How do you color a rectangle in C# that has been declared in XAML in WPF?

Question

How do you color a rectangle in C# that has been declared in XAML in WPF?
There is a rectangle control in XAML.  In my C# code there are times in which it would be nice to fill the background color.  How does one do this?