Preeclampsia (PE) is a serious obstetric complication, in which trophoblast cell invasion and migration contribute to placental inflammation. In line with the discovery that mRNA prostaglandin endoperoxide synthase 2 (PTGS2) participates in the inflammatory responses in various disorders, our study aims to explore the role of PTGS2 in trophoblast invasion and further in inflammatory response in PE, ultimately providing new therapeutic targets. Bioinformatics analysis was exploited to examine PTGS2 expression in GSE40182 and find inflammatory response-relevant genes in downstream targets of PTGS2. HTR-8/SVneo cells were treated with lipopolysaccharide (LPS) and transfected with short hairpin RNA against PTGS2 (shPTGS2). Quantitative real-time polymerase chain reaction (qRT-PCR), Western blotting, and immunofluorence assays were performed to quantify the expressions of PTGS2 and involved genes (matrix metallopeptidase 2 (MMP-2), tissue inhibitors of metalloproteinase-2 (TIMP-2), p65, p-p65, IκB-α, p-IκB-α, PTGIS, CAV1, AGTR1). The migration and invasion of trophoblasts were detected through wound healing and Transwell assays. We screened out PTGS2 from GSE40182 dataset. LPS promoted cell migration and invasion, the expressions of PTGS2 and MMP-2, and reduced the expression of TIMP-2, while PTGS2 knockdown reversed all above effects of LPS. Activation of nuclear factor kappa-B (NF-κB) pathway was reinforced by LPS which also upregulated CAV1 and AGTR1 levels, and downregulated PTGIS level. Also, the effects of LPS were offset by PTGS2 knockdown. Altogether, PTGS2 silencing reverses the promoting effect of LPS on trophoblast invasion and inflammation in PE, making a breakthrough in the research regarding molecular mechanism of PE.