We summarize KIF4A’s expression and functions across more than 30 malignant tumors and multiple non-neoplastic conditions—including neurodevelopmental disorders, autoimmune diseases, viral infections, fibrotic diseases, and congenital anomalies—highlighting shared molecular themes and disease-specific distinctions. This evidence concerns the gene KIF4A and viral infectious disease.