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The Journal of heredity2017; 108(5); 505-514; doi: 10.1093/jhered/esx039

Phenotypic and Genetic Analysis of the Leopard Complex Spotting in Noriker Horses.

Abstract: Genetic analyses of coat colors are frequently restricted to subjectively categorized phenotype information. The aim of this study was to develop a method to numerically quantify the variability of leopard complex (LP) spotting phenotypes introducing tools from image analysis. Generalized Procrustes analysis eliminates systematic errors due to imaging process. The binarization of normalized images and the application of principal component analysis (PCA) on the derived pixel matrices, transform pixel information into numerical data space. We applied these methods on 90 images to ascertain the specific leopard patterns within the Noriker breed. Furthermore, we genotyped a representative sample of 191 Noriker horses for the known LP spotting associated loci. Ninety-seven percentage of the genotyped leopard spotted horses were heterozygous for LP and had at least one copy of the PATN1 allele. However, the remaining pattern variation was great, indicating other genetic factors influencing the expression of LP spotting. Based upon this data, we estimated effect sizes of the modifier PATN1, and additional factors including sex, age, base color, and spotting phenotype of parents. The PCA of the pixel matrix resulted in 2 significant components accounting for 51% of the variation. Applying a linear model, we identified significant effects for age groups and base color on the first and second components, while for sex and parents' LP phenotype significant effects were found on 4 additional components.
Publication Date: 2017-04-30 PubMed ID: 28453641DOI: 10.1093/jhered/esx039Google Scholar: Lookup
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  • Journal Article

Summary

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The study dives into a new method of quantifying leopard complex (LP) spotting patterns in Noriker horses using image analysis tools. With this method, the team discovered other factors, like sex, age, base color, and parents’ spotting phenotype, that seem to affect the LP spotting variation. The team analyzed images of 90 horses and also genotyped a sample of 191 Noriker horses.

Use of Image Analysis Tools

  • The researchers used image analysis tools to numerically quantify variability of the LP spotting phenotypes.
  • They used Generalized Procrustes analysis to minimize systematic errors that might occur during the imaging process.
  • The team then normalized the images, converted them into binary form, and employed principal component analysis (PCA) on the pixel matrices obtained. This process converted pixel-level data into more manageable numerical data.

Investigation on Noriker Breed

  • They applied the above method to 90 images to figure out the specific leopard patterns within the Noriker breed.
  • A representative sample of 191 Noriker horses was genotyped for any known LP spotting associated loci.
  • Most (97%) of the genotyped leopard-spotted horses were found to be heterozygous for LP – meaning that they had one copy of the LP gene variant and another different gene variant – and had at least one copy of the PATN1 allele, associated with LP spotting.

Diverse Factors Redefining the Expression of LP Spotting

  • Despite the dominance of the PATN1 allele, there was still tremendous variation in the pattern, suggesting that other genetic and non-genetic factors might be affecting the expression of LP spotting.
  • After analyzing the data, researchers estimated the effects of factors such as the modifier PATN1, sex, age, base color, and the spotting phenotype of parents on the LP spotting.

Results of Principal Component Analysis

  • The PCA of the pixel matrix yielded two significant components that accounted for 51% of the variation.
  • When a linear model was applied, significant effects on the first and second components were observed for factors such as age groups and base color.
  • Sex and parents’ LP phenotype also showed significant effects on four additional components, hinting at their potential influence on the expression of LP spotting in Noriker horses.

Cite This Article

APA
Druml T, Grilz-Seger G, Neuditschko M, Neuhauser B, Brem G. (2017). Phenotypic and Genetic Analysis of the Leopard Complex Spotting in Noriker Horses. J Hered, 108(5), 505-514. https://doi.org/10.1093/jhered/esx039

Publication

ISSN: 1465-7333
NlmUniqueID: 0375373
Country: United States
Language: English
Volume: 108
Issue: 5
Pages: 505-514

Researcher Affiliations

Druml, Thomas
  • Institute of Animal Breeding and Genetics, University of Veterinary Medicine Vienna, Veterinärplatz 1, 1220 Vienna, Austria; Pöckau 41, Arnoldstein, Austria; and Agroscope, Swiss National Stud Farm, Les Longs Pres, Avenches, Switzerland.
Grilz-Seger, Gertrud
  • Institute of Animal Breeding and Genetics, University of Veterinary Medicine Vienna, Veterinärplatz 1, 1220 Vienna, Austria; Pöckau 41, Arnoldstein, Austria; and Agroscope, Swiss National Stud Farm, Les Longs Pres, Avenches, Switzerland.
Neuditschko, Markus
  • Institute of Animal Breeding and Genetics, University of Veterinary Medicine Vienna, Veterinärplatz 1, 1220 Vienna, Austria; Pöckau 41, Arnoldstein, Austria; and Agroscope, Swiss National Stud Farm, Les Longs Pres, Avenches, Switzerland.
Neuhauser, Barbara
  • Institute of Animal Breeding and Genetics, University of Veterinary Medicine Vienna, Veterinärplatz 1, 1220 Vienna, Austria; Pöckau 41, Arnoldstein, Austria; and Agroscope, Swiss National Stud Farm, Les Longs Pres, Avenches, Switzerland.
Brem, Gottfried
  • Institute of Animal Breeding and Genetics, University of Veterinary Medicine Vienna, Veterinärplatz 1, 1220 Vienna, Austria; Pöckau 41, Arnoldstein, Austria; and Agroscope, Swiss National Stud Farm, Les Longs Pres, Avenches, Switzerland.

MeSH Terms

  • Alleles
  • Animals
  • Breeding
  • Genotype
  • Heterozygote
  • Horses / genetics
  • Horses / physiology
  • Phenotype
  • Pigmentation / genetics

Citations

This article has been cited 2 times.
  1. Glimm T, Kiskowski M, Moreno N, Chiari Y. Capturing and analyzing pattern diversity: an example using the melanistic spotted patterns of leopard geckos.. PeerJ 2021;9:e11829.
    doi: 10.7717/peerj.11829pubmed: 34595062google scholar: lookup
  2. Grilz-Seger G, Druml T, Neuditschko M, Mesarič M, Cotman M, Brem G. Analysis of ROH patterns in the Noriker horse breed reveals signatures of selection for coat color and body size.. Anim Genet 2019 Aug;50(4):334-346.
    doi: 10.1111/age.12797pubmed: 31199540google scholar: lookup