Network toxicology analysis indicated a low risk of these carboxylic acid compounds inducing skin inflammation, with certain compounds (e.g., 3-phenyllactic acid) potentially exerting positive effects on MMP9 and PPARγ. Here, PPARG is linked to dermatitis.