In our study, the holistic approach, i.e., beyond single-group comparisons, revealed that the sex factor significantly influences the effect of diabetes on the expression of the acute phase protein SAA, the profibrotic transcription factor Snail1, and the TGF-β1/BMP7 ratio. Here, BMP7 is linked to diabetes mellitus.