Based on microarray datasets GSE10432, GSE10433, and GSE11792, upregulated expression of LCN2, PTGES, and GDF15 might mediate sebocytes apoptosis; CCL2 and S100A7 could be related with “acne-flare” using isotretinoin for 1 week. Here, GDF15 is linked to acne.