Yup, definitely possible. WordPress is pretty forgiving and well-documented. JS will be the same as in your bootstrap site.
Sage is a fantastic starter theme and does already include bootstrap, but it may not be the best choice if this is your first WordPress theme. Sage does things differently and that could potentially be a bit confusing.