What about since and for?
There are a lot of clouds, hence it is raining.
Since there are a lot of clouds, it is raining.
It is raining, since there are a lot of clouds.
It is raining. For there are a lot of clouds.
I've seen hence and since forming a pair quite often. And many sentences do in fact start with "For, ..."