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Objective: Amniotic mesenchymal stromal cells (AMSCs) can be obtained from the mesoderm of human amniotic membrane. AMSCs derived from term baby show increased expression of genes associated with apoptosis and senescence. The objective of this study was to examine gene expression profiles of AMSCs derived from preterm (preterm AMSCs) and term labors (term AMSCs) and analyze common and different mechanisms. Materials and methods: We isolated and cultured AMSCs from 43 placentas: 27 from term labor and 16 from preterm labor. Microarray analysis and gene network analysis were performed to compare gene expression profile (GEP) of preterm (n = 6) with term AMSCs (n = 10). Senescence-associated gene (CDKN2A and CDKN2B) expression was also measured by reverse transcription quantitative PCR. Results: GEP demonstrated that preterm AMSCs showed upregulation of nicotinamide adenine dinucleotide biosynthetic process and downregulation of extracellular matrix, cholesterol import and transport, lipid storage, and maintenance of location. CDKN2A and CDKN2B genes showed similar expression levels between term and preterm AMSCs. CDKN2A gene expression was correlated with CDKN2B expression and population doubling time. Compared to term AMSCs, preterm AMSCs showed significantly different expression of genes associated with inflammatory response which could be one of the major players in labor events. Conclusion: Increased CDKN2A expression in AMSCs is associated with placental membrane aging which participates in both preterm and term labor. To the best of our knowledge, this is the first report to demonstrate the association of AMSCs with labor.