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Germplasm-regression-combined
marker-trait association identification in plants
Chengjiang Ruan
Dalian Nationalities University, Institute of Bio-Resources
and Environment, No.18 Liaohe Western Road or Dalian
Economic and Technical Development Zone, Dalian City,
Liaoning Province 116600, P.R. China.
E-mail: ruancj@yahoo.com.cn. Fax: +86-411-87618179.
Abbreviations: QTL,
quantitative trait loci; MAS, marker assisted
selection; GRC, germplasm-regression-combined;
RAPD, random amplified polymorphic DNA; RFLP,
restriction fragment length polymorphism; AFLP,
amplified fragment length polymorphism; ISSR,
inter-simple sequence repeats; SAMPL, selective
amplification of microsatellite polymorphic loci; SSR,
simple sequence
repeat; SCAR,
sequence characterized amplified region; SNP, single
nucleotide polymorphism; PCR, polymerase chain
reaction.
Accepted 31 December, 2009 |
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In the past 20 years, the major effort in plant breeding has
changed from quantitative to molecular genetics with
emphasis on quantitative trait loci (QTL) identification and
marker assisted selection (MAS). However, results have been
modest. This has been due to several factors including
absence of tight linkage QTL, non-availability of mapping
populations and lack of substantial time needed to develop
such populations. To overcome these limitations and as an
alternative to planned populations, molecular marker- trait
associations have been identified by the combination between
germplasm and the regression technique. In the present
preview, we first surveyed the successful applications of
germplasm-regression-combined (GRC) molecular marker-trait
association identification in plants; secondly, we described
how to do the GRC analysis and its differences from mapping
QTL based on a linkage map reconstructed from the planned
populations; thirdly, we considered the factors that affect
the GRC association identification, including selections of
optimal germplasm and molecular markers and testing of
identification efficiency of markers associated with traits;
and finally we discussed the future prospects of GRC
marker-trait association analysis used in plant MAS/QTL
breeding programs, especially in long-juvenile woody plants
when no other genetic information such as linkage maps and
Quantitative Trait Loci are available.
Key words:
Association analysis, marker assisted selection (MAS),
molecular marker, quantitative trait, germplasm-regression. |