In conclusion, this study exhibits that the upregulated expression of LCN2, PTGES, and GDF15 might mediate sebocytes apoptosis and thus decreased sebum production; while CCL2 originated from activated TNF signaling pathway and S100A7 could be related with “acne-flare” using isotretinoin for 1 week. Here, PTGES is linked to acne.