From the article in Scientific American:
Though the technology [electronic nose] was originally designed for other tasks, such as sniffing out chemical leaks or detecting food spoilage, research is increasingly revealing its diagnostic potential. Physicians can effectively identify potential lung cancer patients, for instance, by "smelling" their breath.
Wow! What does the e-nose look like? Some images, thanks to the internet:
(from the Electronic Nose Project)