Specifically, an increased Charlson index, lower BMI, reduced C-peptide levels, decreased TG, elevated HbA1c, elevated creatinine levels, and insulin use were linked to a higher risk of hypoglycemia. The gene discussed is INS; the disease is Hypoglycemia.