Merkel cell carcinoma (MCC) is an aggressive neuroendocrine skin cancer characterized by high invasiveness, early metastases, and high mortality. Because of the lack of suitable animal models, most functional studies are performed using cell lines, some of which lack classical neuroendocrine growth characteristics. Here, we scrutinized the molecular characteristics of classical MCC and variant MCC cell lines by differential gene expression and the respective epigenetic regulation by microRNAs and DNA methylation. Cutaneous squamous cell carcinoma cell lines were used for comparison. The most striking observation was a lower expression of epithelial-mesenchymal transition–related genes in classical MCCs, which was accompanied by higher expression of the epithelial-mesenchymal transition–regulating microRNA clusters miR-200c-141 and miR-183-96-182 and hypomethylation of the respective microRNA loci. Experimental expression of the MCC lineage factor ATOH1 in variant MCCs resulted in an increased expression of miR-200c-141 paralleled by a reduction of genes associated with epithelial-mesenchymal transition, thus demonstrating a connection between neuroendocrine characteristics and the lack of epithelial-mesenchymal transition. Together, our observations not only reinforce concerns about the use of variant MCCs as proper MCC representatives, but also suggest variant MCCs as cells locked in an intermediate state between neuroendocrine and epithelial differentiation.