I received a loan denial with "Current derogatory trade information on credit bureau" listed. What does this mean and what can I do to remove it?

I would assume you have a bad payment history with some of your debts. You can pull a credit report and see what your record looks like. If the info is true there is nothing you can do, if there is false info on the report, you can get it removed