The “active component–target–disease” network further demonstrated these essential oil components’ potential efficacy against pain, tumors, neuropsychiatric diseases, eye diseases, and respiratory diseases, which were highly related to PPARA, GABRA1, PTGS2, and SLC6A2. This evidence concerns the gene PTGS2 and eye disorder.