What rocks are mountains most commonly made of and how can I determine that?

Hi, I am creating a fictional world with many deserts. Wind erodes much of the mountains down into highlands and as a result the sand that make up deserts reflect the makeup of the mountains around them. That being said how do I know which rocks a specific mountain is made of? Does it depend on how the mountain was formed?