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Carotid body tumor (CBT) is a rare neck tumor located at the adventitia of the common carotid artery bifurcation. The prominent pathological features of CBT are high vascularization and abnormal proliferation. However, single‐cell transcriptome analysis of the microenvironment composition and molecular complexity in CBT has yet to be performed. In this study, we performed single‐cell RNA sequencing (scRNA‐seq) analysis on human CBT to define the cells that contribute to hypervascularization and chronic hyperplasia. Unbiased clustering analysis of transcriptional profiles identified 16 distinct cell populations including endothelial cells (ECs), smooth muscle cells (SMCs), neuron cells, macrophage cells, neutrophil cells, and T cells. Within the ECs population, we defined subsets with angiogenic capacity plus clear signs of later endothelial progenitor cells (EPCs) to normal ECs. Two populations of macrophages were detectable in CBT, macrophage1 showed enrichment in hypoxia‐inducible factor‐1 (HIF‐1) and as well as an early EPCs cell‐like population expressing CD14 and vascular endothelial growth factor. In addition to HIF‐1‐related transcriptional protein expression, macrophages1 also display a neovasculogenesis‐promoting phenotype. SMCs included three populations showing platelet‐derived growth factor receptor beta and vimentin expression, indicative of a cancer‐associated fibroblast phenotype. Finally, we identified three types of neuronal cells, including chief cells and sustentacular cells, and elucidated their distinct roles in the pathogenesis of CBT and abnormal proliferation of tumors. Overall, our study provided the first comprehensive characterization of the transcriptional landscape of CBT at scRNA‐seq profiles, providing novel insights into the mechanisms underlying its formation. [ABSTRACT FROM AUTHOR]