This paper presents a novel framework for securing personal health records (PHRs) in cloud computing, employing an enhanced attribute-based encryption (ABE) model to reduce key management complexity and improve privacy. The framework enables secure access through public and personal access models, dividing users into public and personal domains for better control. It addresses challenges related to multiple data owners and offers a dynamic policy management model to ensure both security and efficient sharing of medical records.