A General Modeling Framework for Genome Ancestral Origins in Multiparental Populations

Research output: Contribution to journalArticleAcademicpeer-review

7 Citations (Scopus)

Abstract

he next generation of QTL (quantitative trait loci) mapping populations have been designed with multiple founders, where one to a number of generations of intercrossing are introduced prior to the inbreeding phase to increase accumulated recombinations and thus mapping resolution. Examples of such populations are Collaborative Cross (CC) in mice and Multiparent Advanced Generation Inter-Cross (MAGIC) lines in Arabidopsis. The genomes of the produced inbred lines are fine-grained random mosaics of the founder genomes. In this article, we present a novel framework for modeling ancestral origin processes along two homologous autosomal chromosomes from mapping populations, which is a major component in the reconstruction of the ancestral origins of each line for QTL mapping. We construct a general continuous time Markov model for ancestral origin processes, where the rate matrix is deduced from the expected densities of various types of junctions (recombination breakpoints). The model can be applied to monoecious populations with or without self-fertilizations and to dioecious populations with two separate sexes. The analytic expressions for map expansions and expected junction densities are obtained for mapping populations that have stage-wise constant mating schemes, such as CC and MAGIC. Our studies on the breeding design of MAGIC populations show that the intercross mating schemes do not matter much for large population size and that the overall expected junction density, and thus map resolution, are approximately proportional to the inverse of the number of founders.
Original languageEnglish
Pages (from-to)87-101
JournalGenetics
Volume198
DOIs
Publication statusPublished - 2014

Keywords

  • recombinant inbred lines
  • advanced intercross lines
  • random mating populations
  • haplotype probabilities
  • identity
  • descent
  • coalescent
  • systems
  • stocks

Fingerprint Dive into the research topics of 'A General Modeling Framework for Genome Ancestral Origins in Multiparental Populations'. Together they form a unique fingerprint.

  • Cite this