 Orthogonal invariance of Brownian motion

If $B$ is Brownian motion in ${\mathbb{R}}^d$ and $U$ is an orthogonal matrix, then $UB$ is Brownian motion. Its increments remain independent centered Gaussian vectors and have covariance $(t-s)UI{U}^T=(t-s)I$.