What does the board think of suspiration as a synonym for respiration?

This morning, a colleague used suspire in this sense and I have been chewing on it ever since. I am quite unable to put my finger on it, but it seems and feels wrong. I know they mean the same thing but can they be used in the same way? Why do I get a subterranean feel with suspire?