Automatically change wp-caption link

I'm making a site with a lot of images, and currently the way wp-caption is rendering is

<a href="image url"><img src="thumbnail"></a>Caption

Is there some JS or PHP to change it so it automatically renders as:

<a href="image url"><img src="thumbnail">Caption</a>

So that way the caption is included in the link?