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Cluster annotation was performed by examining the top differentially expressed genes (FindAllMarkers function) and the enrichment of canonical lineage markers, including EPCAM (epithelial), PTPRC (immune), CD3D/E (T cells), CD19/MS4A1/CD79A (B cells), and COL1A1/COL1A2 (fibroblasts)

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