Further correlation analysis between HLA-DQA1 and the gene sets linked to the top 10 key biological pathways revealed that CD27 stood out as the only gene showing both a strong correlation with HLA-DQA1 and consistent expression patterns across hypothyroidism and cirrhosis (Fig 5B). The gene discussed is CD27; the disease is hypothyroidism.