Drug-induced lupus is most commonly associated with medications such as hydralazine, procainamide, and isoniazid. These drugs can trigger lupus symptoms by interfering with the body's immune response. The mechanisms through which these drugs cause lupus are not entirely understood, but they are believed to involve the activation of the immune system leading to the production of autoantibodies. The symptoms typically resolve once the drug is discontinued.