PPARG and major depressive disorder: Furthermore, the correlation between the pre-treatment expression levels of TNIP1 and its transcription factors with the degree of depression improvement indicated that lower pre-treatment levels of PPAR-γ were associated with better therapeutic outcomes in alleviating depression.