Background: The Mangalarga Marchador horse (MM) is one of the breeds shaped over generations by local adaptations and specific preferences of Brazilian breeders to morphology, functionality, and locomotion. The animals genetically have “batida” or “picada” natural gait trait, which is a trademark of the breed. The movement biomechanics of this breed promote stability during the execution, comfort, and softness of the ride. The detection of signatures of selection in genomic regions provides insights into the evolutionary process, enabling discoveries regarding complex phenotypic traits. In this research, we focused on the identification of genomic regions affected by different selection pressures, mainly highlighting recent selection, as well as understanding the candidate genes and functional pathways associated with the signatures of selection in the MM genome. A broader discussion of genes and traits of importance in this breed, especially traits related to the type and quality of the gait, temperament, conformation, and locomotor system, was also provided.Results: Three different methods were used to search for signals of selection: Tajima’s D (TD), the integrated haplotype score (iHS), and runs of homozygosity (ROH). The samples were composed of males (n=62) and females (n=130) that were initially chosen considering well-defined phenotypes for gait: picada (n=86) and batida (n=106). All horses were genotyped using a 670k Axiom ® Equine Genotyping Array (Axiom MNEC670). In total, 169 pruned candidate genes harboring important biological processes were found, highlighting the following: anterior/posterior pattern for the set of genes (GLI3, HOXC9, HOXC6, HOXC5, HOXC4, HOXC13, HOXC11, and HOXC10); limb morphogenesis, skeletal system, proximal/distal pattern formation, JUN kinase activity (CCL19 and MAP3K6); and muscle stretch response (MAPK14). Other candidate genes were associated with energy metabolism, bronchodilator response, NADH regeneration, reproduction, keratinization, and the immunological system.Conclusions: Collectively, our findings revealed for the first time some pieces of evidence for selection signals acting on athletic performance, gait type, and energy to muscle activity in the MM breed, with the particular involvement of the HOX family of genes. Gene network analysis showed no relationship between the signals observed in this population and the DMRT3 gene, a relevant gene associated with gait trait, however candidate genes that were located close (~28Mb) to DMRT3 were identified.