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Carrot is a major source of provitamin A in a human diet. Two of the most important traits for carrot breeding are carotenoid contents and root color. To examine genomic regions related to these traits and develop DNA markers for carrot breeding, we performed an association analysis based on a general liner model using genome-wide single nucleotide polymorphism (SNPs) in two F2 populations, both derived from crosses of orange root carrots bred in Japan. The analysis revealed 21 significant quantitative trait loci (QTLs). To validate the detection of the QTLs, we also performed a QTL analysis based on a composite interval mapping of these populations and detected 32 QTLs. Eleven of the QTLs were detected by both the association and QTL analyses. The physical position of some QTLs suggested two possible candidate genes, an Orange (Or) gene for visual color evaluation, and the α- and β-carotene contents and a chromoplast-specific lycopene β-cyclase (CYC-B) gene for the β/α carotene ratio. A KASP marker developed on the Or distinguished a quantitative color difference in a different, related breeding line. The detected QTLs and the DNA marker will contribute to carrot breeding and the understanding of carotenoid biosynthesis and accumulation in orange carrots. [ABSTRACT FROM AUTHOR]