The present invention claims fluoro- & iodo-containing aldehydes as ALDH substrates for use as diagnostic imaging agents or as therapeutic agents. The aldehydes are both directly and indirectly attached to an aromatic or a straight chain ring. ALDH activity was monitored either by the formation of acid-product or consumption of aldehyde substrates.