Those already exist! TCGA for starters..
https://cancergenome.nih.gov/newsevents/newsannouncements/sa...
FWIW though, people have already been able to predict treatment outcome from mutation profile. Turns out the hard part is picking up on mutations present in only a tiny subset of the tumor.
http://www.newsweek.com/can-hiv-denying-scientist-cure-cance...
It'd be pretty funny if he turned out to be correct.
It's also important to remember that we know some cancers (leukemia for instance) are diploid and rarely develop anueploidy.