 The genes that create these different patterns can all be present in the same horse.The Appaloosa Project, a genetic study group, has researched the interactions of Appaloosa and pinto genes and how they affect each other.Recent research has suggested that Eurasian prehistoric cave paintings depicting leopard-spotted horses may have accurately reflected a phenotype of ancient wild horse.