Exposure assessment of hazardous volatile organic compounds (VOCs) requires accurate quantification of internal dose when establishing limits or identifying significant differences within and among populations. Even though accurate internal dose can be directly measured in blood, it is not always practical or possible to collect a suitable blood specimen. This work studies the relationship between blood and urine levels for certain smoke biomarkers (e.g., tobacco, marijuana) measured in self-reported cigarette smokers. Urine and blood specimens were collected as matched pairs from individuals at the same time. We used our latest specimen collection and VOC analysis protocols to minimize sample collection, handling, and analysis biases. From these analyses, unmetabolized urine benzene, furan, 2,5-dimethylfuran, isobutyronitrile, and benzonitrile levels were found to trend with blood levels. In addition, we measured urine creatinine levels, which were found to be significantly associated with all blood analyte concentrations (