Proof of a theorem about isometries of $\mathbb{R^n}$

Question

I am looking for a thorough proof of the following theorem

Theorem: If an isometry of $\mathbb{R^n}$ fixes a non-empty set of points F, then it fixes the smallest affine subspace of $\mathbb{R^n}$ which contain F.