[Gatsky]

You leave out the fact that there is a known carcinogenic mechanism for smoking, and this corresponds to the signature derived by NMF. In vitro studies in controlled systems exposed to smoking carcinogens also reproduce this signature. In addition to the NMF signature, there are other features like transcriptional strand bias, and dinucleotide substitutions. This is a bit more than an association.