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1.
Genet Sel Evol ; 55(1): 91, 2023 Dec 14.
Article in English | MEDLINE | ID: mdl-38097935

ABSTRACT

BACKGROUND: The genomes of indigenous African cattle are composed of components with Middle Eastern (taurine) and South Asian (indicine) origins, providing a valuable model to study hybridization and to identify genetic barriers to gene flow. In this study, we analysed indigenous African cattle breeds as models of hybrid zones, considering taurine and indicine samples as ancestors. In a genomic cline analysis of whole-genome sequence data, we considered over 8 million variants from 144 animals, which allows for fine-mapping of potential genomic incompatibilities at high resolution across the genome. RESULTS: We identified several thousand variants that had significantly steep clines ('SCV') across the whole genome, indicating restricted introgression. Some of the SCV were clustered into extended regions, with the longest on chromosome 7, spanning 725 kb and including 27 genes. We found that variants with a high phenotypic impact (e.g. indels, intra-genic and missense variants) likely represent greater genetic barriers to gene flow. Furthermore, our findings provide evidence that a large proportion of breed differentiation in African cattle could be linked to genomic incompatibilities and reproductive isolation. Functional evaluation of genes with SCV suggest that mitonuclear incompatibilities and genes associated with fitness (e.g. resistance to paratuberculosis) could account for restricted gene flow in indigenous African cattle. CONCLUSIONS: To our knowledge, this is the first time genomic cline analysis has been applied to identify restricted introgression in the genomes of indigenous African cattle and the results provide extended insights into mechanisms (e.g. genomic incompatibilities) contributing to hybrid differentiation. These results have important implications for our understanding of genetic incompatibilities and reproductive isolation and provide important insights into the impact of cross-breeding cattle with the aim of producing offspring that are both hardy and productive.


Subject(s)
Genome , Genomics , Animals , Cattle/genetics , Hybridization, Genetic , Gene Flow , Polymorphism, Single Nucleotide
2.
Genome Biol ; 24(1): 127, 2023 05 22.
Article in English | MEDLINE | ID: mdl-37218021

ABSTRACT

BACKGROUND: Understanding the variation between well and poorly adapted cattle breeds to local environments and pathogens is essential for breeding cattle with improved climate and disease-resistant phenotypes. Although considerable progress has been made towards identifying genetic differences between breeds, variation at the epigenetic and chromatin levels remains poorly characterized. Here, we generate, sequence and analyse over 150 libraries at base-pair resolution to explore the dynamics of DNA methylation and chromatin accessibility of the bovine immune system across three distinct cattle lineages. RESULTS: We find extensive epigenetic divergence between the taurine and indicine cattle breeds across immune cell types, which is linked to the levels of local DNA sequence divergence between the two cattle sub-species. The unique cell type profiles enable the deconvolution of complex cellular mixtures using digital cytometry approaches. Finally, we show distinct sub-categories of CpG islands based on their chromatin and methylation profiles that discriminate between classes of distal and gene proximal islands linked to discrete transcriptional states. CONCLUSIONS: Our study provides a comprehensive resource of DNA methylation, chromatin accessibility and RNA expression profiles of three diverse cattle populations. The findings have important implications, from understanding how genetic editing across breeds, and consequently regulatory backgrounds, may have distinct impacts to designing effective cattle epigenome-wide association studies in non-European breeds.


Subject(s)
Chromatin , Epigenome , Animals , Cattle/genetics , Phenotype , CpG Islands , Polymorphism, Single Nucleotide
4.
Genet Sel Evol ; 54(1): 58, 2022 Sep 04.
Article in English | MEDLINE | ID: mdl-36057548

ABSTRACT

BACKGROUND: In cattle, genome-wide association studies (GWAS) have largely focused on European or Asian breeds, using genotyping arrays that were primarily designed for European cattle. Because there is growing interest in performing GWAS in African breeds, we have assessed the performance of 23 commercial bovine genotyping arrays for capturing the diversity across African breeds and performing imputation. We used 409 whole-genome sequences (WGS) spanning global cattle breeds, and a real cohort of 2481 individuals (including African breeds) that were genotyped with the Illumina high-density (HD) array and the GeneSeek bovine 50 k array. RESULTS: We found that commercially available arrays were not effective in capturing variants that segregate among African indicine animals. Only 6% of these variants in high linkage disequilibrium (LD) (r2 > 0.8) were on the best performing arrays, which contrasts with the 17% and 25% in African and European taurine cattle, respectively. However, imputation from available HD arrays can successfully capture most variants (accuracies up to 0.93), mainly when using a global, not continent-specific, reference panel, which partially reflects the unusually high levels of admixture on the continent. When considering functional variants, the GGPF250 array performed best for tagging WGS variants and imputation. Finally, we show that imputation from low-density arrays can perform almost as well as HD arrays, if a two-stage imputation approach is adopted, i.e. first imputing to HD and then to WGS, which can potentially reduce the costs of GWAS. CONCLUSIONS: Our results show that the choice of an array should be based on a balance between the objective of the study and the breed/population considered, with the HD and BOS1 arrays being the best choice for both taurine and indicine breeds when performing GWAS, and the GGPF250 being preferable for fine-mapping studies. Moreover, our results suggest that there is no advantage to using the indicus-specific arrays for indicus breeds, regardless of the objective. Finally, we show that using a reference panel that better represents global bovine diversity improves imputation accuracy, particularly for non-European taurine populations.


Subject(s)
Genome-Wide Association Study , Polymorphism, Single Nucleotide , Animals , Cattle/genetics , Genotype , Linkage Disequilibrium
5.
Commun Biol ; 5(1): 1003, 2022 09 21.
Article in English | MEDLINE | ID: mdl-36131008

ABSTRACT

Despite the clear potential of livestock models of human functional variants to provide important insights into the biological mechanisms driving human diseases and traits, their use to date has been limited. Generating such models via genome editing is costly and time consuming, and it is unclear which variants will have conserved effects across species. In this study we address these issues by studying naturally occurring livestock models of human functional variants. We show that orthologues of over 1.6 million human variants are already segregating in domesticated mammalian species, including several hundred previously directly linked to human traits and diseases. Models of variants linked to particular phenotypes, including metabolomic disorders and height, are preferentially shared across species, meaning studying the genetic basis of these phenotypes is particularly tractable in livestock. Using machine learning we demonstrate it is possible to identify human variants that are more likely to have an existing livestock orthologue, and, importantly, we show that the effects of functional variants are often conserved in livestock, acting on orthologous genes with the same direction of effect. Consequently, this work demonstrates the substantial potential of naturally occurring livestock carriers of orthologues of human functional variants to disentangle their functional impacts.


Subject(s)
Gene Editing , Livestock , Animals , Humans , Livestock/genetics , Mammals/genetics , Phenotype
6.
PLoS One ; 17(8): e0271053, 2022.
Article in English | MEDLINE | ID: mdl-35960784

ABSTRACT

Concentration of production on a few commercial pig breeds has led to the marginalization of many native, numerically small breeds, increasing their risk of endangerment. In the UK, one such rare breed is the British Lop, a lop-eared breed, of similar origin to the Welsh breed. The objective of the present study was to address the genomic status of the British Lop and its relationship with other breeds and identify a small set of genomic markers that uniquely characterize and distinguish British Lop animals. Results have shown that the British Lop is a relatively distinct population with reduced genomic diversity and effective size consistent with its status as a rare breed. Furthermore, we demonstrated the genetic closeness of the British Lop to phenotypically similar breeds such as Landrace and Welsh as well Large White, Middle White and Pietrain. Finally, a set of 75 Single Nucleotide Polymorphisms distributed across multiple chromosomes were identified and validated as markers that can consistently distinguish British Lops from other closely related breeds. Results may inform breeding and management strategies aiming to enhance diversity as well as the development of a breed purity test.


Subject(s)
Genome , Genomics , Animals , Genome/genetics , Genotype , Polymorphism, Single Nucleotide , Swine
7.
PLoS Genet ; 18(4): e1010099, 2022 04.
Article in English | MEDLINE | ID: mdl-35446841

ABSTRACT

East Coast fever, a tick-borne cattle disease caused by the Theileria parva parasite, is among the biggest natural killers of cattle in East Africa, leading to over 1 million deaths annually. Here we report on the genetic analysis of a cohort of Bos indicus (Boran) cattle demonstrating heritable tolerance to infection with T. parva (h2 = 0.65, s.e. 0.57). Through a linkage analysis we identify a 6 Mb genomic region on bovine chromosome 15 that is significantly associated with survival outcome following T. parva exposure. Testing this locus in an independent cohort of animals replicates this association with survival following T. parva infection. A stop gained variant in a paralogue of the FAF1 gene in this region was found to be highly associated with survival across both related and unrelated animals, with only one of the 20 homozygote carriers (T/T) of this change succumbing to the disease in contrast to 44 out of 97 animals homozygote for the reference allele (C/C). Consequently, we present a genetic locus linked to tolerance of one of Africa's most important cattle diseases, raising the promise of marker-assisted selection for cattle that are less susceptible to infection by T. parva.


Subject(s)
Cattle Diseases , Theileria parva , Theileria , Theileriasis , Adaptor Proteins, Signal Transducing/genetics , Alleles , Animals , Apoptosis Regulatory Proteins/genetics , Cattle , Cattle Diseases/genetics , Humans , Theileria/genetics , Theileria parva/genetics , Theileriasis/genetics , Theileriasis/parasitology
8.
Genet Sel Evol ; 53(1): 92, 2021 Dec 11.
Article in English | MEDLINE | ID: mdl-34895134

ABSTRACT

BACKGROUND: Climate and farming systems, several of which are considered as low-input agricultural systems, vary between goat populations from Northern and Southern Italy and have led to different management practices. These processes have impacted genome shaping in terms of inbreeding and regions under selection and resulted in differences between the northern and southern populations. Both inbreeding and signatures of selection can be pinpointed by the analysis of runs of homozygosity (ROH), which provides useful information to assist the management of this species in different rural areas. RESULTS: We analyzed the ROH distribution and inbreeding (FROH) in 902 goats from the Italian Goat Consortium2 dataset. We evaluated the differences in individual ROH number and length between goat breeds from Northern (NRD) and Central-southern (CSD) Italy. Then, we identified the signatures of selection that differentiate these two groups using three methods: ROH, ΔROH, and averaged FST. ROH analyses showed that some Italian goat breeds have a lower inbreeding coefficient, which is attributable to their management and history. ROH are longer in breeds that are undergoing non-optimal management or with small population size. In several small breeds, the ROH length classes are balanced, reflecting more accurate mating planning. The differences in climate and management between the NRD and CSD groups have resulted in different ROH lengths and numbers: the NRD populations bred in isolated valleys present more and shorter ROH segments, while the CSD populations have fewer and longer ROH, which is likely due to the fact that they have undergone more admixture events during the horizontal transhumance practice followed by a more recent standardization. We identified four genes within signatures of selection on chromosome 11 related to fertility in the NRD group, and 23 genes on chromosomes 5 and 6 related to growth in the CSD group. Finally, we identified 17 genes on chromosome 12 related to environmental adaptation and body size with high homozygosity in both groups. CONCLUSIONS: These results show how different management practices have impacted the level of genomic inbreeding in two Italian goat groups and could be useful to assist management in a low-input system while safeguarding the diversity of small populations.


Subject(s)
Goats , Polymorphism, Single Nucleotide , Animals , Genome , Goats/genetics , Homozygote , Inbreeding
10.
Nat Genet ; 53(9): 1283-1289, 2021 09.
Article in English | MEDLINE | ID: mdl-34493869

ABSTRACT

Males and females present differences in complex traits and in the risk of a wide array of diseases. Genotype by sex (GxS) interactions are thought to account for some of these differences. However, the extent and basis of GxS are poorly understood. In the present study, we provide insights into both the scope and the mechanism of GxS across the genome of about 450,000 individuals of European ancestry and 530 complex traits in the UK Biobank. We found small yet widespread differences in genetic architecture across traits. We also found that, in some cases, sex-agnostic analyses may be missing trait-associated loci and looked into possible improvements in the prediction of high-level phenotypes. Finally, we studied the potential functional role of the differences observed through sex-biased gene expression and gene-level analyses. Our results suggest the need to consider sex-aware analyses for future studies to shed light onto possible sex-specific molecular mechanisms.


Subject(s)
Quantitative Trait Loci/genetics , Quantitative Trait, Heritable , Sex Characteristics , Biological Specimen Banks , Female , Gene Expression Regulation/genetics , Genotype , Humans , Male , Multifactorial Inheritance/genetics , Polymorphism, Single Nucleotide/genetics , Sex Factors , United Kingdom
11.
Genome Biol Evol ; 13(9)2021 09 01.
Article in English | MEDLINE | ID: mdl-34383887

ABSTRACT

The increasing availability of new genome assemblies often comes with a paucity of associated genomic annotations, limiting the range of studies that can be performed. A common workaround is to lift over annotations from better annotated genomes. However, generating the files required to perform a lift over is computationally and labor intensive and only a limited number are currently publicly available. Here we present nf-LO (nextflow-LiftOver), a containerized and scalable Nextflow pipeline that enables lift overs within and between any species for which assemblies are available. nf-LO will consequently facilitate data interpretation across a broad range of genomic studies.


Subject(s)
Computational Biology , Genome , Genomics , Software , Workflow
12.
Sci Rep ; 11(1): 10986, 2021 05 26.
Article in English | MEDLINE | ID: mdl-34040003

ABSTRACT

Local adaptation of animals to the environment can abruptly become a burden when faced with rapid climatic changes such as those foreseen for the Italian peninsula over the next 70 years. Our study investigates the genetic structure of the Italian goat populations and links it with the environment and how genetics might evolve over the next 50 years. We used one of the largest national datasets including > 1000 goats from 33 populations across the Italian peninsula collected by the Italian Goat Consortium and genotyped with over 50 k markers. Our results showed that Italian goats can be discriminated in three groups reflective of the Italian geography and its geo-political situation preceding the country unification around two centuries ago. We leveraged the remarkable genetic and geographical diversity of the Italian goat populations and performed landscape genomics analysis to disentangle the relationship between genotype and environment, finding 64 SNPs intercepting genomic regions linked to growth, circadian rhythm, fertility, and inflammatory response. Lastly, we calculated the hypothetical future genotypic frequencies of the most relevant SNPs identified through landscape genomics to evaluate their long-term effect on the genetic structure of the Italian goat populations. Our results provide an insight into the past and the future of the Italian local goat populations, helping the institutions in defining new conservation strategy plans that could preserve their diversity and their link to local realities challenged by climate change.


Subject(s)
Genomics , Goats , Polymorphism, Single Nucleotide , Animals , Genetics, Population , Genotype , Selection, Genetic
13.
Nat Commun ; 11(1): 4739, 2020 09 21.
Article in English | MEDLINE | ID: mdl-32958756

ABSTRACT

More people globally depend on the water buffalo than any other domesticated species, and as the most closely related domesticated species to cattle they can provide important insights into the shared evolutionary basis of domestication. Here, we sequence the genomes of 79 water buffalo across seven breeds and compare patterns of between breed selective sweeps with those seen for 294 cattle genomes representing 13 global breeds. The genomic regions under selection between cattle breeds significantly overlap regions linked to stature in human genetic studies, with a disproportionate number of these loci also shown to be under selection between water buffalo breeds. Investigation of potential functional variants in the water buffalo genome identifies a rare example of convergent domestication down to the same mutation having independently occurred and been selected for across domesticated species. Cross-species comparisons of recent selective sweeps can consequently help identify and refine important loci linked to domestication.


Subject(s)
Buffaloes/genetics , Cattle/genetics , Domestication , Genome/genetics , Animals , Breeding , Buffaloes/classification , Cattle/classification , Evolution, Molecular , Genetic Loci/genetics , Genetic Variation , Phenotype , Phylogeography , Selection, Genetic
14.
Sci Rep ; 10(1): 12634, 2020 07 28.
Article in English | MEDLINE | ID: mdl-32724217

ABSTRACT

The skin microbiota interacts with the host immune response to maintain the homeostasis. Changes in the skin microbiota are linked to the onset and the progression of several diseases, including tumors. We characterized the skin surface and dermal microbiota of 11 dogs affected by spontaneous mast cell tumor (MCT), using skin contralateral sites as intra-animal healthy controls. The microbial profile differed between healthy and tumor skin surfaces and dermis, demonstrating that the change in microbiota composition is related to the presence of MCT. The number of observed taxa between MCT and healthy skin surfaces was detected, showing a decrease in number and heterogeneity of taxa over the skin surface of MCT, at both inter- and intra-individual level. Preliminary data on bacterial population of MCT dermis, obtained only on three dogs, demonstrated an intra-individual reduction of taxa number when compared to the skin surface. Taxonomy reveals an increase of Firmicutes phylum and Corynebacteriaceae family in MCT skin surface when compared to the healthy contralateral. In conclusion, we demonstrate that microbial population of skin surface and dermis is related to mast cell tumor. Our study provides the basis for future investigations aiming to better define the interaction between mast cell tumors, microbiota and host immune response.


Subject(s)
Dermis/microbiology , Dog Diseases/microbiology , Dogs/microbiology , Mast Cells/pathology , Microbiota , Neoplasms/microbiology , Neoplasms/veterinary , Animals , Multidimensional Scaling Analysis
15.
J Dairy Sci ; 103(3): 2693-2700, 2020 Mar.
Article in English | MEDLINE | ID: mdl-31980229

ABSTRACT

The identification of milk microbial communities in ruminants is relevant for understanding the association between milk microbiota and health status. The most common approach for studying the microbiota is amplifying and sequencing specific hypervariable regions of the 16S rRNA gene using massive sequencing techniques. However, the taxonomic resolution is limited to family and, in some cases, genus level. We aimed to improve taxonomic classification of the water buffalo milk microbiota by amplifying and sequencing the full-length 16S rRNA gene (1,500 bp) using Nanopore sequencing (single-molecule sequencing). When comparing with short-read results, we improved the taxonomic classification, reaching species level. We identified the main microbial agents of subclinical mastitis at the species level that were in accordance with the microbiological culture results. These results confirm the potential of single-molecule sequencing for in-depth analysis of microbial populations in dairy animals.


Subject(s)
Buffaloes/microbiology , Mastitis/veterinary , Microbiota/genetics , Milk/microbiology , Nanopore Sequencing/veterinary , Animals , Female , Mastitis/microbiology , RNA, Ribosomal, 16S/genetics
16.
Adv Genet (Hoboken) ; 1(1): e10024, 2020 Dec.
Article in English | MEDLINE | ID: mdl-36619250

ABSTRACT

Strong selection has resulted in substantial morphological and behavioral diversity across modern dog breeds, which makes dogs interesting model animals to study the underlying genetic architecture of these traits. However, results from between-breed analyses may confound selection signatures for behavior and morphological features that were coselected during breed development. In this study, we assess population genetic differences in a unique resource of dogs of the same breed but with systematic behavioral selection in only one population. We exploit these different breeding backgrounds to identify signatures of recent selection. Selection signatures within populations were found on chromosomes 4 and 19, with the strongest signals in behavior-related genes. Regions showing strong signals of divergent selection were located on chromosomes 1, 24, and 32, and include candidate genes for both physical features and behavior. Some of the selection signatures appear to be driven by loci associated with coat color (Chr 24; ASIP) and length (Chr 32; FGF5), while others showed evidence of association with behavior. Our findings suggest that signatures of selection within dog breeds have been driven by selection for morphology and behavior. Furthermore, we demonstrate that combining selection scans with association analyses is effective for dissecting the traits under selection.

17.
Genome ; 63(2): 125-130, 2020 Feb.
Article in English | MEDLINE | ID: mdl-31770025

ABSTRACT

Epigenetic mechanisms may provide a novel prospective of bobcat (Lynx rufus) adaptation to habitat loss/fragmentation. Previous research has focused on bobcat behavior and genetics, but epigenetics has not been studied in bobcat. The aim of this study was to determine the quantity of global DNA methylation in the liver of 30 bobcats. DNA was extracted from liver samples obtained from the Vermont Fish and Wildlife Department. The percent of global DNA methylation was quantified and calculated using the MethylFlashTM Methylated DNA 5-mC Quantification Kit from Epigentek (Farmingdale, NY, USA). Age, sex, and carcass weight data were collected at sampling and analyzed with percent of global DNA methylation. Global DNA methylation was found to range from 0.46% to 2.76%. Age ranged from <1 to 12 years old and weight ranged from 3.18 to 13.61 kg. Further analysis of differential methylation may provide insight into novel means of bobcat conservation within different regions of Vermont. These results reinforce the need for genome-wide epigenetic studies in conservation biology.


Subject(s)
DNA Methylation , Lynx/genetics , Animals , Epigenome , Female , Liver/metabolism , Lynx/metabolism , Male
18.
J Dairy Sci ; 102(8): 7476-7482, 2019 Aug.
Article in English | MEDLINE | ID: mdl-31178197

ABSTRACT

The concept that ruminant mammary gland quarters are anatomically and physiologically unrelated has been recently challenged by immunological evidence. How this interdependence reflects on individual quarter milk microbiota is unknown. The aim of the present study was to cover this gap by investigating the interdependence of quarters among the same mammary gland at the milk microbiota level using next-generation sequencing of the V4-16S rRNA gene. A total of 52 samples were included in this study and classified as healthy or affected by subclinical mastitis. Extraction of DNA, amplification of the V4-16S rRNA gene, and sequencing using Ion Torrent Personal Genome Machine (Thermo Fisher Scientific, Waltham, MA) were carried out. We found that the intra-individual variability was lower than the inter-individual one. The present findings further support at milk microbiota level the hypothesis of the interdependence of quarters, as previously demonstrated following immunological studies, suggesting that individual factors (e.g., immunity, genetics) may have a role in modulating milk microbiota.


Subject(s)
Mammary Glands, Animal/microbiology , Mastitis, Bovine/microbiology , Microbiota , Animals , Buffaloes/genetics , Cattle , Female , High-Throughput Nucleotide Sequencing , Mammary Glands, Animal/immunology , Mastitis, Bovine/immunology , Milk , RNA, Ribosomal, 16S
19.
Genet Sel Evol ; 50(1): 57, 2018 Nov 19.
Article in English | MEDLINE | ID: mdl-30449276

ABSTRACT

BACKGROUND: Since goat was domesticated 10,000 years ago, many factors have contributed to the differentiation of goat breeds and these are classified mainly into two types: (i) adaptation to different breeding systems and/or purposes and (ii) adaptation to different environments. As a result, approximately 600 goat breeds have developed worldwide; they differ considerably from one another in terms of phenotypic characteristics and are adapted to a wide range of climatic conditions. In this work, we analyzed the AdaptMap goat dataset, which is composed of data from more than 3000 animals collected worldwide and genotyped with the CaprineSNP50 BeadChip. These animals were partitioned into groups based on geographical area, production uses, available records on solid coat color and environmental variables including the sampling geographical coordinates, to investigate the role of natural and/or artificial selection in shaping the genome of goat breeds. RESULTS: Several signatures of selection on different chromosomal regions were detected across the different breeds, sub-geographical clusters, phenotypic and climatic groups. These regions contain genes that are involved in important biological processes, such as milk-, meat- or fiber-related production, coat color, glucose pathway, oxidative stress response, size, and circadian clock differences. Our results confirm previous findings in other species on adaptation to extreme environments and human purposes and provide new genes that could explain some of the differences between goat breeds according to their geographical distribution and adaptation to different environments. CONCLUSIONS: These analyses of signatures of selection provide a comprehensive first picture of the global domestication process and adaptation of goat breeds and highlight possible genes that may have contributed to the differentiation of this species worldwide.


Subject(s)
Acclimatization , Domestication , Goats/genetics , Selection, Genetic , Animals , Breeding/methods , Genetic Variation , Genome , Genotype , Goats/physiology , Phenotype , Polymorphism, Single Nucleotide , Sequence Analysis, DNA
20.
Genet Sel Evol ; 50(1): 55, 2018 Nov 19.
Article in English | MEDLINE | ID: mdl-30449282

ABSTRACT

BACKGROUND: International standard panels of single nucleotide polymorphisms (SNPs) have replaced microsatellites in several species for parentage assessment and assignment (PA) purposes. However, such a resource is still lacking in goats. The application of a cheap tool for PA would help the management of goat populations by improving the reliability of pedigree registration and, consequently, allow a better implementation of breeding schemes or conservation programs. RESULTS: Using data from the current GoatSNP50 chip, starting from a worldwide dataset of more than 4000 animals belonging to more than 140 breeds and populations from the AdaptMap initiative, we selected a panel of 195 SNPs. The assignment rate of this panel was up to 100% on an additional dataset that included 2000 Alpine and Saanen animals and highly related candidate sires. CONCLUSIONS: In this study, we defined a highly informative SNP panel, which will be publicly available to worldwide breeders and laboratories. Its development on such a large number of breeds and populations, together with validation on a second set of cosmopolitan breeds, makes it a promising and important genomic tool for the goat species.


Subject(s)
Breeding/methods , Goats/genetics , Polymorphism, Single Nucleotide , Animals , Female , Gene Frequency , Linkage Disequilibrium , Male , Sex Determination Processes
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