Computationally efficient map construction in the presence of segregation distortion.

Theor Appl Genet

CSIRO Computational Informatics and Food Futures National Research Flagship, Brisbane, Australia.

Published: December 2014

AI Article Synopsis

  • A new efficient estimator for map construction in genetics has been developed to handle segregation distortion, improving accuracy without increasing computational demands.
  • This robust M-estimator (RM) outperforms traditional methods by accounting for distorted markers, which are often filtered out despite their biological significance.
  • The RM estimator has been successfully applied to wheat chromosome 2B, resulting in a detailed linkage map that aligns with previous maps generated from non-distorted crosses.

Article Abstract

We present a novel estimator for map construction in the presence of segregation distortion which is highly computationally efficient. For multi-parental designs this estimator outperforms methods that do not account for segregation distortion, at no extra computational cost. Inclusion of genetic markers exhibiting segregation distortion in a linkage map can result in biased estimates of genetic distance and distortion of map positions. Removal of distorted markers is hence a typical filtering criterion; however, this may result in exclusion of biologically interesting regions of the genome such as introgressions and translocations. Estimation of additional parameters characterizing the distortion is computationally slow, as it relies on estimation via the Expectation Maximization algorithm or a higher dimensional numerical optimisation. We propose a robust M-estimator (RM) capable of handling tens of thousands of distorted markers from a single linkage group. We show via simulation that for multi-parental designs the RM estimator can perform much better than uncorrected estimation, at no extra computational cost. We then apply the RM estimator to chromosome 2B in wheat in a multi-parent population segregating for the Sr36 introgression, a known transmission distorter. The resulting map contains over 700 markers, and is consistent with maps constructed from crosses which do not exhibit segregation distortion.

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http://dx.doi.org/10.1007/s00122-014-2401-0DOI Listing

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