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With the rapid advancement of molecular pathology and the explosion of genomic data, our understanding of neoplasms continues to evolve. In this review, we introduce three recently classified mesenchymal neoplasms whose categorization was refined based on their underlying molecular genetic profiles. These entities were recently highlighted by the senior author at the United States and Canadian Academy of Pathology (USCAP) Long Course. To underscore the importance of their proper recognition, this review was prepared to reach a broader audience. Recognition of these tumors is particularly important because their mimickers often have markedly disparate prognoses and management strategies, making accurate diagnosis critical. The three entities discussed here are: (1) SRF-rearranged myoid neoplasm (formerly cellular myofibroma), (2) superficial CD34-positive fibroblastic tumor, and (3) kinase-altered spindle cell neoplasms. This review aims to highlight the key clinicopathologic features of these tumors to facilitate accurate diagnosis, discuss ancillary studies that assist in navigating the differential diagnoses, and outline strategies to avoid common diagnostic pitfalls. Finally, we emphasize when molecular characterization may be necessary to guide diagnosis and support appropriate clinical management.