As pointed out, NAU over Arizona was also one of their worst losses.
I'd guess it was one of the worst years in history for the PAC-12. The link above has them as they 10th ranked conference out of 11. Only CUSA was worse (and not by a lot). While I don't think they were really 10/11, it shows how little they did in non-conference games this year.