For SECTM1, CA3, THAP4, and SLC26A7, the spline-based interaction terms were not statistically significant (p>0.11), suggesting that they showed relatively constant performance of predicting ALS risk over the 30-year follow-up period supporting their long-term predictive potential. The gene discussed is THAP4; the disease is amyotrophic lateral sclerosis.