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The average daily gain (ADG) and body weight (BW) are very important traits for breeding programs and for the meat production industry, which have attracted many researchers to delineate the genetic architecture behind these traits. In the present study, single‐ and multi‐trait genome‐wide association studies (GWAS) were performed between imputed whole‐genome sequence data and the traits of the ADG and BW at different stages in a large‐scale White Duroc × Erhualian F2 population. A bioinformatics annotation analysis was used to assist in the identification of candidate genes that are associated with these traits. Five and seven genome‐wide significant quantitative trait loci (QTLs) were identified by single‐ and multi‐trait GWAS, respectively. Furthermore, more than 40 genome‐wide suggestive loci were detected. On the basis of the whole‐genome sequence association study and the bioinformatics analysis, NDUFAF6, TNS1 and HMGA1 stood out as the strongest candidate genes. The presented single‐ and multi‐trait GWAS analysis using imputed whole‐genome sequence data identified several novel QTLs for pig growth‐related traits. Integrating the GWAS with bioinformatics analysis can facilitate the more accurate identification of candidate genes. Higher imputation accuracy, time‐saving algorithms, improved models and comprehensive databases will accelerate the identification of causal genes or mutations, which will contribute to genomic selection and pig breeding in the future.  相似文献   

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In this review we demonstrate the interaction of the blueprint of an individual (the genome, genomic DNA), its phenotype and the environment. The phenotype consists of quantitative (e.g. growth, milk yield) or functional characteristics e.g. fitness, longevity, fertility and disease resistance. The latter characteristics influence the welfare of an animal substantially. As only the genetically determined part of a particular characteristic is transferred from one generation to the next, it is important to know what the genetic variants (alleles) of the parents at one or more gene loci are. New methods in molecular biology have made it possible to localize and characterize important genes which help to breed more efficient and healthy animals. The exact characterization of the phenotype is vital in identifying genes with major effects and therefore the cooperation with experts from veterinary medicine, biochemistry, and biology is indispensable. As well as an overview of available genetic tests in farm animals, we show various examples how to identify the molecular basis of a particular phenotype and how to use the results in practical breeding programs. Genetic diagnosis enables the breeder to identify undesired alleles early and hinders therefore its uncontrolled distribution in the population. In the long term this leads to a smaller number of affected animals and depending on the disease it may help to prevent animals from suffering.  相似文献   

5.
Genetic factors are undoubtedly involved in inter-individual variability of the behaviours that may be important for livestock production, as shown by pedigree studies, comparison of genetic stocks raised in the same environment, and selection experiments. The knowledge of gene polymorphisms responsible for genetic variability would increase the efficiency of selection, as shown for instance by the identification of the ryanodine receptor gene that harbours the mutations responsible for the porcine stress syndrome, that allows the eradication of the susceptibility allele. One strategy is to screen systematically the genes that are known to be involved in regulation of behaviour (functional candidate genes). This strategy is however very difficult for most behavioural traits, since behaviour is an emerging function from the whole brain/body and the molecular pathways involved in genetic variability are very poorly understood. Another strategy is to investigate linkage between trait variation and genetic markers in a segregating population (usually an intercross or backcross between two strains or breeds contrasting for the trait under study). It allows the detection of genomic regions influencing that trait (quantitative trait loci or QTL), and further investigation aims at the identification of the gene(s) located in each of these regions and the molecular polymorphisms involved in phenotypic variation. Although many QTL have been published for behavioural traits in experimental animals, very few examples are available where strong candidate genes have been identified. Further progress will be very much dependent upon the careful definition of behavioural traits to be studied (including their importance for animal production), on the reliability of their measurement in a large number of animals and on the efficient mastering of environmental factors of variability. The fast increase in the knowledge of genome sequence in several species will undoubtedly facilitate the application to farm animal species of the knowledge obtained in model organisms, as well as the use of model organisms to explore candidate genes detected by QTL studies in farm animals.  相似文献   

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旨在鉴别影响苏山猪初生体尺和乳头数性状的遗传位点,开发可用于辅助育种的分子标记,为苏山猪生长和繁殖性能的持续选育提供理论基础。本试验对269头苏山猪初生仔猪(出生后24 h内)的体尺和乳头数表型进行测定,并采集耳组织样品。基于全基因组重测序及基因型填充策略,利用全基因组关联分析(genome-wide association study, GWAS)和群体分化指数(fixation index,Fst)的方法挖掘与目的性状强关联位点,并对位置功能候选基因开展GO和KEGG分析,确定最有可能的主效基因。本研究共鉴别到4个候选位点,分布在13、14和X染色体上,其中与初生体尺性状显著关联的位点有2个,与乳头数性状显著关联的位点有2个。本研究筛选出1个与体长性状相关的候选基因ACTA2;1个与胸围性状相关的候选基因COL4A6;3个与乳头数性状相关的候选基因ACTA2、CRTAP和SEPTIN6,为苏山猪初生体尺性状和乳头数性状的遗传改良提供了重要的分子标记。  相似文献   

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单倍型标记与数量性状基因座(quantitative trait loci，QTL)之间具有较强的连锁不平衡(linkage disequilibrium，LD)关系，在基因定位和因果突变鉴定方面具有较高的应用价值。为了评估单倍型标记在基因组研究中的作用，本研究在华西牛资源群体中，选取该群体于2008—2021年间屠宰的共计1 478头平均月龄为24个月的个体进行研究，其中公牛1 333头，母牛145头。利用770K高密度芯片数据，基于LD阈值(r2>0.3)及固定单核苷酸多态(single nucleotide polymorphism,SNP)个数(5个连续SNP)两种方法进行单倍型构建，分别采用单位点SNP标记和两种单倍型标记共3种标记，基于GCTA的混合线性模型(mixed linear model,MLM)，开展宰前活重(LW)和屠宰率(DP)等屠宰性状的全基因组关联分析(genome-wide association study，GWAS)，定位影响屠宰性状的显著(P<0.05) SNPs、单倍型块和候选基因，同时比较3种标记的GWAS结果，评估3种标记的优劣。结果显示，3种标记在全基因组范围内共找到16个的显著SNPs及单倍型区域，主要分布于1、5、6、14、16、17和28号染色体上，同时鉴定到FAM184B、PPM1K、LCORL、RIMS2等10个与屠宰性状相关的候选基因，其中，基于SNP标记方法鉴定到的3个候选基因，在利用基于单倍型标记的方法中也鉴定到，且单倍型鉴定到的显著性位点或区域大多位于基因内部。在两种单倍型构建方法中，与基于固定SNP个数构建单倍型进行GWAS相比，基于LD阈值的构建方法鉴定到了更多候选基因。本研究结果表明，以单倍型开展GWAS可以综合考虑SNP位点间连锁关系，能较好地揭示复杂性状的遗传结构。  相似文献   

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鸡血糖性状的全基因组关联分析   总被引：1，自引：1，他引：0  
旨在挖掘影响鸡血糖性状的有效SNP位点及功能基因，为优质肉鸡分子育种工作提供有效的理论支撑。本试验选取407只京星黄母鸡于98日龄屠宰，酚仿法提取血液DNA，进行深度为10×的全基因组重测序；葡萄糖氧化酶法测定血清中血糖水平，基于全基因组重测序和血糖表型数据进行全基因组关联分析（GWAS）。结果，GWAS共筛选到6个血糖相关的SNPs位点（关联阈值P<1.43×10-6）。基因注释发现，rs734134177在UBE3D基因第8内含子上，其编码蛋白为泛素蛋白连接酶。该位点携带野生型（AA）个体的血糖水平极显著高于突变型（GG）个体（P<0.01）；rs794554022位于ACAD9基因下游D 93.5 kb处。ACAD9蛋白为酰基辅酶A脱氢酶家族的成员之一，是细胞线粒体中脂肪酰基辅酶A进行β-氧化过程中的限速酶。rs794554022位点携带野生型（AA）个体的血糖水平极显著低于携带突变型（CC）个体的（P<0.01）。以上位点可能是调控血糖水平的相关候选SNPs位点，这两个位点所在基因可能参与了肉鸡血糖代谢的调控过程，这些结果将为调控肉鸡血糖代谢进而改善肉品质的育种工作提供候选的分子标记，为肉鸡血糖代谢的调控提供了新的思路。  相似文献   

10.
The aim of the study was to screen the entire bull genome to identify markers and candidate genes underlying sperm concentration. The analysed data set originates from a population of 877 Polish Holstein‐Friesian bulls. Based on sperm concentration value, two extreme groups of bulls were created: Low (L, n = 126) and High (H, n = 140). Each bull was genotyped using the Illumina BovineSNP50 BeadChip. Genome‐wide association analysis was performed with the use of GoldenHelix SVS7 software. An additive model with a Cohran–Armitage test, Correlation/Trend adjusted by a Bonferroni test, was used to estimate the effect of SNP marker for sperm concentration. Thirteen markers reached genome‐wide significance. The most significant SNPs were located on chromosome 3 (rs109154964 and rs108965556), 14 (rs41621145) and 18 (rs41615539), in the close vicinity of protein arginine methyltransferase 6 (PRMT6), Sel1 repeat containing 1 (SELRC1), triple QxxK/R motif containing (TRIQK) and zinc finger homeobox 3 (ZFHX3) genes, respectively. For three other candidate genes located close to significant markers (within a distance of ca 1 Mb), namely histone deacetylase 9 (HDAC9), an inhibitor of DNA binding 2 (ID2) and glutathione S‐transferase theta 1 (GSTT1), their potential role in the production of male germ cells was confirmed in earlier studies. Six additional candidate genes (Vav3, GSTM1, CDK5, NOS3, PDP1 and GAL3ST1) were suspected of being significantly associated with sperm concentration or semen biochemistry. Our results indicate the genetic complexity of sperm concentration but also open the possibility for finding causal polymorphism useful in marker‐assisted selection.  相似文献   

11.
宋伸  杨敏  蒋琳  马月辉 《中国畜牧兽医》2017,44(10):2965-2972
近年来,高通量测序技术的规模化应用及生物信息技术的普及,极大地推动了家畜基因组学的发展,实现了分子育种标记全基因组水平的快速、精准定位,为全基因组选择育种奠定了重要基础。数千年来的驯化和选择,形成了用途多样的山羊品种,如乳用、皮用、绒用及肉用等,为人类提供了丰富的生产和生活资料。国内外学者采用高通量测序技术对山羊的遗传多样性及生产性能的遗传机制进行了研究,以期找到与山羊种质特性相关的基因,从而为山羊的遗传改良提供新的标记。作者对近五年来基于高通量测序技术研究山羊的遗传多样性和产绒、产奶、繁殖等生产性状的研究进展进行了综述,以期为评估山羊优良种质特性和与生产性状相关的优异基因定位的工作提供参考。  相似文献   

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Recently, the widespread use of high-throughput sequencing technology and the development of bioinformatics have been greatly contributed to the development of farm animal genomics. Whole genome-wide analysis can facilitate the fine mapping of the molecular markers related to the production traits quickly and accurately, thus providing an important theoretical basis for genome selection breeding. Several thousand years of domestication and artificial selection produce many modern goat breeds with high production of milk, fiber, and meat, which become abundant production and living materials for human populations. Researchers have studied the genetic diversity and molecular mechanisms of production traits in goats using high-throughput sequencing technology, in order to identify candidate genes related to the excellent germplasm reliable markers for genetic improvement. In this review, we summarized the five-year research progress on the genetic diversity and production traits of goats including fiber, milk production and reproduction traits, mainly based on high-throughput sequencing technology. This paper provides a reference for the evaluation of the excellent goat genetic resources and the investigation of production trait related genes.  相似文献   

13.
The objectives of this study were to estimate genetic parameters and to perform a genome‐wide association study (GWAS) for predicted methane‐related traits in Japanese Black steers. The methane production and yield traits were predicted using on‐farm measurable traits, such as dry matter intake and average daily gain. A total of 4,578 Japanese Black steers, which were progenies of 362 sires genotyped with imputed 551,995 single nucleotide polymorphisms (SNPs), had phenotypes of predicted methane‐related traits during the total fattening period (52 weeks). For the estimation of genetic parameters, the estimated heritabilities were moderate (ranged from 0.57 to 0.60). In addition, the estimated genetic correlations of methane production traits with most of carcass traits and feed‐efficiency traits were unfavorable, but those of methane yield traits were favorable or low. For the GWAS, no genome‐wide significant SNP was detected, but a total of four quantitative trait locus (QTL) regions that explained more than 5.0% of genetic variance were localized on the genome, and some candidate genes associated with growth and feed‐efficiency traits were located on the regions. Our results suggest that the predicted methane‐related traits are heritable and some QTL regions for the traits are localized on the genome in Japanese Black steers.  相似文献   

14.
To determine the causative variations associated with two chicken comb phenotypes, pendulous comb (PC) or upright comb (UC), two pooled genomic DNA samples from PC and UC chickens were re‐sequenced by Next‐Generation Sequencer, and genome‐wide Single nucleotide polymorphisms (SNPs) were detected. Using three selective sweep approaches, FST, θπ, and Tajima's D, with top 5% window values serving as the threshold, a total of 84 positively selective genes (PSGs) were identified. There were no SNPs in exons of the PSGs with significant differences in allele frequencies between the two comb phenotype groups. Then, 515 differentially expressed genes (DEGs) between the PC and UC were identified by RNA‐seq. Three genes including CD36 (CD36 molecule), ADAMTSL3 (ADAMTS‐like 3), and AOX1 (aldehyde oxidases 1) are overlapped between PSGs and DEGs. After genotyping seven candidate SNPs in the regulatory regions of the three overlapping genes in 120 chickens from two other breeds, two variants (rs14607046 and rs731818051) in the regulatory regions of AOX1 and ADAMTSL3 were found to have significant differences in allele frequency between the PC and UC, suggesting that the two variants may be causative mutations for PC. Overall, our study shed light on the genetic basis underlying the PC phenotype in chickens.  相似文献   

15.
To search for genes associated with migratory phenotypes in songbirds, we selected candidate genes through annotations from the Mouse Genome Informatics database and assembled an extensive candidate‐gene library. Then, we implemented a next‐generation sequencing approach to obtain DNA sequences from the Painted Bunting genome. We focused on those sequences that were conserved across avian species and that aligned with candidate genes in our mouse library. We genotyped short sequence repeats from the following candidate genes: ADRA1d, ANKRD17, CISH and MYH7. We studied the possible correlations between allelic variations occurring in these novel candidate migration genes and avian migratory phenotypes available from the published literature. We found that allele variation at MYH7 correlated with a calculated index of speed of migration (km/day) across 11 species of songbirds. We highlight the potential of the Mouse Genome Informatics database in providing new candidate genes that might play a crucial role in regulating migration in birds and possibly in other taxa. Our research effort shows the benefits and limitations of working with extensive genomic datasets and offers a snapshot of the challenges related to cross‐species validation in behavioral and molecular ecology studies.  相似文献   

16.
The aim of the present study was to detect quantitative trait loci affecting fatty acid composition in back fat and intramuscular fat in a Duroc pig population comprising seventh‐generation pedigrees using genome‐wide association studies (GWAS). In total, 305 animals were genotyped using single nucleotide polymorphisms (SNPs) array and five selected SNPs from regions containing known candidate genes related to fatty acid synthesis or metabolism. In total, 24 genome‐wide significant SNP regions were detected in 12 traits, and 76 genome‐wide suggestive SNP regions were detected in 33 traits. The Sus scrofa chromosome (SSC) 7 at 10.3 Mb was significantly associated with C17:0 in intramuscular fat, while the SSC9 at 13.6 Mb was significantly associated with C14:0 in intramuscular fat. The SSC12 at 1.0 Mb was significantly associated with C14:0 in back fat and the SSC14 at 121.0 Mb was significantly associated with C18:0 in intramuscular fat. These regions not only replicated previously reported loci containing some candidate genes involved in fatty acid composition (fatty acid synthase and stearoyl‐CoA desaturase) but also included several additional related loci.  相似文献   

17.
Osteochondrosis (OC) is an injury to cartilage canals with a following necrosis in the growth cartilage, from there it can develop to osteochondrosis dissecans (OCD). Due to its high impact in the equine industry, new insights into predisposing factors and potential high‐risk genetic variants are warranted. This article reviews advancements in quantitative and molecular genetics in refining estimation of genetic parameters and identifying predisposing genetic loci. Heritabilities were highest for hock OC with estimates at 0.29–0.46 in Hanoverian warmblood and Norwegian trotters, whereas in Thoroughbreds only very low genetic variation seemed to be present in hock OC lesions. Whole genome scans using the Illumina Equine SNP50 or SNP70 Beadchip were performed in Thoroughbred, Standardbred, French and Norwegian trotter, Hanoverian and Dutch warmblood. Validation studies in Spanish Purebred and Hanoverian warmblood horses corroborated OC risk loci on ECA 3, 14, 27 and 29. Particularly, a strong association with hock‐OCD was found for a single nucleotide polymorphism (SNP) on horse chromosome (ECA) 3 upstream to the LCORL gene. Gene expression and microRNA analyses may be helpful to understand pathophysiological processes in equine OC and to connect OCD‐associated genomic regions with potential candidate genes. Furthermore progress in elucidating the underlying genetic variants and pathophysiological changes in OC may be expected from whole genome DNA and RNA next‐generation sequencing studies.  相似文献   

18.
The overall objective of one of the major research programs in the Co-operative Research Centre (CRC) for Beef Genetic Technologies is to 'Improve female reproductive performance' in tropical, northern Australian beef cattle herds. To address this overall objective, a quantitative genetics project focused on investigation of male reproductive traits was designed and linked to three female reproduction-focussed projects, (i) discovery of genes associated with post-partum re-conception and age at puberty; (ii) expression of genes associated with post-partum re-conception; and (iii) early predictors of lifetime female reproductive performance. During the initial planning of this male reproductive traits project, the CRC Scientific Review Committee recommended that the research team investigate and evaluate potentially new, early-life (i.e able to be measured before 2 years of age) predictors of both male and female reproductive performance. To address this recommendation, the following was carried out: (i) criteria for selection of traditional and candidate traits were established; (ii) methodology for tabulation of potential traits/phenotypes that define male and female reproductive function was developed; and (iii) a systematic scientific review of early-life predictors of male and female fertility was prepared. This review concluded that although factors that might be useful in predicting male reproductive performance have been studied for many years, there was relatively little useful information available to meet the objectives of this review. It was also concluded that the direction of future research should be guided not only by previous research which was scarce, but also by speculative hypotheses arising from an understanding of the physiological, endocrinological and genetic processes active in reproduction. A small number of new traits were recommended in addition to traditional sperm morphology, sexual behaviour, anatomical structure and growth traits. Potential additional traits include measurement of gonadotrophin-releasing hormone-stimulated luteinizing hormone (GnRH-stimulated LH); inhibin; several seminal plasma proteins (osteopontin, spermadhesin and seminal plasma proteins BSP30 and phospholipase A(2) could be used in an index); 11β-hydroxysteriod dehydrogenase; and leptin. In addition, the potential also exists to screen animals for a number of genetic markers associated with age of puberty, follicular recruitment and ovulation rate and genes associated with bovine seminal plasma protein and testosterone production. Insulin-like growth factor-1 (IGF-1) measurements are included because of their association with growth parameters, and an additional analysis demonstrated associations with male and female reproductive traits. Some of these factors have been previously evaluated in small numbers of animals of various species under intensive management conditions. Therefore, there is a need to evaluate these factors in much larger numbers of beef cattle grazing semi-extensive tropical production systems in northern Australia to determine their value in improving beef cattle enterprise profitability through improved herd fertility.  相似文献   

19.
An existing canine genomic bacterial artificial chromosome (BAC) library was expanded by adding 115 200 clones with insert lengths not yet represented or under‐represented. The final version of the library consists of 211 968 clones with an estimated average insert size of 110 000 base pairs. Clones were grown individually and glycerol permanents were arrayed in 2208 96‐well microtitre plates. DNA of each clone was prepared by microwave treatment and organized in a three‐dimensional DNA pooling system (92 superpools) allowing for rapid screening by polymerase chain reaction (PCR). Screening of the library for 111 microsatellite loci representing all canine chromosomes revealed a recovery rate of 93% and a fourfold genome coverage. In addition, 50 BAC clones containing microsatellites or genes related to ongoing projects in the laboratories of the authors and eight other research groups were successfully recovered. The present library is the first canine BAC library amenable to PCR screening and is an invaluable tool for cloning candidate loci and developing genetic markers in specific chromosomal regions. This library will also enhance mapping efforts in related canid species and is an important source for geneticists studying inherited diseases common to both dog and humans. Interested researchers can access the library following the instructions at http://www.dogmap.ch .  相似文献   

20.
Farm animals remain at risk of endemic, exotic and newly emerging viruses. Vaccination is often promoted as the best possible solution, and yet for many pathogens, either there are no appropriate vaccines or those that are available are far from ideal. A complementary approach to disease control may be to identify genes and chromosomal regions that underlie genetic variation in disease resistance and response to vaccination. However, identification of the causal polymorphisms is not straightforward as it generally requires large numbers of animals with linked phenotypes and genotypes. Investigation of genes underlying complex traits such as resistance or response to viral pathogens requires several genetic approaches including candidate genes deduced from knowledge about the cellular pathways leading to protection or pathology, or unbiased whole genome scans using markers spread across the genome. Evidence for host genetic variation exists for a number of viral diseases in cattle including bovine respiratory disease and anecdotally, foot and mouth disease virus (FMDV). We immunised and vaccinated a cattle cross herd with a 40-mer peptide derived from FMDV and a vaccine against bovine respiratory syncytial virus (BRSV). Genetic variation has been quantified. A candidate gene approach has grouped high and low antibody and T cell responders by common motifs in the peptide binding pockets of the bovine major histocompatibility complex (BoLA) DRB3 gene. This suggests that vaccines with a minimal number of epitopes that are recognised by most cattle could be designed. Whole genome scans using microsatellite and single nucleotide polymorphism (SNP) markers has revealed many novel quantitative trait loci (QTL) and SNP markers controlling both humoral and cell-mediated immunity, some of which are in genes of known immunological relevance including the toll-like receptors (TLRs). The sequencing, assembly and annotation of livestock genomes and is continuing apace. In addition, provision of high-density SNP chips should make it possible to link phenotypes with genotypes in field populations without the need for structured populations or pedigree information. This will hopefully enable fine mapping of QTL and ultimate identification of the causal gene(s). The research could lead to selection of animals that are more resistant to disease and new ways to improve vaccine efficacy.  相似文献   

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