Skip to main content
Genetics logoLink to Genetics
. 2001 Jul;158(3):1339–1346. doi: 10.1093/genetics/158.3.1339

Statistical issues in the analysis of quantitative traits in combined crosses.

F Zou 1, B S Yandell 1, J P Fine 1
PMCID: PMC1461706  PMID: 11454780

Abstract

We consider some practical statistical issues in QTL analysis where several crosses originate in multiple inbred parents. Our results show that ignoring background polygenic variation in different crosses may lead to biased interval mapping estimates of QTL effects or loss of efficiency. Threshold and power approximations are derived by extending earlier results based on the Ornstein-Uhlenbeck diffusion process. The results are useful in the design and analysis of genome screen experiments. Several common designs are evaluated in terms of their power to detect QTL.

Full Text

The Full Text of this article is available as a PDF (125.1 KB).

Selected References

These references are in PubMed. This may not be the complete list of references from this article.

  1. Churchill G. A., Doerge R. W. Empirical threshold values for quantitative trait mapping. Genetics. 1994 Nov;138(3):963–971. doi: 10.1093/genetics/138.3.963. [DOI] [PMC free article] [PubMed] [Google Scholar]
  2. Dupuis J., Siegmund D. Statistical methods for mapping quantitative trait loci from a dense set of markers. Genetics. 1999 Jan;151(1):373–386. doi: 10.1093/genetics/151.1.373. [DOI] [PMC free article] [PubMed] [Google Scholar]
  3. Haley C. S., Knott S. A. A simple regression method for mapping quantitative trait loci in line crosses using flanking markers. Heredity (Edinb) 1992 Oct;69(4):315–324. doi: 10.1038/hdy.1992.131. [DOI] [PubMed] [Google Scholar]
  4. Lander E. S., Botstein D. Mapping mendelian factors underlying quantitative traits using RFLP linkage maps. Genetics. 1989 Jan;121(1):185–199. doi: 10.1093/genetics/121.1.185. [DOI] [PMC free article] [PubMed] [Google Scholar]
  5. Piepho H. P. A quick method for computing approximate thresholds for quantitative trait loci detection. Genetics. 2001 Jan;157(1):425–432. doi: 10.1093/genetics/157.1.425. [DOI] [PMC free article] [PubMed] [Google Scholar]
  6. Rebai A., Goffinet B., Mangin B. Comparing power of different methods for QTL detection. Biometrics. 1995 Mar;51(1):87–99. [PubMed] [Google Scholar]
  7. Rebaï A., Goffinet B., Mangin B. Approximate thresholds of interval mapping tests for QTL detection. Genetics. 1994 Sep;138(1):235–240. doi: 10.1093/genetics/138.1.235. [DOI] [PMC free article] [PubMed] [Google Scholar]
  8. Zeng Z. B. Precision mapping of quantitative trait loci. Genetics. 1994 Apr;136(4):1457–1468. doi: 10.1093/genetics/136.4.1457. [DOI] [PMC free article] [PubMed] [Google Scholar]
  9. Zeng Z. B. Theoretical basis for separation of multiple linked gene effects in mapping quantitative trait loci. Proc Natl Acad Sci U S A. 1993 Dec 1;90(23):10972–10976. doi: 10.1073/pnas.90.23.10972. [DOI] [PMC free article] [PubMed] [Google Scholar]

Articles from Genetics are provided here courtesy of Oxford University Press

RESOURCES