I am planning to use SAS PROCMIXED for BLUP analysis and the experimental design is RBD. I am aware that genotype can be used as fixed effect while using PROCMIXED alone but i would like to know if genotype can be used as fixed effect while using BLUP or all the factor should be used as random effects ? I would be happy if any one can explain it ?