The results revealed the co-localization of KMO within CD68-positive macrophages, consistent with the findings derived from our study utilizing WGCNA, machine learning, and immune cell infiltration analysis on a publicly available dataset of human carotid atherosclerosis. This evidence concerns the gene KMO and carotid atherosclerosis.