WDTC and medullary thyroid cancer were most similar to PAH in epidemiology; gastrointestinal stromal tumor was most similar in clinical and HCRU characteristics, and anaplastic lymphoma kinase-positive (ALK+) non-small-cell lung cancer and renal cell carcinoma were most similar in therapeutic landscape. The gene discussed is ALK; the disease is medullary thyroid gland carcinoma.