Finally, although this study identified causal relationships between immune cell phenotypes and thymic tumors, it did not explore the underlying biological mechanisms that drive these associations (e.g., the role of transitional B cells or CD80+ DCs), which future studies should prioritize to confirm these associations. Here, CD80 is linked to thymus neoplasm.