Register      Login
Animal Production Science Animal Production Science Society
Food, fibre and pharmaceuticals from animals
RESEARCH ARTICLE (Open Access)

SNP associations and genetic-parameter estimation for nose and hoof pigmentation in Corriedale sheep

J. E. Aldersey https://orcid.org/0000-0002-5480-857X A * , M. S. Khatkar https://orcid.org/0000-0002-4554-1404 A B , P. J. Blackwood C , C. E. Blackwood C , J. M. Pitchford https://orcid.org/0000-0003-2041-5759 A , H. Gordon A , S. C. Welsh A and W. S. Pitchford https://orcid.org/0000-0002-5213-3978 A
+ Author Affiliations
- Author Affiliations

A Davies Livestock Research Centre, School of Animal and Veterinary Sciences, The University of Adelaide, Roseworthy, SA, Australia.

B Sydney School of Veterinary Science, The University of Sydney, Camden, NSW, Australia.

C Blackwood Corriedales, Harland Rise, Evandale, Tas., Australia.


Handling Editor: Sue Hatcher

Animal Production Science 63(11) 1136-1147 https://doi.org/10.1071/AN22462
Submitted: 14 December 2022  Accepted: 15 May 2023   Published: 7 June 2023

© 2023 The Author(s) (or their employer(s)). Published by CSIRO Publishing. This is an open access article distributed under the Creative Commons Attribution 4.0 International License (CC BY)

Abstract

Context: Quantity and quality of both meat and wool are important for selection programs of the dual-purpose Corriedale sheep. In Corriedales, black pigmentation of nose skin and hooves is preferred as part of the breed standard. However, within the breed, pigmentation can vary from none to complete pigmentation.

Aims: The aim was to discover single-nucleotide polymorphisms (SNPs) and genes associated with nose and hoof pigmentation and to estimate genetic parameters of nose and hoof pigmentation, wool traits and meat traits.

Methods: The phenotype and genotype data on Corriedale lambs (n = 764) produced from 44 sires (12 studs) and 300 ewes in 2017–2019 were used in this study. Lambs were slaughtered at 6–7 months of age. Nose pigmentation and hoof pigmentation were scored on a five-point scale, where no pigmentation was scored 0 and complete pigmentation was scored 5. Wool- and meat-quality traits were measured, including greasy fleece weight, fibre diameter, weaning weight, hot standard carcass weight and intramuscular fat percentage. The lambs were genotyped with the GGPOvine50K SNP chip. A genome-wide association study (GWAS) was conducted. Genetic parameters and bivariate analyses were estimated using ASReml-R.

Results: The lambs had a mean nose-pigmentation score of 3.69 and hoof-pigmentation score of 4.12. The nose pigmentation (h2 = 0.58) and hoof pigmentation (h2 = 0.51) were highly heritable and highly correlated (rG = 0.73). The GWAS identified a genome-wide significant SNP (OAR19_33278780.1) associated with nose pigmentation (q-value = 0.04). This SNP is positioned in a known pigmentation gene, melanocyte-inducing transcription factor (MITF). The same SNP was the sixth-most associated SNP for hoof pigmentation but did not reach significance level. OAR19_33278780.1 also had a significant effect on back conformation and weaning weight.

Conclusions: The results of these analyses have provided information and an understanding of the genetics for pigmentation of nose and hooves in Corriedale sheep.

Implications: Nose and hoof pigmentation are highly genetically correlated with each other, but with no negative effects on production traits.

Keywords: Corriedale, hoof, meat quality, MITF, nose skin, Ovis aries, pigment, wool quality.


References

Australian Wool Innovation and Meat and Livestock Australia (2013) ‘Visual sheep scores.’ (Australian Wool Innovation and Meat and Livestock Australia)

Blackwood P, Blackwood C, Pitchford JM, Gordon H, Welsh SC, Pitchford WS (2021) Performance Corriedale group genomics project. In ‘Proceedings of the AAABG 24th Conference’, 24 November 2021, Adelaide, SA, Australia. Vol. 24, pp. 463–466. (Association for the Advancement of Animal Breeding and Genetics)

Brash LD, Fogarty NM, Gilmour AR (1994) Genetic parameters for Australian maternal and dual-purpose meatsheep breeds. II. Liveweight, wool and reproduction in Corriedale sheep. Australian Journal of Agricultural Research 45, 469–480.
Genetic parameters for Australian maternal and dual-purpose meatsheep breeds. II. Liveweight, wool and reproduction in Corriedale sheep.Crossref | GoogleScholarGoogle Scholar |

Butler DG, Cullis BR, Gilmour AR, Gogel BJ, Thompson R (2018) ASReml-R reference manual version 4. Available at https://asreml.kb.vsni.co.uk/wp-content/uploads/sites/3/ASReml-R-Reference-Manual-4.pdf

Cieslak M, Reissmann M, Hofreiter M, Ludwig A (2011) Colours of domestication. Biological Reviews 86, 885–899.
Colours of domestication.Crossref | GoogleScholarGoogle Scholar |

Dürig N, Jude R, Jagannathan V, Leeb T (2017) A novel MITF variant in a white American Standardbred foal. Animal Genetics 48, 123–124.
A novel MITF variant in a white American Standardbred foal.Crossref | GoogleScholarGoogle Scholar |

Gilmour AR, Luff AF, Fogarty NM, Banks R (1994) Genetic parameters for ultrasound fat depth and eye muscle measurements in live Poll Dorset sheep. Australian Journal of Agricultural Research 45, 1281–1291.
Genetic parameters for ultrasound fat depth and eye muscle measurements in live Poll Dorset sheep.Crossref | GoogleScholarGoogle Scholar |

Hatcher S, Preston JWV (2018) Genetic relationships of breech cover, wrinkle and wool coverage scores with key production traits in Australian Merino sheep. Small Ruminant Research 164, 48–57.
Genetic relationships of breech cover, wrinkle and wool coverage scores with key production traits in Australian Merino sheep.Crossref | GoogleScholarGoogle Scholar |

Hauswirth R, Haase B, Blatter M, Brooks SA, Burger D, Drögemüller C, Gerber V, Henke D, Janda J, Jude R, Magdesian KG, Matthews JM, Poncet P-A, Svansson V, Tozaki T, Wilkinson-White L, Penedo MCT, Rieder S, Leeb T (2012) Mutations in MITF and PAX3 cause ‘Splashed White’ and other white spotting phenotypes in horses. PLoS Genetics 8, e1002653
Mutations in MITF and PAX3 cause ‘Splashed White’ and other white spotting phenotypes in horses.Crossref | GoogleScholarGoogle Scholar |

Henkel J, Lafayette C, Brooks SA, Martin K, Patterson-Rosa L, Cook D, Jagannathan V, Leeb T (2019) Whole-genome sequencing reveals a large deletion in the MITF gene in horses with white spotted coat colour and increased risk of deafness. Animal Genetics 50, 172–174.
Whole-genome sequencing reveals a large deletion in the MITF gene in horses with white spotted coat colour and increased risk of deafness.Crossref | GoogleScholarGoogle Scholar |

Huisman AE, Brown DJ, Ball AJ, Graser H-U (2008) Genetic parameters for bodyweight, wool, and disease resistance and reproduction traits in Merino sheep. 1. Description of traits, model comparison, variance components and their ratios. Australian Journal of Experimental Agriculture 48, 1177–1185.
Genetic parameters for bodyweight, wool, and disease resistance and reproduction traits in Merino sheep. 1. Description of traits, model comparison, variance components and their ratios.Crossref | GoogleScholarGoogle Scholar |

Kijas JW, Lenstra JA, Hayes B, Boitard S, Porto Neto LR, San Cristobal M, Servin B, McCulloch R, Whan V, Gietzen K, Paiva S, Barendse W, Ciani E, Raadsma H, McEwan J, Dalrymple B, International Sheep Genomics Consortium Members (2012) Genome-wide analysis of the world’s sheep breeds reveals high levels of historic mixture and strong recent selection. PLoS Biology 10, e1001258
Genome-wide analysis of the world’s sheep breeds reveals high levels of historic mixture and strong recent selection.Crossref | GoogleScholarGoogle Scholar |

Koseniuk A, Ropka-Molik K, Rubiś D, Smołucha G (2018) Genetic background of coat colour in sheep. Archives Animal Breeding 61, 173–178.
Genetic background of coat colour in sheep.Crossref | GoogleScholarGoogle Scholar |

Larsen JWA (2014) Sustainable internal parasite control of sheep in Australia. Small Ruminant Research 118, 41–47.
Sustainable internal parasite control of sheep in Australia.Crossref | GoogleScholarGoogle Scholar |

Levy C, Khaled M, Fisher DE (2006) MITF: master regulator of melanocyte development and melanoma oncogene. Trends in Molecular Medicine 12, 406–414.
MITF: master regulator of melanocyte development and melanoma oncogene.Crossref | GoogleScholarGoogle Scholar |

Li MH, Tiirikka T, Kantanen J (2014) A genome-wide scan study identifies a single nucleotide substitution in ASIP associated with white versus non-white coat-colour variation in sheep (Ovis aries). Heredity 112, 122–131.
A genome-wide scan study identifies a single nucleotide substitution in ASIP associated with white versus non-white coat-colour variation in sheep (Ovis aries).Crossref | GoogleScholarGoogle Scholar |

Magdesian KG, Tanaka J, Bellone RR (2020) A de novo MITF deletion explains a novel splashed white phenotype in an american paint horse. Journal of Heredity 111, 287–293.
A de novo MITF deletion explains a novel splashed white phenotype in an american paint horse.Crossref | GoogleScholarGoogle Scholar |

Marshall FR (1916) Corriedale sheep. Journal of Heredity 7, 88–95.
Corriedale sheep.Crossref | GoogleScholarGoogle Scholar |

Meat and Livestock Australia (2006) ‘Handbook of Australian livestock.’ (Meat and Livestock Australia)

Mortimer SI, van der Werf JHJ, Jacob RH, Pethick DW, Pearce KL, Warner RD, Geesink GH, Hocking Edwards JE, Gardner GE, Ponnampalam EN, Kitessa SM, Ball AJ, Hopkins DL (2010) Preliminary estimates of genetic parameters for carcass and meat quality traits in Australian sheep. Animal Production Science 50, 1135–1144.
Preliminary estimates of genetic parameters for carcass and meat quality traits in Australian sheep.Crossref | GoogleScholarGoogle Scholar |

Mortimer SI, van der Werf JHJ, Jacob RH, Hopkins DL, Pannier L, Pearce KL, Gardner GE, Warner RD, Geesink GH, Hocking Edwards JE, Ponnampalam EN, Ball AJ, Gilmour AR, Pethick DW (2014) Genetic parameters for meat quality traits of Australian lamb meat. Meat Science 96, 1016–1024.
Genetic parameters for meat quality traits of Australian lamb meat.Crossref | GoogleScholarGoogle Scholar |

Mortimer SI, Hatcher S, Fogarty NM, van der Werf JHJ, Brown DJ, Swan AA, Greeff JC, Refshauge G, Edwards JEH, Gaunt GM (2017a) Genetic parameters for wool traits, live weight, and ultrasound carcass traits in Merino sheep. Journal of Animal Science 95, 1879–1891.
Genetic parameters for wool traits, live weight, and ultrasound carcass traits in Merino sheep.Crossref | GoogleScholarGoogle Scholar |

Mortimer SI, Hatcher S, Fogarty NM, van der Werf JHJ, Brown DJ, Swan AA, Jacob RH, Geesink GH, Hopkins DL, Edwards JEH, Ponnampalam EN, Pearce KL, Pethick DW (2017b) Genetic correlations between wool traits and carcass traits in Merino sheep. Journal of Animal Science 95, 2385–2398.
Genetic correlations between wool traits and carcass traits in Merino sheep.Crossref | GoogleScholarGoogle Scholar |

Mortimer SI, Fogarty NM, van der Werf JHJ, Brown DJ, Swan AA, Jacob RH, Geesink GH, Hopkins DL, Hocking Edwards JE, Ponnampalam EN, Warner RD, Pearce KL, Pethick DW (2018) Genetic correlations between meat quality traits and growth and carcass traits in Merino sheep1. Journal of Animal Science 96, 3582–3598.
Genetic correlations between meat quality traits and growth and carcass traits in Merino sheep1.Crossref | GoogleScholarGoogle Scholar |

Negro S, Imsland F, Valera M, Molina A, Solé M, Andersson L (2017) Association analysis of KIT, MITF, and PAX3 variants with white markings in Spanish horses. Animal Genetics 48, 349–352.
Association analysis of KIT, MITF, and PAX3 variants with white markings in Spanish horses.Crossref | GoogleScholarGoogle Scholar |

Patterson Rosa L, Martin K, Vierra M, Foster G, Brooks SA, Lafayette C (2022) Non-frameshift deletion on MITF is associated with a novel splashed white spotting pattern in horses (Equus caballus). Animal Genetics 53, 538–540.
Non-frameshift deletion on MITF is associated with a novel splashed white spotting pattern in horses (Equus caballus).Crossref | GoogleScholarGoogle Scholar |

Raadsma HW, Jonas E, Fleet MR, Fullard K, Gongora J, Cavanagh CR, Tammen I, Thomson PC (2013) QTL and association analysis for skin and fibre pigmentation in sheep provides evidence of a major causative mutation and epistatic effects. Animal Genetics 44, 547–559.
QTL and association analysis for skin and fibre pigmentation in sheep provides evidence of a major causative mutation and epistatic effects.Crossref | GoogleScholarGoogle Scholar |

Scobie D, Makela A, van Koten C, O’Connell D (2017) Mechanical properties of black, grey, and white hoof material of sheep. In ‘New Zealand Society of Animal Production Conference’, June 2017, Rotorua, New Zealand. (New Zealand Society of Animal Production: Rotorua, New Zealand) Available at http://www.nzsap.org/proceedings/mechanical-properties-black-grey-and-white-hoof-material-sheep

Steingrímsson E, Copeland NG, Jenkins NA (2004) Melanocytes and the microphthalmia transcription factor network. Annual Review of Genetics 38, 365–411.
Melanocytes and the microphthalmia transcription factor network.Crossref | GoogleScholarGoogle Scholar |

Storey JD, Tibshirani R (2003) Statistical significance for genomewide studies. Proceedings of the National Academy of Sciences 100, 9440–9445.
Statistical significance for genomewide studies.Crossref | GoogleScholarGoogle Scholar |

Vaez TR, Nicolas FW, Raadsma HW (1996) REML estimates of variance and covariance components for production traits in Australian Merino sheep, using an animal model. 1. Body weight from birth to 22 months. Australian Journal of Agricultural Research 47, 1235–1249.
REML estimates of variance and covariance components for production traits in Australian Merino sheep, using an animal model. 1. Body weight from birth to 22 months.Crossref | GoogleScholarGoogle Scholar |

VanRaden PM (2008) Efficient methods to compute genomic predictions. Journal of Dairy Science 91, 4414–4423.
Efficient methods to compute genomic predictions.Crossref | GoogleScholarGoogle Scholar |

Widlund HR, Fisher DE (2003) Microphthalamia-associated transcription factor: a critical regulator of pigment cell development and survival. Oncogene 22, 3035–3041.
Microphthalamia-associated transcription factor: a critical regulator of pigment cell development and survival.Crossref | GoogleScholarGoogle Scholar |

Wiedemar N, Drögemüller C (2014) A 19-Mb de novo deletion on BTA 22 including MITF leads to microphthalmia and the absence of pigmentation in a Holstein calf. Animal Genetics 45, 868–870.
A 19-Mb de novo deletion on BTA 22 including MITF leads to microphthalmia and the absence of pigmentation in a Holstein calf.Crossref | GoogleScholarGoogle Scholar |

Yang J, Lee SH, Goddard ME, Visscher PM (2011) GCTA: A tool for genome-wide complex trait analysis. American Journal of Human Genetics 88, 76–82.
GCTA: A tool for genome-wide complex trait analysis.Crossref | GoogleScholarGoogle Scholar |

Yusnizar Y, Wilbe M, Herlino AO, Sumantri C, Noor RR, Boediono A, Andersson L, Andersson G (2015) Microphthalmia-associated transcription factor mutations are associated with white-spotted coat color in swamp buffalo. Animal Genetics 46, 676–682.
Microphthalmia-associated transcription factor mutations are associated with white-spotted coat color in swamp buffalo.Crossref | GoogleScholarGoogle Scholar |