LASSO regression identified six variables with non-zero coefficients as significant predictors of depression: completion of 9 years of compulsory education, sleep disorders, anxiety, CRP levels, ALSFRS-R total scores, and SIRI values (Figures 2A,B). The gene discussed is CRP; the disease is depressive disorder.