Fusion genes can contribute to cancer in several ways. They may encode proteins with enhanced or novel functions that drive uncontrolled cell proliferation, inhibit apoptosis, or alter cellular differentiation. The presence of a fusion gene can disrupt normal cellular signaling pathways, contributing to the malignancy of cancer cells.