This issue presents research on multimodal artificial intelligence systems. It includes work on vision-language models, graph neural networks, and cross-modal learning. Applications in personalized medicine and disease prediction are discussed. The issue also highlights challenges in scalability, data integration, and ethics, showing how advanced AI models can improve complex healthcare systems.