Certain medications are more likely to cause hypersensitivity reactions than others. Common culprits include antibiotics like penicillin, sulfonamides, NSAIDs such as aspirin, and antiepileptic drugs like carbamazepine. It is crucial for healthcare providers to obtain a detailed drug history to identify potential risks.