Researchers are exploring various frameworks and systems to manage medical data securely, incorporating technologies such as blockchain, artificial intelligence, and federated learning. These approaches aim to preserve patient privacy and enable secure data exchange, with some proposals focusing on cloud environments and others on post-quantum security. Different architectures and platforms, including those using layer-2 ZK-rollups and smart contracts, are being developed to achieve secure and interoperable healthcare data management.