HDFS is designed to store large files across multiple machines. It breaks down files into smaller blocks and distributes them across a cluster of commodity hardware. Each file block is replicated across multiple nodes to ensure fault tolerance. The NameNode manages the metadata and the DataNodes store the actual data. This distributed nature of HDFS ensures high availability and reliability, which is critical for cancer research where data integrity is paramount.