Elevated levels of IL-1β in gingival crevicular fluid and saliva are strongly associated with increased periodontal disease severity, particularly in diabetic individuals, where hyperglycemia further enhances its production, prolonging inflammatory activity. The gene discussed is IL1B; the disease is Hyperglycemia.