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  • 标题:Statistical properties of simple random-effects models for genetic heritability
  • 本地全文:下载
  • 作者:David Steinsaltz ; Andrew Dahl ; Kenneth W. Wachter
  • 期刊名称:Electronic Journal of Statistics
  • 印刷版ISSN:1935-7524
  • 出版年度:2018
  • 卷号:12
  • 期号:1
  • 页码:321-358
  • DOI:10.1214/17-EJS1386
  • 语种:English
  • 出版社:Institute of Mathematical Statistics
  • 摘要:Random-effects models are a popular tool for analysing total narrow-sense heritability for quantitative phenotypes, on the basis of large-scale SNP data. Recently, there have been disputes over the validity of conclusions that may be drawn from such analysis. We derive some of the fundamental statistical properties of heritability estimates arising from these models, showing that the bias will generally be small. We show that the score function may be manipulated into a form that facilitates intelligible interpretations of the results. We go on to use this score function to explore the behavior of the model when certain key assumptions of the model are not satisfied — shared environment, measurement error, and genetic effects that are confined to a small subset of sites.
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