Clovis Oncology CEO Patrick Mahaffy told CNBC he's been the underdog for most of his career.

"It probably would be fun to be an overdog one time," he said in an interview Monday from the American Society of Clinical Oncology meeting, where the biotech company presented data on its experimental drug for lung cancer, CO-1686, that will compete with a similar one from British drug giant AstraZeneca.