Binomial Distribution - combinations formula

Question

The binomial formula goes as follows: $$ Pr(X = k) = {n\choose k} p^k (1-p)^{n-k}$$

I understand why they multiply by $p^k$ and $(1-p)^{n-k}$, but why do they use the combinations formula and not the permutations one?