Both from the soil and from phosphate fertilisers - see http://www.ncbi.nlm.nih.gov/pubmed/5914751 .

So yeah, weed probably does have similar components, but if there's one thing in its favour, weed is an expectorant - far less crap sticks around in your lungs than with tobacco.