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Klawatsch J, Papachristou D, Koutsouli P, Upadhyay M, Seichter D, Russ I, Mioč B, Simčič M, Bizelis I, Medugorac I. Genetic basis of ear length in sheep breeds sampled across the region from the Middle East to the Alps. Anim Genet 2024; 55:123-133. [PMID: 38069488 DOI: 10.1111/age.13387] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2023] [Revised: 11/28/2023] [Accepted: 11/29/2023] [Indexed: 01/04/2024]
Abstract
Ear length in sheep (Ovis aries) shows a wide range of natural variation, from the absence of an outer ear structure (anotia), to small outer ears (microtia), to regular ear length. Up until now, the underlying genetics of this phenotype has been studied in four sheep breeds from China, Jordan and Italy. These studies revealed a broad range of genes significantly associated with ear length, potentially indicating genetic heterogeneity across breeds or geographic regions. In the current study, we performed genome-wide SNP genotyping and haplotype-based mapping, in a population of 340 individuals, to identify loci influencing ear length variation in additional sheep breeds from Slovenia, Croatia, Cyprus and Greece. Additionally, two previously described candidate variants were also genotyped in our mapping population. The mapping model without candidate variant genotypes revealed only one genome-wide significant signal, which was located next to HMX1 on OAR6. This region was previously described as being associated with ear length variation in the Altay and Awassi sheep breeds. The mapping model including the candidate duplication genotype near HMX1 as a fixed effect explained the phenotypic variance on OAR6 and revealed an additional genome-wide significant locus on OAR13 associated with ear length. Our results, combined with published evidence, suggest that a duplication in the evolutionarily conserved region near HMX1 is the major regulator of ear length in sheep breeds descended from a larger region from Central Asia, to the Middle East, Cyprus, Greece and to the Alps. This distribution suggests an ancient origin of the derived allele.
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Affiliation(s)
- Jürgen Klawatsch
- Population Genomics Group, Department of Veterinary Sciences, Ludwig Maximillians University Munich, Munich, Germany
- Tierzuchtforschung e.V. Munich, Grub, Germany
| | | | - Panagiota Koutsouli
- Department of Animal Science, Agricultural University of Athens, Athens, Greece
| | - Maulik Upadhyay
- Population Genomics Group, Department of Veterinary Sciences, Ludwig Maximillians University Munich, Munich, Germany
| | | | - Ingolf Russ
- Tierzuchtforschung e.V. Munich, Grub, Germany
| | - Boro Mioč
- Department of Animal Science and Technology, Faculty of Agriculture, University of Zagreb, Zagreb, Croatia
| | - Mojca Simčič
- Department of Animal Science, Biotechnical Faculty, University of Ljubljana, Ljubljana, Slovenia
| | - Iosif Bizelis
- Department of Animal Science, Agricultural University of Athens, Athens, Greece
| | - Ivica Medugorac
- Population Genomics Group, Department of Veterinary Sciences, Ludwig Maximillians University Munich, Munich, Germany
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Id-Lahoucine S, Casellas J, Suárez-Vega A, Fonseca PAS, Schenkel FS, Sargolzaei M, Cánovas A. Unravelling transmission ratio distortion across the bovine genome: identification of candidate regions for reproduction defects. BMC Genomics 2023; 24:383. [PMID: 37422635 DOI: 10.1186/s12864-023-09455-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2023] [Accepted: 06/15/2023] [Indexed: 07/10/2023] Open
Abstract
BACKGROUND Biological mechanisms affecting gametogenesis, embryo development and postnatal viability have the potential to alter Mendelian inheritance expectations resulting in observable transmission ratio distortion (TRD). Although the discovery of TRD cases have been around for a long time, the current widespread and growing use of DNA technologies in the livestock industry provides a valuable resource of large genomic data with parent-offspring genotyped trios, enabling the implementation of TRD approach. In this research, the objective is to investigate TRD using SNP-by-SNP and sliding windows approaches on 441,802 genotyped Holstein cattle and 132,991 (or 47,910 phased) autosomal SNPs. RESULTS The TRD was characterized using allelic and genotypic parameterizations. Across the whole genome a total of 604 chromosomal regions showed strong significant TRD. Most (85%) of the regions presented an allelic TRD pattern with an under-representation (reduced viability) of carrier (heterozygous) offspring or with the complete or quasi-complete absence (lethality) for homozygous individuals. On the other hand, the remaining regions with genotypic TRD patterns exhibited the classical recessive inheritance or either an excess or deficiency of heterozygote offspring. Among them, the number of most relevant novel regions with strong allelic and recessive TRD patterns were 10 and 5, respectively. In addition, functional analyses revealed candidate genes regulating key biological processes associated with embryonic development and survival, DNA repair and meiotic processes, among others, providing additional biological evidence of TRD findings. CONCLUSIONS Our results revealed the importance of implementing different TRD parameterizations to capture all types of distortions and to determine the corresponding inheritance pattern. Novel candidate genomic regions containing lethal alleles and genes with functional and biological consequences on fertility and pre- and post-natal viability were also identified, providing opportunities for improving breeding success in cattle.
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Affiliation(s)
- Samir Id-Lahoucine
- Centre for Genetic Improvement of Livestock, Department of Animal Biosciences, University of Guelph, Guelph, ON, N1G 2W1, Canada
| | - Joaquim Casellas
- Departament de Ciència Animal I Dels Aliments, Universitat Autònoma de Barcelona, Bellaterra, 08193, Barcelona, Spain
| | - Aroa Suárez-Vega
- Centre for Genetic Improvement of Livestock, Department of Animal Biosciences, University of Guelph, Guelph, ON, N1G 2W1, Canada
| | - Pablo A S Fonseca
- Centre for Genetic Improvement of Livestock, Department of Animal Biosciences, University of Guelph, Guelph, ON, N1G 2W1, Canada
| | - Flavio S Schenkel
- Centre for Genetic Improvement of Livestock, Department of Animal Biosciences, University of Guelph, Guelph, ON, N1G 2W1, Canada
| | - Mehdi Sargolzaei
- Centre for Genetic Improvement of Livestock, Department of Animal Biosciences, University of Guelph, Guelph, ON, N1G 2W1, Canada
- Department of Pathobiology, University of Guelph, Guelph, ON, N1G 2W1, Canada
- Select Sires, Inc, Plain City, OH, 43064, USA
| | - Angela Cánovas
- Centre for Genetic Improvement of Livestock, Department of Animal Biosciences, University of Guelph, Guelph, ON, N1G 2W1, Canada.
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Modorov MV, Kleshcheva AA, Osintseva KR, Tkachenko IV, Sevost’yanov MY, Zezin NN. The Use of KASP Technology to Study Associations of Single Nucleotide Polymorphisms in the GPAD4, CCL3, DGKG, PPARGC1A, STAT1, and TLR4 Genes with Milk Production in Cattle. RUSS J GENET+ 2022. [DOI: 10.1134/s1022795422120080] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
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Lagler DK, Hannemann E, Eck K, Klawatsch J, Seichter D, Russ I, Mendel C, Lühken G, Krebs S, Blum H, Upadhyay M, Medugorac I. Fine-mapping and identification of candidate causal genes for tail length in the Merinolandschaf breed. Commun Biol 2022; 5:918. [PMID: 36068271 PMCID: PMC9448734 DOI: 10.1038/s42003-022-03854-3] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2022] [Accepted: 08/16/2022] [Indexed: 12/14/2022] Open
Abstract
Docking the tails of lambs in long-tailed sheep breeds is a common practice worldwide. But this practice is associated with pain. Breeding for a shorter tail could offer an alternative. Therefore, this study aimed to analyze the natural tail length variation in the Merinolandschaf and to identify causal alleles for the short tail phenotype segregating within long-tailed breeds. We used SNP-based association analysis and haplotype-based mapping in 362 genotyped (Illumina OvineSNP50) and phenotyped Merinolandschaf lambs. Genome-wide significant regions were capture sequenced in 48 lambs and comparatively analyzed in various long and short-tailed sheep breeds and wild sheep subspecies. Here we show a SNP located in the first exon of HOXB13 and a SINE element located in the promotor of HOXB13 as promising candidates. These results enable more precise breeding towards shorter tails, improve animal welfare by amplification of ancestral alleles and contribute to a better understanding of differential embryonic development.
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Affiliation(s)
- Dominik Karl Lagler
- Population Genomics Group, Department of Veterinary Sciences, LMU Munich, Lena-Christ-Str. 48, 82152, Martinsried, Germany
- Tierzuchtforschung e.V. München, Senator-Gerauer-Str. 23, 85586, Poing, Germany
| | - Elisabeth Hannemann
- Population Genomics Group, Department of Veterinary Sciences, LMU Munich, Lena-Christ-Str. 48, 82152, Martinsried, Germany
| | - Kim Eck
- Population Genomics Group, Department of Veterinary Sciences, LMU Munich, Lena-Christ-Str. 48, 82152, Martinsried, Germany
- Tierzuchtforschung e.V. München, Senator-Gerauer-Str. 23, 85586, Poing, Germany
| | - Jürgen Klawatsch
- Population Genomics Group, Department of Veterinary Sciences, LMU Munich, Lena-Christ-Str. 48, 82152, Martinsried, Germany
- Tierzuchtforschung e.V. München, Senator-Gerauer-Str. 23, 85586, Poing, Germany
| | - Doris Seichter
- Tierzuchtforschung e.V. München, Senator-Gerauer-Str. 23, 85586, Poing, Germany
| | - Ingolf Russ
- Tierzuchtforschung e.V. München, Senator-Gerauer-Str. 23, 85586, Poing, Germany
| | - Christian Mendel
- Institute for Animal Breeding, Bavarian State Research Center for Agriculture, Prof.-Dürrwaechter-Platz 1, 85586, Poing, Germany
| | - Gesine Lühken
- Institute of Animal Breeding and Genetics, JLU Gießen, Ludwigstr. 21, 35390, Gießen, Germany
| | - Stefan Krebs
- Laboratory for Functional Genome Analysis, Gene Center, Ludwig-Maximilians-University Munich, 80539, Munich, Germany
| | - Helmut Blum
- Laboratory for Functional Genome Analysis, Gene Center, Ludwig-Maximilians-University Munich, 80539, Munich, Germany
| | - Maulik Upadhyay
- Population Genomics Group, Department of Veterinary Sciences, LMU Munich, Lena-Christ-Str. 48, 82152, Martinsried, Germany
| | - Ivica Medugorac
- Population Genomics Group, Department of Veterinary Sciences, LMU Munich, Lena-Christ-Str. 48, 82152, Martinsried, Germany.
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Abitbol M, Jagannathan V, Laurent N, Noblet E, Dutil GF, Troupel T, de Dufaure de Citres C, Gache V, Blot S, Escriou C, Leeb T. A PNPLA8 frameshift variant in Australian shepherd dogs with hereditary ataxia. Anim Genet 2022; 53:709-712. [PMID: 35864734 PMCID: PMC9545373 DOI: 10.1111/age.13245] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2022] [Revised: 06/28/2022] [Accepted: 07/11/2022] [Indexed: 11/29/2022]
Abstract
Hereditary ataxias are common among canine breeds with various molecular etiology. We identified a hereditary ataxia in young‐adult Australian Shepherd dogs characterized by uncoordinated movements and spasticity, worsening progressively and leading to inability to walk. Pedigree analysis suggested an autosomal recessive transmission. By whole genome sequencing and variant filtering of an affected dog we identified a PNPLA8:c.1169_1170dupTT variant. This variant, located in PNPLA8 (Patatin Like Phospholipase Domain Containing 8), was predicted to induce a PNPLA8:p.(His391PhefsTer394) frameshift, leading to a premature stop codon in the protein. The truncated protein was predicted to lack the functional patatin catalytic domain of PNPLA8, a calcium‐independent phospholipase. PNPLA8 is known to be essential for maintaining mitochondrial energy production through tailoring mitochondrial membrane lipid metabolism and composition. The Australian Shepherd ataxia shares molecular and clinical features with Weaver syndrome in cattle and the mitochondrial‐related neurodegeneration associated with PNPLA8 loss‐of‐function variants in humans. By genotyping a cohort of 85 control Australian Shepherd dogs sampled in France, we found a 4.7% carrier frequency. The PNPLA8:c.[1169_1170dupTT] allele is easily detectable with a genetic test to avoid at‐risk matings.
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Affiliation(s)
- Marie Abitbol
- Univ Lyon, VetAgro Sup, Marcy-l'Etoile, France.,Institut NeuroMyoGène INMG-PNMG, CNRS UMR5261, INSERM U1315, Faculté de Médecine, Rockefeller, Université Claude Bernard Lyon 1, Lyon, France
| | - Vidhya Jagannathan
- Institute of Genetics, Vetsuisse Faculty, University of Bern, Bern, Switzerland
| | | | | | - Guillaume F Dutil
- Division of Clinical Neurology and Neurosurgery, CHV Atlantia, Nantes, France
| | - Thibaut Troupel
- Ecole Nationale Vétérinaire d'Alfort, Univ Paris Est Créteil, INSERM, IMRB, Maisons-Alfort, France
| | | | - Vincent Gache
- Institut NeuroMyoGène INMG-PNMG, CNRS UMR5261, INSERM U1315, Faculté de Médecine, Rockefeller, Université Claude Bernard Lyon 1, Lyon, France
| | - Stéphane Blot
- Ecole Nationale Vétérinaire d'Alfort, Univ Paris Est Créteil, INSERM, IMRB, Maisons-Alfort, France
| | | | - Tosso Leeb
- Institute of Genetics, Vetsuisse Faculty, University of Bern, Bern, Switzerland
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Ablondi M, Johnsson M, Eriksson S, Sabbioni A, Viklund ÅG, Mikko S. Performance of Swedish Warmblood fragile foal syndrome carriers and breeding prospects. Genet Sel Evol 2022; 54:4. [PMID: 35062868 PMCID: PMC8783495 DOI: 10.1186/s12711-021-00693-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/25/2021] [Accepted: 12/21/2021] [Indexed: 11/30/2022] Open
Abstract
Background Warmblood fragile foal syndrome (WFFS) is a monogenetic defect caused by a recessive lethal missense point mutation in the procollagen‐lysine, 2‐oxoglutarate 5‐dioxygenase 1 gene (PLOD1, c.2032G>A). The majority of homozygous WFFS horses are aborted during gestation. Clinical signs of affected horses include fragile skin, skin and mucosa lacerations, hyperextension of the articulations, and hematomas. In spite of its harmful effect, a relatively high frequency of WFFS carriers has been found in Warmblood horses, suggesting a heterozygote advantage. Thus, in this study our aims were to: (1) estimate the frequency of WFFS carriers in the Swedish Warmblood breed (SWB), (2) estimate the effect of WFFS carrier genotype on performance traits in two SWB subpopulations bred for different disciplines, and (3) simulate the potential effects of balancing selection and different selection strategies on the frequency of carriers. Methods In total, 2288 SWB sport horses born between 1971 and 2020 were tested for the WFFS mutation and had estimated breeding values (EBV) for ten traditional evaluating and 50 linear descriptive traits. Results The frequency of WFFS carriers calculated from a pool of 511 randomly selected SWB horses born in 2017 was equal to 7.4% and ranged from 0.0 to 12.0% among the whole set of tested SWB horses, starting from 1971 till 2020. The effect of the WFFS carrier genotype was significant for several EBV mainly related to movements and dressage traits and especially for horses not bred for the show jumping discipline. Using simulation, we showed that balancing selection can maintain a recessive lethal allele in populations such as the SWB breed over generations and that the frequency is expected to slowly decrease in absence of balancing selection. Finally, we showed that selection against carrier sires can result in a more rapid decrease of the frequency of the mutant allele over time. Conclusion Further research is needed to confirm the apparent association between equine performance and the WFFS carrier genotype. Identification of such associations or new causative mutations for horse performance traits can serve as new tools in horse breeding to select for healthy, sustainable, and better performing horses. Supplementary Information The online version contains supplementary material available at 10.1186/s12711-021-00693-4.
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Affiliation(s)
- Michela Ablondi
- Department of Veterinary Science, Università degli Studi di Parma, 43126, Parma, Italy
| | - Martin Johnsson
- Dept. of Animal Breeding and Genetics, Swedish University of Agricultural Sciences, PO Box 7023, S-750 07, Uppsala, Sweden
| | - Susanne Eriksson
- Dept. of Animal Breeding and Genetics, Swedish University of Agricultural Sciences, PO Box 7023, S-750 07, Uppsala, Sweden
| | - Alberto Sabbioni
- Department of Veterinary Science, Università degli Studi di Parma, 43126, Parma, Italy
| | - Åsa Gelinder Viklund
- Dept. of Animal Breeding and Genetics, Swedish University of Agricultural Sciences, PO Box 7023, S-750 07, Uppsala, Sweden
| | - Sofia Mikko
- Dept. of Animal Breeding and Genetics, Swedish University of Agricultural Sciences, PO Box 7023, S-750 07, Uppsala, Sweden.
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Häfliger IM, Seefried FR, Spengeler M, Drögemüller C. Mining massive genomic data of two Swiss Braunvieh cattle populations reveals six novel candidate variants that impair reproductive success. Genet Sel Evol 2021; 53:95. [PMID: 34915862 PMCID: PMC8675516 DOI: 10.1186/s12711-021-00686-3] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2021] [Accepted: 11/26/2021] [Indexed: 11/30/2022] Open
Abstract
Background This study was carried out on the two Braunvieh populations reared in Switzerland, the dairy Brown Swiss (BS) and the dual-purpose Original Braunvieh (OB). We performed a genome-wide analysis of array data of trios (sire, dam, and offspring) from the routine genomic selection to identify candidate regions showing missing homozygosity and phenotypic associations with five fertility, ten birth, and nine growth-related traits. In addition, genome-wide single SNP regression studies based on 114,890 single nucleotide polymorphisms (SNPs) for each of the two populations were performed. Furthermore, whole-genome sequencing data of 430 cattle including 70 putative haplotype carriers were mined to identify potential candidate variants that were validated by genotyping the current population using a custom array. Results Using a trio-based approach, we identified 38 haplotype regions for BS and five for OB that segregated at low to moderate frequencies. For the BS population, we confirmed two known haplotypes, BH1 and BH2. Twenty-four variants that potentially explained the missing homozygosity and associated traits were detected, in addition to the previously reported TUBD1:p.His210Arg variant associated with BH2. For example, for BS we identified a stop-gain variant (p.Arg57*) in the MRPL55 gene in the haplotype region on chromosome 7. This region is associated with the ‘interval between first and last insemination’ trait in our data, and the MRPL55 gene is known to be associated with early pregnancy loss in mice. In addition, we discuss candidate missense variants in the CPT1C, MARS2, and ACSL5 genes for haplotypes mapped in BS. In OB, we highlight a haplotype region on chromosome 19, which is potentially caused by a frameshift variant (p.Lys828fs) in the LIG3 gene, which is reported to be associated with early embryonic lethality in mice. Furthermore, we propose another potential causal missense variant in the TUBGCP5 gene for a haplotype mapped in OB. Conclusions We describe, for the first time, several haplotype regions that segregate at low to moderate frequencies and provide evidence of causality by trait associations in the two populations of Swiss Braunvieh. We propose a list of six protein-changing variants as potentially causing missing homozygosity. These variants need to be functionally validated and incorporated in the breeding program. Supplementary Information The online version contains supplementary material available at 10.1186/s12711-021-00686-3.
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Affiliation(s)
- Irene M Häfliger
- Institute of Genetics, Vetsuisse Faculty, University of Bern, Bremgartenstrasse 109a, 3001, Bern, Switzerland.
| | | | | | - Cord Drögemüller
- Institute of Genetics, Vetsuisse Faculty, University of Bern, Bremgartenstrasse 109a, 3001, Bern, Switzerland
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Häfliger IM, Seefried FR, Drögemüller C. Reverse Genetic Screen for Deleterious Recessive Variants in the Local Simmental Cattle Population of Switzerland. Animals (Basel) 2021; 11:3535. [PMID: 34944310 PMCID: PMC8698008 DOI: 10.3390/ani11123535] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2021] [Revised: 12/05/2021] [Accepted: 12/08/2021] [Indexed: 11/26/2022] Open
Abstract
We herein report the result of a large-scale reverse genetic screen in the Swiss Simmental population, a local dual-purpose cattle breed. We aimed to detect possible recessively inherited variants affecting protein-coding genes, as such deleterious variants can impair fertility and rearing success significantly. We used 115,000 phased SNP data of almost 10 thousand cattle with pedigree data. This revealed evidence for 11 genomic regions of 1.17 Mb on average, with haplotypes (SH1 to SH11) showing a significant depletion in homozygosity and an allele frequency between 3.2 and 10.6%. For the proposed haplotypes, it was unfortunately not possible to evaluate associations with fertility traits as no corresponding data were available. For each haplotype region, possible candidate genes were listed based on their known function in development and disease. Subsequent mining of single-nucleotide variants and short indels in the genomes of 23 sequenced haplotype carriers allowed us to identify three perfectly linked candidate causative protein-changing variants: a SH5-related DIS3:p.Ile678fs loss-of-function variant, a SH8-related CYP2B6:p.Ile313Asn missense variant, and a SH9-related NUBPL:p.Ser143Tyr missense variant. None of these variants occurred in homozygous state in any of more than 5200 sequenced cattle of various breeds. Selection against these alleles in order to reduce reproductive failure and animal loss is recommended.
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Affiliation(s)
- Irene M. Häfliger
- Institute of Genetics, Vetsuisse Faculty, University of Bern, 3012 Bern, Switzerland;
| | | | - Cord Drögemüller
- Institute of Genetics, Vetsuisse Faculty, University of Bern, 3012 Bern, Switzerland;
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Direct and indirect contributions of molecular genetics to farm animal welfare: a review. Anim Health Res Rev 2021; 22:177-186. [PMID: 34842522 DOI: 10.1017/s1466252321000104] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
Since domestication, farm animals have played a key role to increase the prosperity of humankind, while animal welfare (AW) is debated even today. This paper aims to comprehensively review the contributions of developing molecular genetics to farm animal welfare (FAW) and to raise awareness among both scientists and farmers about AW. Welfare is a complex trait affected by genetic structure and environmental factors. Therefore, the best welfare status can be achieved not only to enhance environmental factors such as management and feeding practices, but also the genetic structure of animals must be improved. In this regard, advances in molecular genetics have made great contributions to improve the genetic structure of farm animals, which has increased AW. Today, by sequencing and/or molecular markers, genetic diseases may be detected and eliminated in local herds. Additionally, genes related to diseases or adaptations are investigated by molecular techniques, and the frequencies of desired genotypes are increased in farm animals to keep welfare at an optimized level. Furthermore, stress on animals can be reduced with DNA extraction from stool and feather samples which reduces physical contact between animals and veterinarians. Together with molecular genetics, advances in genome editing tools and biotechnology are promising to improve FAW in the future.
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Marina H, Chitneedi P, Pelayo R, Suárez-Vega A, Esteban-Blanco C, Gutiérrez-Gil B, Arranz JJ. Study on the concordance between different SNP-genotyping platforms in sheep. Anim Genet 2021; 52:868-880. [PMID: 34515357 DOI: 10.1111/age.13139] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 08/28/2021] [Indexed: 12/12/2022]
Abstract
Different SNP genotyping technologies are commonly used in multiple studies to perform QTL detection, genotype imputation, and genomic predictions. Therefore, genotyping errors cannot be ignored, as they can reduce the accuracy of different procedures applied in genomic selection, such as genomic imputation, genomic predictions, and false-positive results in genome-wide association studies. Currently, whole-genome resequencing (WGR) also offers the potential for variant calling analysis and high-throughput genotyping. WGR might overshadow array-based genotyping technologies due to the larger amount and precision of the genomic information provided; however, its comparatively higher price per individual still limits its use in larger populations. Thus, the objective of this work was to evaluate the accuracy of the two most popular SNP-chip technologies, namely, Affymetrix and Illumina, for high-throughput genotyping in sheep considering high-coverage WGR datasets as references. Analyses were performed using two reference sheep genome assemblies, the popular Oar_v3.1 reference genome and the latest available version Oar_rambouillet_v1.0. Our results demonstrate that the genotypes from both platforms are suggested to have high concordance rates with the genotypes determined from reference WGR datasets (96.59% and 99.51% for Affymetrix and Illumina technologies, respectively). The concordance results provided in the current study can pinpoint low reproducible markers across multiple platforms used for sheep genotyping data. Comparing results using two reference genome assemblies also informs how genome assembly quality can influence genotype concordance rates among different genotyping platforms. Moreover, we describe an efficient pipeline to test the reliability of markers included in sheep SNP-chip panels against WGR datasets available on public databases. This pipeline may be helpful for discarding low-reliability markers before exploiting genomic information for gene mapping analyses or genomic prediction.
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Affiliation(s)
- H Marina
- Departamento de Producción Animal, Facultad de Veterinaria, Universidad de León, Campus de Vegazana s/n, León, 24071, Spain
| | - P Chitneedi
- Departamento de Producción Animal, Facultad de Veterinaria, Universidad de León, Campus de Vegazana s/n, León, 24071, Spain
| | - R Pelayo
- Departamento de Producción Animal, Facultad de Veterinaria, Universidad de León, Campus de Vegazana s/n, León, 24071, Spain
| | - A Suárez-Vega
- Departamento de Producción Animal, Facultad de Veterinaria, Universidad de León, Campus de Vegazana s/n, León, 24071, Spain
| | - C Esteban-Blanco
- Departamento de Producción Animal, Facultad de Veterinaria, Universidad de León, Campus de Vegazana s/n, León, 24071, Spain
| | - B Gutiérrez-Gil
- Departamento de Producción Animal, Facultad de Veterinaria, Universidad de León, Campus de Vegazana s/n, León, 24071, Spain
| | - J J Arranz
- Departamento de Producción Animal, Facultad de Veterinaria, Universidad de León, Campus de Vegazana s/n, León, 24071, Spain
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11
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El-Sibai M, El Hajj J, Al Haddad M, El Baba N, Al Saneh M, Daoud Khatoun W, Helaers R, Vikkula M, El Atat O, Sabbagh J, Abou Chebel N, Ghassibe-Sabbagh M. Dysregulation of Rho GTPases in orofacial cleft patients-derived primary cells leads to impaired cell migration, a potential cause of cleft/lip palate development. Cells Dev 2021; 165:203656. [PMID: 34024335 DOI: 10.1016/j.cdev.2021.203656] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2020] [Revised: 11/24/2020] [Accepted: 11/25/2020] [Indexed: 10/22/2022]
Abstract
Cleft lip and/or palate are a split in the lip, the palate or both. This results from the inability of lip buds and palatal shelves to properly migrate and assemble during embryogenesis. By extracting primary cells from a cleft patient, we aimed at offering a better understanding of the signaling mechanisms and interacting molecules involved in the lip and palate formation and fusion. With Rho GTPases being indirectly associated with cleft occurrence, we investigated the role of the latter in both. First, whole exome sequencing was conducted in a patient with cleft lip and palate. Primary fibroblastic cells originating from the upper right gingiva region were extracted and distinct cellular populations from two individuals were obtained: a control with no cleft phenotype and a patient with a cleft lip and palate. The genetic data showed three candidate variables in ARHGEF18, EPDR1, and CUL7. Next, the molecular data showed no significant change in proliferation rates between healthy patient cells and CL/P patient cells. However, CL/P patient cells showed decreased migration, increased adhesion and presented with a more elongated phenotype. Additionally, RhoA activity was upregulated in these cells, whereas Cdc42 activity was downregulated, resulting in loss of polarity. Our results are suggestive of a possible correlation between a dysregulation of Rho GTPases and the observed phenotype of cleft lip and palate patient cells. This insight into the intramolecular aspect of this disorder helps link the genetic defect with the observed phenotype and offers a possible mechanism by which CL/P occurs.
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Affiliation(s)
- Mirvat El-Sibai
- Department of Natural Sciences, School of Arts and Sciences, Lebanese American University, Beirut, Lebanon.
| | - Joelle El Hajj
- Department of Natural Sciences, School of Arts and Sciences, Lebanese American University, Beirut, Lebanon.
| | - Maria Al Haddad
- Department of Natural Sciences, School of Arts and Sciences, Lebanese American University, Beirut, Lebanon.
| | - Nada El Baba
- Department of Natural Sciences, School of Arts and Sciences, Lebanese American University, Beirut, Lebanon.
| | - Mounir Al Saneh
- Department of Natural Sciences, School of Arts and Sciences, Lebanese American University, Beirut, Lebanon.
| | - Wassim Daoud Khatoun
- Department of Natural Sciences, School of Arts and Sciences, Lebanese American University, Beirut, Lebanon.
| | - Raphaël Helaers
- Laboratory of Human Molecular Genetics, de Duve Institute, University of Louvain, Brussels, Belgium.
| | - Miikka Vikkula
- Laboratory of Human Molecular Genetics, de Duve Institute, University of Louvain, Brussels, Belgium.
| | - Oula El Atat
- Department of Natural Sciences, School of Arts and Sciences, Lebanese American University, Beirut, Lebanon.
| | - Joseph Sabbagh
- Department of Restorative Dentistry and Endodontics, Faculty of Dental Medicine, Lebanese University, Beirut, Lebanon.
| | - Naji Abou Chebel
- Department of Otolaryngology - Head and Neck Surgery, Faculty of Medicine, American University of Beirut, Beirut, Lebanon.
| | - Michella Ghassibe-Sabbagh
- Department of Natural Sciences, School of Arts and Sciences, Lebanese American University, Beirut, Lebanon.
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12
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Gehrke LJ, Capitan A, Scheper C, König S, Upadhyay M, Heidrich K, Russ I, Seichter D, Tetens J, Medugorac I, Thaller G. Are scurs in heterozygous polled (Pp) cattle a complex quantitative trait? Genet Sel Evol 2020; 52:6. [PMID: 32033534 PMCID: PMC7006098 DOI: 10.1186/s12711-020-0525-z] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2019] [Accepted: 01/22/2020] [Indexed: 11/10/2022] Open
Abstract
Background Breeding genetically hornless, i.e. polled, cattle provides an animal welfare-friendly and non-invasive alternative to the dehorning of calves. However, the molecular regulation of the development of horns in cattle is still poorly understood. Studying genetic characters such as polledness and scurs, can provide valuable insights into this process. Scurs are hornlike formations that occur occasionally in a wide variety of sizes and forms as an unexpected phenotype when breeding polled cattle. Methods We present a unique dataset of 885 Holstein–Friesian cattle with polled parentage. The horn phenotype was carefully examined, and the phenotypic heterogeneity of the trait is described. Using a direct gene test for polledness, the polled genotype of the animals was determined. Subsequently, the existence of a putative scurs locus was investigated using high-density genotype data of a selected subset of 232 animals and two mapping approaches: mixed linear model-based association analyses and combined linkage disequilibrium and linkage analysis. Results The results of an exploratory data analysis indicated that the expression of scurs depends on age at phenotyping, sex and polled genotype. Scurs were more prevalent in males than in females. Moreover, homozygous polled animals did not express any pronounced scurs and we found that the Friesian polled allele suppresses the development of scurs more efficiently than the Celtic polled allele. Combined linkage and linkage disequilibrium mapping revealed four genome-wide significant loci that affect the development of scurs, one on BTA5 and three on BTA12. Moreover, suggestive associations were detected on BTA16, 18 and 23. The mixed linear model-based association analysis supports the results of the combined linkage and linkage disequilibrium analysis. None of the mapping approaches provided convincing evidence for a monogenic inheritance of scurs. Conclusions Our results contradict the initial and still broadly accepted model for the inheritance of horns and scurs. We hypothesise an oligogenetic model to explain the development of scurs and polledness.
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Affiliation(s)
- Lilian Johanna Gehrke
- Institute of Animal Breeding and Husbandry, Christian-Albrechts-University Kiel, 24098, Kiel, Germany. .,Vereinigte Informationssysteme Tierhaltung w.V. (Vit) Verden, 27283, Verden, Germany.
| | - Aurélien Capitan
- Université Paris-Saclay, INRAE, AgroParisTech, GABI, 78350, Jouy-en-Josas, France
| | - Carsten Scheper
- Institute of Animal Breeding and Genetics, Justus-Liebig-University of Gießen, 35390, Gießen, Germany
| | - Sven König
- Institute of Animal Breeding and Genetics, Justus-Liebig-University of Gießen, 35390, Gießen, Germany
| | - Maulik Upadhyay
- Population Genomics Group, Department of Veterinary Sciences, Ludwig Maximillians University Munich, Munich, Germany
| | - Kristin Heidrich
- Population Genomics Group, Department of Veterinary Sciences, Ludwig Maximillians University Munich, Munich, Germany.,Tierzuchtforschung e.V. München, Grub, Germany
| | - Ingolf Russ
- Tierzuchtforschung e.V. München, Grub, Germany
| | | | - Jens Tetens
- Department of Animal Sciences, Georg-August University, 37077, Göttingen, Germany.,Center for Integrated Breeding Research, Georg-August-University, 37077, Göttingen, Germany
| | - Ivica Medugorac
- Population Genomics Group, Department of Veterinary Sciences, Ludwig Maximillians University Munich, Munich, Germany
| | - Georg Thaller
- Institute of Animal Breeding and Husbandry, Christian-Albrechts-University Kiel, 24098, Kiel, Germany
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13
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Hayes BJ, Daetwyler HD. 1000 Bull Genomes Project to Map Simple and Complex Genetic Traits in Cattle: Applications and Outcomes. Annu Rev Anim Biosci 2019; 7:89-102. [PMID: 30508490 DOI: 10.1146/annurev-animal-020518-115024] [Citation(s) in RCA: 193] [Impact Index Per Article: 38.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
The 1000 Bull Genomes Project is a collection of whole-genome sequences from 2,703 individuals capturing a significant proportion of the world's cattle diversity. So far, 84 million single-nucleotide polymorphisms (SNPs) and 2.5 million small insertion deletions have been identified in the collection, a very high level of genetic diversity. The project has greatly accelerated the identification of deleterious mutations for a range of genetic diseases, as well as for embryonic lethals. The rate of identification of causal mutations for complex traits has been slower, reflecting the typically small effect size of these mutations and the fact that many are likely in as-yet-unannotated regulatory regions. Both the deleterious mutations that have been identified and the mutations associated with complex trait variation have been included in low-cost SNP array designs, and these arrays are being genotyped in tens of thousands of dairy and beef cattle, enabling management of deleterious mutations in these populations as well as genomic selection.
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Affiliation(s)
- Ben J Hayes
- Queensland Alliance for Agriculture and Food Innovation, The University of Queensland, St Lucia, Queensland 4067, Australia; .,Agriculture Victoria Research, AgriBio, Bundoora, Victoria 3083, Australia
| | - Hans D Daetwyler
- Agriculture Victoria Research, AgriBio, Bundoora, Victoria 3083, Australia.,School of Applied Systems Biology, La Trobe University, Bundoora, Victoria 3083, Australia
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14
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Eck K, Kunz E, Mendel C, Lühken G, Medugorac I. Morphometric measurements in lambs as a basis for future mapping studies. Small Rumin Res 2019. [DOI: 10.1016/j.smallrumres.2019.04.007] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
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15
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Upperman LR, Kinghorn BP, MacNeil MD, Van Eenennaam AL. Management of lethal recessive alleles in beef cattle through the use of mate selection software. Genet Sel Evol 2019; 51:36. [PMID: 31382878 PMCID: PMC6683482 DOI: 10.1186/s12711-019-0477-3] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2018] [Accepted: 06/18/2019] [Indexed: 12/20/2022] Open
Abstract
BACKGROUND Recessive loss-of-function (LOF) alleles at genes which are essential for life, can result in early embryonic mortality. Cattle producers can use the LOF carrier status of individual animals to make selection and mate allocation decisions. METHODS Two beef cattle breeding strategies i.e. (1) selection against LOF carriers as parents and (2) simultaneous selection and mate allocation to avoid the occurrence of homozygous offspring in three scenarios, which differed in number and frequency of LOF alleles were evaluated using the mate selection program, MateSel. Scenarios included (a) seven loci with high-frequency LOF alleles, (b) 76 loci with low-frequency LOF alleles, and (c) 50 loci with random high- and low-frequency LOF alleles. In addition, any savings resulting from the information obtained by varying the percentage (0-100%) of the herd genotyped, together with segregation analysis to cover ungenotyped animals, were calculated to determine (1) which percentage optimized net profit for a fixed cost of genotyping ($30/test), and (2) the breakeven cost for genotyping. RESULTS With full knowledge of the LOF alleles carried by selection candidates, the most profitable breeding strategy was always simultaneous selection and mate allocation to avoid homozygous affected offspring (aa) as compared to indiscriminate selection against carrier parents (Aa). The breakeven value of genotyping depended on the number of loci modeled, the LOF allele frequencies, and the mating/selection strategies used. Genotyping was most valuable when it was used to avoid otherwise high levels of embryonic mortalities. As the number of essential loci with LOF alleles increased, especially when some were present at relatively high minor allele frequencies, embryonic losses increased, and profit was maximized by genotyping 10 to 20% of a herd and using that information to reduce these losses. CONCLUSIONS Genotyping 100% of the herd was never the most profitable outcome in any scenario; however, genotyping some proportion of the herd, together with segregation analysis to cover ungenotyped animals, maximized overall profit in scenarios with large numbers of loci with LOF alleles. As more LOF alleles are identified, such a mate selection software will likely be required to optimally select and allocate matings to balance the rate of genetic gain, embryonic losses, and inbreeding.
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Affiliation(s)
- Lindsay R. Upperman
- Department of Animal Science, University of California, Davis, CA 95616 USA
- Present Address: Department of Animal Science, University of Nebraska, Lincoln, NE 68583 USA
| | - Brian P. Kinghorn
- School of Environmental and Rural Science, University of New England, Armidale, NSW 2351 Australia
| | - Michael D. MacNeil
- Delta G, Miles City, MT 59301 USA
- University of the Free State, Bloemfontein, 9300 South Africa
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16
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Baes CF, Makanjuola BO, Miglior F, Marras G, Howard JT, Fleming A, Maltecca C. Symposium review: The genomic architecture of inbreeding: How homozygosity affects health and performance. J Dairy Sci 2019; 102:2807-2817. [DOI: 10.3168/jds.2018-15520] [Citation(s) in RCA: 30] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2018] [Accepted: 11/21/2018] [Indexed: 11/19/2022]
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17
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Zepeda-Batista JL, Parra-Bracamonte GM, Núñez-Domínguez R, Ramírez-Valverde R, Ruíz-Flores A. Screening genetic diseases prevalence in Braunvieh cattle. Trop Anim Health Prod 2018; 51:25-31. [PMID: 30014197 DOI: 10.1007/s11250-018-1655-y] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2018] [Accepted: 06/27/2018] [Indexed: 11/29/2022]
Abstract
Heritable abnormalities can cause a reduction in productive performance, structural defects, or death of the animal. There are reports of hereditary abnormalities in Braunvieh cattle from several countries, but no evidence was found on their existence in Mexico. In this study, 28 genes associated with hereditary diseases were screened with the GGP-LD 30K array (GeneSeek®) in 300 Mexican registered Braunvieh animals. Allelic frequencies of the markers associated with illness were obtained for the following: citrullinaemia, spinal dysmyelination, spinal muscular atrophy, Brows Swiss fertility haplotype 2, congenital muscular dystonia, epidermolysis bullosa, Pompes, maple syrup urine, syndactyly, Weaver syndrome, crooked tail, deficiency of uridine monophosphate synthase, hypotrichosis, Marfan syndrome, and weak calf syndrome. The allelic frequency values were low for all the analysed loci (from 0.0015 to 0.0110), with exception of syndactyly (0.4145). Although homozygous animals for these genetic conditions were detected, no physical or physiological abnormalities associated with the clinical form of the diseases were observed in the sampled animals. Markers associated with a crooked tail, deficiency of uridine monophosphate synthase, hypotrichosis, Marfan syndrome, and weak calf syndrome were absent. The studied Mexican Braunvieh population does not present clinical or subclinical effects for ten diseases in homozygous animals. However, since the assessed animals are considered as breeding stock, the monitoring of carrier animals might be periodically necessary.
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Affiliation(s)
- José Luis Zepeda-Batista
- Departamento de Zootecnia, Posgrado en Producción Animal, Universidad Autónoma Chapingo, Km. 38.5 Carretera México-Texcoco, 56230, Chapingo, Estado de México, Mexico
| | - Gaspar Manuel Parra-Bracamonte
- Centro de Biotecnología Genómica, Instituto Politécnico Nacional, Boulevard del Maestro S/N esq. Elías Piña, Col. Narciso Mendoza, 88710, Reynosa, Tamaulipas, Mexico
| | - Rafael Núñez-Domínguez
- Departamento de Zootecnia, Posgrado en Producción Animal, Universidad Autónoma Chapingo, Km. 38.5 Carretera México-Texcoco, 56230, Chapingo, Estado de México, Mexico.
| | - Rodolfo Ramírez-Valverde
- Departamento de Zootecnia, Posgrado en Producción Animal, Universidad Autónoma Chapingo, Km. 38.5 Carretera México-Texcoco, 56230, Chapingo, Estado de México, Mexico
| | - Agustín Ruíz-Flores
- Departamento de Zootecnia, Posgrado en Producción Animal, Universidad Autónoma Chapingo, Km. 38.5 Carretera México-Texcoco, 56230, Chapingo, Estado de México, Mexico
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18
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Rothammer S, Kunz E, Krebs S, Bitzer F, Hauser A, Zinovieva N, Klymiuk N, Medugorac I. Remapping of the belted phenotype in cattle on BTA3 identifies a multiplication event as the candidate causal mutation. Genet Sel Evol 2018; 50:36. [PMID: 29980171 PMCID: PMC6035435 DOI: 10.1186/s12711-018-0407-9] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/05/2017] [Accepted: 06/15/2018] [Indexed: 01/08/2023] Open
Abstract
Background It has been known for almost a century that the belted phenotype in cattle follows a pattern of dominant inheritance. In 2009, the approximate position of the belt locus in Brown Swiss cattle was mapped to a 922-kb interval on bovine chromosome 3 and, subsequently, assigned to a 336-kb haplotype block based on an animal set that included, Brown Swiss, Dutch Belted (Lakenvelder) and Belted Galloway individuals. A possible candidate gene in this region i.e. HES6 was investigated but the causal mutation remains unknown. Thus, to elucidate the causal mutation of this prominent coat color phenotype, we decided to remap the belted phenotype in an independent animal set of several European bovine breeds, i.e. Gurtenvieh (belted Brown Swiss), Dutch Belted and Belted Galloway and to systematically scan the candidate region. We also checked the presence of the detected causal mutation in the genome of belted individuals from a Siberian cattle breed. Results A combined linkage disequilibrium and linkage analysis based on 110 belted and non-belted animals identified a candidate interval of 2.5 Mb. Manual inspection of the haplotypes in this region identified four candidate haplotypes that consisted of five to eight consecutive SNPs. One of these haplotypes overlapped with the initial 922-kb interval, whereas two were positioned proximal and one was positioned distal to this region. Next-generation sequencing of one heterozygous and two homozygous belted animals identified only one private belted candidate allele, i.e. a multiplication event that is located between 118,608,000 and 118,614,000 bp. Targeted locus amplification and quantitative real-time PCR confirmed an increase in copy number of this region in the genomes of both European (Belted Galloway, Dutch Belted and Gurtenvieh) and Siberian (Yakutian cattle) breeds. Finally, using nanopore sequencing, the exact breakpoints were determined at 118,608,362 and 118,614,132 bp. The closest gene to the candidate causal mutation (16 kb distal) is TWIST2. Conclusions Based on our findings and those of a previously published study that identified the same multiplication event, a quadruplication on bovine chromosome 3 between positions 118,608,362 and 118,614,132 bp is the most likely candidate causal mutation for the belted phenotype in cattle. Electronic supplementary material The online version of this article (10.1186/s12711-018-0407-9) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Sophie Rothammer
- Population Genomics Group, Department of Veterinary Sciences, LMU Munich, Veterinärstr. 13, 80539, Munich, Germany
| | - Elisabeth Kunz
- Population Genomics Group, Department of Veterinary Sciences, LMU Munich, Veterinärstr. 13, 80539, Munich, Germany
| | - Stefan Krebs
- Laboratory for Functional Genome Analysis, Gene Center Munich, LMU Munich, Feodor-Lynen-Str. 25, 81377, Munich, Germany
| | - Fanny Bitzer
- Population Genomics Group, Department of Veterinary Sciences, LMU Munich, Veterinärstr. 13, 80539, Munich, Germany
| | - Andreas Hauser
- Laboratory for Functional Genome Analysis, Gene Center Munich, LMU Munich, Feodor-Lynen-Str. 25, 81377, Munich, Germany
| | - Natalia Zinovieva
- The L.K. Ernst Institute of Animal Husbandry, Moscow Region, Russian Federation
| | - Nikolai Klymiuk
- Chair for Molecular Animal Breeding and Biotechnology, LMU Munich, Hackerstr. 27, 85764, Oberschleissheim, Munich, Germany
| | - Ivica Medugorac
- Population Genomics Group, Department of Veterinary Sciences, LMU Munich, Veterinärstr. 13, 80539, Munich, Germany.
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19
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Ramljak J, Bunevski G, Bytyqi H, Marković B, Brka M, Ivanković A, Kume K, Stojanović S, Nikolov V, Simčič M, Sölkner J, Kunz E, Rothammer S, Seichter D, Grünenfelder HP, Broxham ET, Kugler W, Medugorac I. Conservation of a domestic metapopulation structured into related and partly admixed strains. Mol Ecol 2018; 27:1633-1650. [PMID: 29575253 DOI: 10.1111/mec.14555] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2016] [Revised: 02/16/2018] [Accepted: 02/23/2018] [Indexed: 01/31/2023]
Abstract
Preservation of genetic diversity is one of the most pressing challenges in the planetary boundaries concept. Within this context, we focused on genetic diversity in a native, unselected and highly admixed domesticated metapopulation. A set of 1,828 individuals from 60 different cattle breeds was analysed using a medium density SNP chip. Among these breeds, 14 Buša strains formed a metapopulation represented by 350 individuals, while the remaining 46 breeds represented the global cattle population. Genetic analyses showed that the scarcely selected and less differentiated Buša metapopulation contributed a substantial proportion (52.6%) of the neutral allelic diversity to this global taurine population. Consequently, there is an urgent need for synchronized maintenance of this highly fragmented domestic metapopulation, which is distributed over several countries without sophisticated infrastructure and highly endangered by continuous replacement crossing as part of the global genetic homogenization process. This study collected and evaluated samples, data and genomewide information and developed genome-assisted cross-border conservation concepts. To detect and maintain genetic integrity of the metapopulation strains, we designed and applied a composite test that combines six metrics based on additive genetic relationships, a nearest neighbour graph and the distribution of semiprivate alleles. Each metric provides distinct information components about past admixture events and offers an objective and powerful tool for the detection of admixed outliers. The here developed conservation methods and presented experiences could easily be adapted to comparable conservation programmes of domesticated or other metapopulations bred and kept in captivity or under some other sort of human control.
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Affiliation(s)
- Jelena Ramljak
- Population Genomics Group, Department of Veterinary Sciences, LMU Munich, Munich, Germany.,Department of Animal Science and Technology, Faculty of Agriculture, University of Zagreb, Zagreb, Croatia
| | - Gjoko Bunevski
- Faculty of Agricultural Sciences and Food, University Ss. Cyril and Methodius, Skopje, Macedonia
| | - Hysen Bytyqi
- Department of Animal Science, Faculty of Agriculture and Veterinary, University of Prishtina, Prishtina, Kosovo-UNMIC
| | - Božidarka Marković
- Department of Livestock Science, Biotechnical Faculty, University of Montenegro, Podgorica, Montenegro
| | - Muhamed Brka
- Institute of Animal Sciences, Faculty of Agriculture, University of Sarajevo, Sarajevo, Bosnia and Herzegovina
| | - Ante Ivanković
- Department of Animal Science and Technology, Faculty of Agriculture, University of Zagreb, Zagreb, Croatia
| | | | - Srđan Stojanović
- Ministry of Agriculture, Forestry and Water Management, Beograd, Serbia
| | - Vasil Nikolov
- Executive Agency for Selection and Reproduction in Animal Breeding, Sofia, Bulgaria
| | - Mojca Simčič
- Department of Animal Science, Biotechnical Faculty, University of Ljubljana, Ljubljana, Slovenia
| | - Johann Sölkner
- Division of Livestock Science, Department of Sustainable Agricultural Systems, University of Natural Resources and Life Sciences Vienna, Vienna, Austria
| | - Elisabeth Kunz
- Population Genomics Group, Department of Veterinary Sciences, LMU Munich, Munich, Germany
| | - Sophie Rothammer
- Population Genomics Group, Department of Veterinary Sciences, LMU Munich, Munich, Germany
| | | | | | | | | | - Ivica Medugorac
- Population Genomics Group, Department of Veterinary Sciences, LMU Munich, Munich, Germany
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20
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Xin WS, Zhang F, Yan GR, Xu WW, Xiao SJ, Zhang ZY, Huang LS. A whole genome sequence association study for puberty in a large Duroc × Erhualian F2 population. Anim Genet 2017; 49:29-35. [PMID: 29194674 DOI: 10.1111/age.12623] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/05/2017] [Indexed: 01/30/2023]
Abstract
A large proportion of gilts and sows are culled from reproduction populations because of anestrus and pubertal reproductive failure. Selecting early onset of puberty gilts has a favorable effect on sows' reproductivity. However, age at puberty is hard to be routinely measured in commercial herds. With molecular genetic predictors, identifying individuals that have a propensity for early onset of puberty can be simplified. We previously performed genome scanning and a genome-wide association study for puberty in an F2 resource population using 183 microsatellites and 62 125 SNPs respectively. The detection power and resolution of identified quantitative trait loci were very low. Herein, we re-sequenced 19 founders of the F2 resource population in high coverage, and whole genome sequences of F2 individuals were imputed to perform an association study for reproductive traits. A total of 2339 SNPs associated with pubertal reproductive failure were identified in the region of 30.94-40.74 Mb on SSC7, with the top one, positioned at 33.36 Mb, explaining 16% of the phenotypic variances. We improved the magnitude of the P-value by 10E+5 to 10E+7 using the whole genome sequence rather than using low/middle density markers as in previous studies, and we narrowed down the QTL confidence interval to 5.25 Mb. Combining the annotation of gene function, RAB23 and BAK1 were perceived as the most compelling candidate genes. The identified loci may be useful in culling sows failing to show estrus by marker-assisted selection to increase reproductive efficiency of swine herds.
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Affiliation(s)
- W S Xin
- State Key Laboratory for Swine Genetics, Breeding and Production Technology, Jiangxi Agricultural University, Nanchang, 330045, China
| | - F Zhang
- State Key Laboratory for Swine Genetics, Breeding and Production Technology, Jiangxi Agricultural University, Nanchang, 330045, China
| | - G R Yan
- State Key Laboratory for Swine Genetics, Breeding and Production Technology, Jiangxi Agricultural University, Nanchang, 330045, China
| | - W W Xu
- State Key Laboratory for Swine Genetics, Breeding and Production Technology, Jiangxi Agricultural University, Nanchang, 330045, China
| | - S J Xiao
- State Key Laboratory for Swine Genetics, Breeding and Production Technology, Jiangxi Agricultural University, Nanchang, 330045, China
| | - Z Y Zhang
- State Key Laboratory for Swine Genetics, Breeding and Production Technology, Jiangxi Agricultural University, Nanchang, 330045, China
| | - L S Huang
- State Key Laboratory for Swine Genetics, Breeding and Production Technology, Jiangxi Agricultural University, Nanchang, 330045, China
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21
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Rothammer S, Kunz E, Seichter D, Krebs S, Wassertheurer M, Fries R, Brem G, Medugorac I. Detection of two non-synonymous SNPs in SLC45A2 on BTA20 as candidate causal mutations for oculocutaneous albinism in Braunvieh cattle. Genet Sel Evol 2017; 49:73. [PMID: 28982372 PMCID: PMC5628493 DOI: 10.1186/s12711-017-0349-7] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2017] [Accepted: 09/27/2017] [Indexed: 12/12/2022] Open
Abstract
BACKGROUND Cases of albinism have been reported in several species including cattle. So far, research has identified many genes that are involved in this eye-catching phenotype. Thus, when two paternal Braunvieh half-sibs with oculocutaneous albinism were detected on a private farm, we were interested in knowing whether their phenotype was caused by an already known gene/mutation. RESULTS Analysis of genotyping data (50K) of the two albino individuals, their mothers and five other relatives identified a 47.61-Mb candidate haplotype on Bos taurus chromosome BTA20. Subsequent comparisons of the sequence of this haplotype with sequence data from four Braunvieh sires and the Aurochs genome identified two possible candidate causal mutations at positions 39,829,806 bp (G/A; R45Q) and 39,864,148 bp (C/T; T444I) that were absent in 1682 animals from various bovine breeds included in the 1000 bull genomes project. Both polymorphisms represent coding variants in the SLC45A2 gene, for which the human equivalent harbors numerous variants associated with oculocutaneous albinism type 4. We demonstrate an association of R45Q and T444I with the albino phenotype by targeted genotyping. CONCLUSIONS Although the candidate gene SLC45A2 is known to be involved in albinism in different species, to date in cattle only mutations in the TYR and MITF genes were reported to be associated with albinism or albinism-like phenotypes. Thus, our study extends the list of genes that are associated with bovine albinism. However, further research and more samples from related animals are needed to elucidate if only one of these two single nucleotide polymorphisms or the combination of both is the actual causal variant.
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Affiliation(s)
- Sophie Rothammer
- Chair of Animal Genetics and Husbandry, LMU Munich, Veterinaerstr. 13, 80539, Munich, Germany
| | - Elisabeth Kunz
- Chair of Animal Genetics and Husbandry, LMU Munich, Veterinaerstr. 13, 80539, Munich, Germany
| | - Doris Seichter
- Tierzuchtforschung e.V. München, Senator-Gerauer-Strasse 23a, 85586, Poing, Germany
| | - Stefan Krebs
- Laboratory for Functional Genome Analysis, Gene Center, LMU Munich, Feodor-Lynen-Strasse 25, 81377, Munich, Germany
| | - Martina Wassertheurer
- Institute of Animal Breeding and Genetics, University of Veterinary Medicine Vienna, Veterinaerplatz 1, 1210, Vienna, Austria
| | - Ruedi Fries
- Chair of Animal Breeding, TU Munich, Liesel-Beckmann-Strasse (Hochfeldweg) 1, 85354, Freising-Weihenstephan, Germany
| | - Gottfried Brem
- Institute of Animal Breeding and Genetics, University of Veterinary Medicine Vienna, Veterinaerplatz 1, 1210, Vienna, Austria
| | - Ivica Medugorac
- Chair of Animal Genetics and Husbandry, LMU Munich, Veterinaerstr. 13, 80539, Munich, Germany.
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22
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Müller MP, Rothammer S, Seichter D, Russ I, Hinrichs D, Tetens J, Thaller G, Medugorac I. Genome-wide mapping of 10 calving and fertility traits in Holstein dairy cattle with special regard to chromosome 18. J Dairy Sci 2017; 100:1987-2006. [PMID: 28109604 DOI: 10.3168/jds.2016-11506] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2016] [Accepted: 11/20/2016] [Indexed: 01/07/2023]
Abstract
Over the last decades, a dramatic decrease in reproductive performance has been observed in Holstein cattle and fertility problems have become the most common reason for a cow to leave the herd. The premature removal of animals with high breeding values results in both economic and breeding losses. For efficient future Holstein breeding, the identification of loci associated with low fertility is of major interest and thus constitutes the aim of this study. To reach this aim, a genome-wide combined linkage disequilibrium and linkage analysis (cLDLA) was conducted using data on the following 10 calving and fertility traits in the form of estimated breeding values: days from first service to conception of heifers and cows, nonreturn rate on d 56 of heifers and cows, days from calving to first insemination, days open, paternal and maternal calving ease, paternal and maternal stillbirth. The animal data set contained 2,527 daughter-proven Holstein bulls from Germany that were genotyped with Illumina's BovineSNP50 BeadChip (Illumina Inc., San Diego, CA). For the cLDLA, 41,635 sliding windows of 40 adjacent single nucleotide polymorphisms (SNP) were used. At each window midpoint, a variance component analysis was executed using ASReml. The underlying mixed linear model included random quantitative trait locus (QTL) and polygenic effects. We identified 50 genome-wide significant QTL. The most significant peak was detected for direct calving ease at 59,179,424 bp on chromosome 18 (BTA18). Next, a mixed-linear model association (MLMA) analysis was conducted. A comparison of the cLDLA and MLMA results with special regard to BTA18 showed that the genome-wide most significant SNP from the MLMA was associated with the same trait and located on the same chromosome at 57,589,121 bp (i.e., about 1.5 Mb apart from the cLDLA peak). The results of 5 different cLDLA and 2 MLMA models, which included the fixed effects of either SNP or haplotypes, suggested that the cLDLA method outperformed the MLMA in accuracy and precision. The haplotype-based cLDLA method allowed for a more precise mapping and the definition of ancestral and derived QTL alleles, both of which are essential for the detection of underlying quantitative trait nucleotides.
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Affiliation(s)
- M-P Müller
- Tierzuchtforschung e.V. München, Senator-Gerauer-Str. 23, 85586 Poing, Germany; Chair of Animal Genetics and Husbandry, Ludwig-Maximilians-Universität Munich, Veterinärstr. 13, 80539 Munich, Germany
| | - S Rothammer
- Chair of Animal Genetics and Husbandry, Ludwig-Maximilians-Universität Munich, Veterinärstr. 13, 80539 Munich, Germany
| | - D Seichter
- Tierzuchtforschung e.V. München, Senator-Gerauer-Str. 23, 85586 Poing, Germany
| | - I Russ
- Tierzuchtforschung e.V. München, Senator-Gerauer-Str. 23, 85586 Poing, Germany
| | - D Hinrichs
- Institute of Animal Breeding and Husbandry, Christian-Albrechts-University, Olshausenstr. 40, 24098 Kiel, Germany
| | - J Tetens
- Institute of Animal Breeding and Husbandry, Christian-Albrechts-University, Olshausenstr. 40, 24098 Kiel, Germany
| | - G Thaller
- Tierzuchtforschung e.V. München, Senator-Gerauer-Str. 23, 85586 Poing, Germany; Institute of Animal Breeding and Husbandry, Christian-Albrechts-University, Olshausenstr. 40, 24098 Kiel, Germany
| | - I Medugorac
- Chair of Animal Genetics and Husbandry, Ludwig-Maximilians-Universität Munich, Veterinärstr. 13, 80539 Munich, Germany.
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23
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Biscarini F, Schwarzenbacher H, Pausch H, Nicolazzi EL, Pirola Y, Biffani S. Use of SNP genotypes to identify carriers of harmful recessive mutations in cattle populations. BMC Genomics 2016; 17:857. [PMID: 27809787 PMCID: PMC5093950 DOI: 10.1186/s12864-016-3218-9] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2016] [Accepted: 10/26/2016] [Indexed: 01/09/2023] Open
Abstract
BACKGROUND SNP (single nucleotide polymorphisms) genotype data are increasingly available in cattle populations and, among other things, can be used to predict carriers of specific mutations. It is therefore convenient to have a practical statistical method for the accurate classification of individuals into carriers and non-carriers. In this paper, we compared - through cross-validation- five classification models (Lasso-penalized logistic regression -Lasso, Support Vector Machines with either linear or radial kernel -SVML and SVMR, k-nearest neighbors -KNN, and multi-allelic gene prediction -MAG), for the identification of carriers of the TUBD1 recessive mutation on BTA19 (Bos taurus autosome 19), known to be associated with high calf mortality. A population of 3116 Fleckvieh and 392 Brown Swiss animals genotyped with the 54K SNP-chip was available for the analysis. RESULTS In general, the use of SNP genotypes proved to be very effective for the identification of mutation carriers. The best predictive models were Lasso, SVML and MAG, with an average error rate, respectively, of 0.2 %, 0.4 % and 0.6 % in Fleckvieh, and 1.2 %, 0.9 % and 1.7 % in Brown Swiss. For the three models, the false positive rate was, respectively, 0.1 %, 0.1 % and 0.2 % in Fleckvieh, and 3.0 %, 2.4 % and 1.6 % in Brown Swiss; the false negative rate was 4.4 %, 7.6 %1.0 % in Fleckvieh, and 0.0 %, 0.1% and 0.8 % in Brown Swiss. MAG appeared to be more robust to sample size reduction: with 25 % of the data, the average error rate was 0.7 % and 2.2 % in Fleckvieh and Brown Swiss, compared to 2.1 % and 5.5 % with Lasso, and 2.6 % and 12.0 % with SVML. CONCLUSIONS The use of SNP genotypes is a very effective and efficient technique for the identification of mutation carriers in cattle populations. Very few misclassifications were observed, overall and both in the carriers and non-carriers classes. This indicates that this is a very reliable approach for potential applications in cattle breeding.
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Affiliation(s)
- Filippo Biscarini
- Department of Bioinformatics and Biostatistics, PTP Science Park, Via Einstein - Loc. Cascina Codazza, Lodi, 26900 Italy
| | | | - Hubert Pausch
- Technische Universität München, Liesel-Beckmann-Straße 1, Freising-Weihenstephan, D-85354 Germany
| | - Ezequiel L. Nicolazzi
- Department of Bioinformatics and Biostatistics, PTP Science Park, Via Einstein - Loc. Cascina Codazza, Lodi, 26900 Italy
| | - Yuri Pirola
- DISCo, Università degli Studi di Milano-Bicocca, Viale Sarca 336, Milano, Italy
| | - Stefano Biffani
- Department of Bioinformatics and Biostatistics, PTP Science Park, Via Einstein - Loc. Cascina Codazza, Lodi, 26900 Italy
- IBBA-CNR, Via Einstein - Loc. Cascina Codazza, Lodi, 26900 Italy
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24
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Cole J, Null D, VanRaden P. Phenotypic and genetic effects of recessive haplotypes on yield, longevity, and fertility. J Dairy Sci 2016; 99:7274-7288. [DOI: 10.3168/jds.2015-10777] [Citation(s) in RCA: 55] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2015] [Accepted: 05/31/2016] [Indexed: 11/19/2022]
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25
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Goeckmann V, Rothammer S, Medugorac I. Bovine spastic paresis: A review of the genetic background and perspectives for the future. Vet J 2016; 216:64-71. [PMID: 27687928 DOI: 10.1016/j.tvjl.2016.07.001] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2015] [Revised: 06/30/2016] [Accepted: 07/01/2016] [Indexed: 02/06/2023]
Abstract
Bovine spastic paresis (BSP) is a sporadic, progressive neuromuscular disease that is thought to affect all breeds of cattle. The disease manifests as a unilateral or bilateral hyperextension of the hind limb due to increased muscle tone or permanent spasm of mainly the gastrocnemius and/or the quadriceps muscle. Clinical signs only appear in rising, standing and moving animals, which is an important diagnostic feature. Although several medical treatments have been described, surgical procedures such as neurectomy or tenectomy are generally indicated. Even though complete recovery can be achieved, BSP-affected animals should not be used for breeding, since BSP is commonly considered a hereditary disease. The condition therefore negatively affects animal welfare, economics and breeding. When first described in 1922, BSP was already assumed to be heritable, and this assumption has been perpetuated by subsequent authors who have only discussed its possible modes of inheritance, which included monogenetic and polygenetic modes and gene-environment interactions. Besides some clinical aspects and the consideration of the tarsal joint angle as a BSP-correlated trait, this review mainly focuses on the assumed genetic aspects of BSP. Evaluation of the published literature demonstrates that to date, irrevocable proof for the assumed heritability of BSP is still missing. The assumption of heredity is further contradicted by known allele frequencies and incidences of proven hereditary diseases in cattle, such as arachnomelia or bovine spinal muscular atrophy. Consequently, future research is needed to determine the cause of spastic paresis. Procedures that will help test the null-hypothesis ('BSP is not hereditary') and possible modes of inheritance are discussed in this review.
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Affiliation(s)
- Victoria Goeckmann
- Chair of Animal Genetics and Husbandry, LMU Munich, Veterinärstr. 13, 80539 Munich, Germany
| | - Sophie Rothammer
- Chair of Animal Genetics and Husbandry, LMU Munich, Veterinärstr. 13, 80539 Munich, Germany
| | - Ivica Medugorac
- Chair of Animal Genetics and Husbandry, LMU Munich, Veterinärstr. 13, 80539 Munich, Germany.
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26
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Schwarzenbacher H, Burgstaller J, Seefried FR, Wurmser C, Hilbe M, Jung S, Fuerst C, Dinhopl N, Weissenböck H, Fuerst-Waltl B, Dolezal M, Winkler R, Grueter O, Bleul U, Wittek T, Fries R, Pausch H. A missense mutation in TUBD1 is associated with high juvenile mortality in Braunvieh and Fleckvieh cattle. BMC Genomics 2016; 17:400. [PMID: 27225349 PMCID: PMC4880872 DOI: 10.1186/s12864-016-2742-y] [Citation(s) in RCA: 43] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2016] [Accepted: 05/14/2016] [Indexed: 12/04/2022] Open
Abstract
Background Haplotypes with reduced or missing homozygosity may harbor deleterious alleles that compromise juvenile survival. A scan for homozygous haplotype deficiency revealed a short segment on bovine chromosome 19 (Braunvieh haplotype 2, BH2) that was associated with high juvenile mortality in Braunvieh cattle. However, the molecular genetic underpinnings and the pathophysiology of BH2 remain to be elucidated. Results The frequency of BH2 was 6.5 % in 8,446 Braunvieh animals from the national bovine genome databases. Both perinatal and juvenile mortality of BH2 homozygous calves were higher than the average in Braunvieh cattle resulting in a depletion of BH2 homozygous adult animals (P = 9.3x10−12). The analysis of whole-genome sequence data from 54 Braunvieh animals uncovered a missense mutation in TUBD1 (rs383232842, p.H210R) that was compatible with recessive inheritance of BH2. The availability of sequence data of 236 animals from diverse bovine populations revealed that the missense mutation also segregated at a low frequency (1.7 %) in the Fleckvieh breed. A validation study in 37,314 Fleckvieh animals confirmed high juvenile mortality of homozygous calves (P = 2.2x10−15). Our findings show that the putative disease allele is located on an ancestral haplotype that segregates in Braunvieh and Fleckvieh cattle. To unravel the pathophysiology of BH2, six homozygous animals were examined at the animal clinic. Clinical and pathological findings revealed that homozygous calves suffered from chronic airway disease possibly resulting from defective cilia in the respiratory tract. Conclusions A missense mutation in TUBD1 is associated with high perinatal and juvenile mortality in Braunvieh and Fleckvieh cattle. The mutation is located on a common haplotype likely originating from an ancient ancestor of Braunvieh and Fleckvieh cattle. Our findings demonstrate for the first time that deleterious alleles may segregate across closed cattle breeds without recent admixture. Homozygous calves suffer from chronic airway disease resulting in poor growth performance and high juvenile mortality. The respiratory manifestations resemble key features of diseases resulting from impaired function of airway cilia. Electronic supplementary material The online version of this article (doi:10.1186/s12864-016-2742-y) contains supplementary material, which is available to authorized users.
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Affiliation(s)
| | - Johann Burgstaller
- Clinic for Ruminants, University of Veterinary Medicine Vienna, Vienna, 1210, Austria
| | | | - Christine Wurmser
- Lehrstuhl fuer Tierzucht, Technische Universitaet Muenchen, Freising, 85354, Germany
| | - Monika Hilbe
- Institute of Veterinary Pathology, Vetsuisse-Faculty, University Zurich, Zurich, 8057, Switzerland
| | - Simone Jung
- Lehrstuhl fuer Tierzucht, Technische Universitaet Muenchen, Freising, 85354, Germany
| | | | - Nora Dinhopl
- Institute of Pathology and Forensic Veterinary Medicine, University of Veterinary Medicine, Vienna, Austria
| | - Herbert Weissenböck
- Institute of Pathology and Forensic Veterinary Medicine, University of Veterinary Medicine, Vienna, Austria
| | - Birgit Fuerst-Waltl
- Division of Livestock Sciences, University of Natural Resources and Life Sciences, Vienna, Austria
| | - Marlies Dolezal
- Platform Bioinformatics and Statistics, University of Veterinary Medicine, Vienna, Austria
| | | | | | - Ulrich Bleul
- Clinic of Reproductive Medicine, Department of Farm Animals, Vetsuisse-Faculty, University Zurich, Zurich, 8057, Switzerland
| | - Thomas Wittek
- Clinic for Ruminants, University of Veterinary Medicine Vienna, Vienna, 1210, Austria
| | - Ruedi Fries
- Lehrstuhl fuer Tierzucht, Technische Universitaet Muenchen, Freising, 85354, Germany
| | - Hubert Pausch
- Lehrstuhl fuer Tierzucht, Technische Universitaet Muenchen, Freising, 85354, Germany.
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