia , Infecções por Enterobacteriaceae/prevenção & controle , Infecções por Enterobacteriaceae/veterinária , Infecções por Escherichia coli/imunologia , Infecções por Escherichia coli/microbiologia , Infecções por Escherichia coli/prevenção & controle , Infecções por Escherichia coli/veterinária , Vacinas contra Escherichia coli/imunologia , Doenças dos Peixes/imunologia , Doenças dos Peixes/microbiologia , Vibrioses/imunologia , Vibrioses/microbiologia , Vibrioses/prevenção & controle , Vibrioses/veterinária , Vibrio alginolyticus/imunologia , Vibrio parahaemolyticus/imunologiaRESUMO
Polymorphisms in µ-calpain (CAPN1) that beneficially associate with beef tenderness are reported to antagonistically associate with calving day in beef heifers and post-partum interval to estrus in beef cows. We, therefore, hypothesized that a molecular breeding value for slice shear force, calculated based on CAPN1 and calpastatin (CAST) genotypes, would demonstrate an antagonistic relationship between genomically predicted slice shear force and ordinal calving date in replacement beef heifers. A secondary objective of this study was to evaluate the association of a polymorphism in diacylglycerol O-acyltransferase (DGAT1) with reproductive traits in beef heifers. One hundred eighty-seven MARC III heifers (» Angus, » Hereford, » Red Poll, and » Pinzgauer) that had been selectively bred to increase the frequency of these polymorphisms were submitted for monthly ultrasound exams beginning at 333 d of age and continuing until the start of breeding to determine pubertal status. At the last exam before breeding, all antral follicles were counted, and the length and height of each ovary was measured to determine if genomic selection for slice shear force associated with ovarian follicle number. Calving date, calf gender, and calf birth weight were recorded at parturition. Regression analysis of the molecular breeding value for slice shear force of the heifers on ordinal calving date indicated no association between genomic prediction of tenderness and calving date (P = 0.16); however, there was a tendency for age at puberty to be delayed in heifers as genetic merit for tenderness improved (P = 0.09). The results of the present study indicate that within experimental precision, selecting for tenderness using genomic predictions had minimal or no antagonistic association with reproductive performance in heifers. Further analysis of reproductive performance as cows is needed within this population but applying these genetic markers to select for tenderness in steers does not antagonize reproductive traits influencing conception or first calf birth date and birth weight in replacement beef heifers.