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Development of breeding lines using marker technologies: The approach used by the Genetics and Genomics Platform for Rice in Africa


               FROM                       Maker-Assisted Selection (MAS)                                 TO          Marker-Assisted Recurrent Selection (MARS)                                       TOWARD       Genome-Wide Marker-Assisted Selection (GWMAS)




                                                                                               Selection of parental lines (P1 and P2)                                                                                                    Inbred 1 x Inbred 2



                                                                                                                                                                                                               Extraction of evaluation                       F2 derived-lines (BC, 3
 NARS                                                                                    Crossing : P1 (recurrent parent) x P2 (donor parent)                                                                                                     F2
                                                                                                                                                                                                                 for genotyped plants                        ways cross, double cross)


                                                                                                                                                                                                                                   Breeding value : Estimation
                                                       F1                                                                                       F3:4                                                                                    of marker effect

                                                            X P1                                                                 Genotyping                                                                                                              Plant selection based
                                                                                                                                                                                                                                                            on best GEBV*
                                                     BC1F1




                                                                                                                QTL estimation
                                                                                                                                                                                                                     Cycle 1       Selection of Np plants (144)




                                                                                                                , content and
               Foreground selection
   Identification of BC1F1 individuals that are
 heterozygous for the closest marker and                    If large population size
                                                                                                                                                F3:5                                                             High density genotyping                 Selection of 4 plants
 homozygous at the flanking markers
                                                                                       Genetics and                                                                                                                (128-256 markers)                       and Inter-mating




                                                                                                                effect
   Backcross of the selected BC1F1 individuals
 with P1 to produce BC2F1


                                                     BC2F1
                                                                                        Genomics                                 Phenotyping                                                                                                Recombination
                                                                                       Platform for
        Whole genome background selection
                                                                                                                                                                                                                                                         Choice of 24 seeds
   Identification of BC2F1 individuals that are
heterozygous for the closest marker with the                                           Rice in Africa
highest proportion of the recurrent parent genome                                                                                Selection of lines based on genetic                                                                                         per cross
using higher molecular marker number.
   Self the selected individuals to produce BC2F2                                                                                      value, molecular score
                                                                                                                                                                                                                     Cycle 2         Selection of 144 plants
                                                                                                                                   weight, intensity of selection…
                                                     BC3F1
                                                                                                                                                                                                                                                       Genotyping , selection of 4
                                                                                                                                                          Genotyping and genetic gain simulation in
                                                                                                                                                                   crossing selected lines
                                                                                                                                                                                                                                                        plants and inter-mating
                                                                                                                                                                  (Optimas: GCP IBP tool)
                                                            2x                                                                                                                                                                              Recombination
                                                                                                                                   Inter-mating of selected lines                                                                                      Choice of 24 seeds
                                                     BC3F3
                                                                                                                                                                                                                                                           per cross
                                                                                                                                                          Genotyping and genetic gain simulation in
                                                                                                                                                                   crossing selected lines
                                                                                                                                                                  (Optimas: GCP IBP tool)                                            Selection of 144 plants

                                                                                                                                   Inter-mating of selected lines
                                                    Improved
                                                      lines                                                                                                                                                                           Repeat the procedure
                                                                                                                                                                                                          Advanced                        for 2 cycles
                                                                                                                                                                                                          Research
                                                                                                                                         Extract fixed lines                                              Institutes


                                                                                                                                  Evaluation and advanced testing in conventional breeding

                                                                                                                                                                                                                                      * Genomic Estimated Breeding Values

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  • 1. Development of breeding lines using marker technologies: The approach used by the Genetics and Genomics Platform for Rice in Africa FROM Maker-Assisted Selection (MAS) TO Marker-Assisted Recurrent Selection (MARS) TOWARD Genome-Wide Marker-Assisted Selection (GWMAS) Selection of parental lines (P1 and P2) Inbred 1 x Inbred 2 Extraction of evaluation F2 derived-lines (BC, 3 NARS Crossing : P1 (recurrent parent) x P2 (donor parent) F2 for genotyped plants ways cross, double cross) Breeding value : Estimation F1 F3:4 of marker effect X P1 Genotyping Plant selection based on best GEBV* BC1F1 QTL estimation Cycle 1 Selection of Np plants (144) , content and Foreground selection Identification of BC1F1 individuals that are heterozygous for the closest marker and If large population size F3:5 High density genotyping Selection of 4 plants homozygous at the flanking markers Genetics and (128-256 markers) and Inter-mating effect Backcross of the selected BC1F1 individuals with P1 to produce BC2F1 BC2F1 Genomics Phenotyping Recombination Platform for Whole genome background selection Choice of 24 seeds Identification of BC2F1 individuals that are heterozygous for the closest marker with the Rice in Africa highest proportion of the recurrent parent genome Selection of lines based on genetic per cross using higher molecular marker number. Self the selected individuals to produce BC2F2 value, molecular score Cycle 2 Selection of 144 plants weight, intensity of selection… BC3F1 Genotyping , selection of 4 Genotyping and genetic gain simulation in crossing selected lines plants and inter-mating (Optimas: GCP IBP tool) 2x Recombination Inter-mating of selected lines Choice of 24 seeds BC3F3 per cross Genotyping and genetic gain simulation in crossing selected lines (Optimas: GCP IBP tool) Selection of 144 plants Inter-mating of selected lines Improved lines Repeat the procedure Advanced for 2 cycles Research Extract fixed lines Institutes Evaluation and advanced testing in conventional breeding * Genomic Estimated Breeding Values