This is a prospective study to investigate the impact of genotype profiles on race performance in racing pigeons. Genotypes studied included lactate dehydrogenase A (LDHA), dopamine receptor (DRD), myostatin (MSTN), and feather keratin (F-KER), as well as demographic factors such as gender, color, and the mtDNA. This study shows differences within genotypes DRD456 (P = 0.027) and F-KER (P = 0.018). For DRD456, race coefficients were lower (= better performance) for genotype CT. For F-KER, race coefficients were lower for GG, overall, while within the F-KER TT genotype race performance was best at longer distances. After including Queen L mtDNA in the model, both the effects of F-KER and DRD456 remained significant. The effect of Queen L mtDNA alone was significant (P = 0.004) and mainly driven by the effect in short distance races. In addition, birds with the checker color check had a lower race coefficient than birds with the color blue bar (P = 0.0012). Also, this effect was independently significant and remained significant in the multivariate analysis. No differences in race coefficients were seen between genotypes for LDHA and MSTN nor for the demographic factor of gender. While individual factors were related to differences in race performance, and although one could be tempted to favor a bird with DRD4 CCCT–F-KER TT–LDHA AB–checker color for long distance races, further and larger prospective studies including birds unrelated to our family of birds will be needed to confirm our findings and to determine a superior profile including multiple genetic factors.