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The effect of simulated censored data on estimates of heritability of longevity in the Thoroughbred racing industry.

Abstract: We examined the impact of censored data on estimates of heritability of longevity. Longevity, defined as the length of productive racing life of an individual, is influenced by many factors. A simulated data set, modelled on the Irish Thoroughbred industry, was used to estimate heritabilities of longevity. Several scenarios representing various levels of censoring of performance data were created. The heritability of longevity was estimated for each scenario and compared to the estimated heritability of 0.120 for the complete data set. It was found that the estimates of heritability (0.107, 0.106, 0.082) were biased downwards with (10, 20, and 25%, respectively) censoring of data from poor-performing animals. We found that for a complete reporting it is necessary to reduce bias in the estimation of heritability of longevity.
Publication Date: 2006-03-31 PubMed ID: 16755492
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  • Journal Article

Summary

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The research investigates the influence of censored data on heritability estimates of longevity in Thoroughbred racing horses. Elements affecting longevity and variances in heritability scores with different degrees of data censoring were studied using a simulated data set modelled on the Irish Thoroughbred industry.

Objective of the Study

  • The aim of the study was to analyze the impact of censored data on the estimates of heritability of longevity in Thoroughbred horses. The longevity was defined as the length of a productive racing life of a horse, which tends to be influenced by numerous factors.

Methodology

  • The research utilized a simulated data set that was modeled on the basis of the Irish Thoroughbred industry.
  • Researchers created several scenarios for their analysis, each representing different levels of censoring of performance data.
  • For every created scenario, the heritability of longevity was estimated and then compared with the estimated heritability for the complete data set, which was 0.120.

Findings

  • Upon analyzing the data, it was found that the estimates of heritability were lower than expected when data was censored or omitted especially from poor-performing animals.
  • Specifically, the heritability estimates were 0.107, 0.106, and 0.082 with 10%, 20%, and 25% of data, respectively, being censored.
  • This suggests that censoring data introduces bias to the estimation of heritability of longevity.

Conclusion

  • The study concluded that for completeness in reporting and to reduce bias in the estimation of heritability of longevity, it is important to include a complete data set without censorship, especially data from poor performing horses.

Cite This Article

APA
Burns EM, Enns RM, Garrick DJ. (2006). The effect of simulated censored data on estimates of heritability of longevity in the Thoroughbred racing industry. Genet Mol Res, 5(1), 7-15.

Publication

ISSN: 1676-5680
NlmUniqueID: 101169387
Country: Brazil
Language: English
Volume: 5
Issue: 1
Pages: 7-15

Researcher Affiliations

Burns, Eleanor M
  • Department of Animal Sciences, Colorado State University, Fort Collins, CO 80523-1171, USA.
Enns, Richard M
    Garrick, Dorian J

      MeSH Terms

      • Algorithms
      • Animals
      • Breeding
      • Data Interpretation, Statistical
      • Female
      • Genetic Variation
      • Horses / genetics
      • Longevity / genetics
      • Male
      • Models, Genetic
      • Phenotype
      • Quantitative Trait, Heritable
      • Running / physiology
      • Time Factors

      Citations

      This article has been cited 1 times.
      1. Blomquist GE. Fitness-related patterns of genetic variation in rhesus macaques.. Genetica 2009 Mar;135(2):209-19.
        doi: 10.1007/s10709-008-9270-xpubmed: 18470623google scholar: lookup