These medications can cause kidney damage through various mechanisms. NSAIDs reduce blood flow to the kidneys, aminoglycosides can cause direct tubular toxicity, and vancomycin can lead to oxidative stress and inflammation. Each of these mechanisms disrupts normal kidney function and can lead to acute kidney injury (AKI).