I want to do work on newer drugson which there is no work have been done. For that I want to know new drugs in the market.

If the drug is ON the market,it has already been researched,I don't think it could BE on the market unless it passed a lot of checking previously.

Maybe you should look into the medical research of the large pharmaceutical companies.