This study aims to investigate the association between plasma volatile organic compounds (VOCs) and oxidative balance scores (OBS) as potential biomarkers for cardiovascular disease (CVD) risk in patients with substance use disorder (SUD). Using data from the National Center for Health Statistics (2000-2024) involving 101,316 participants, we will calculate OBS and examine the correlations between OBS and plasma VOC levels in individuals with and without SUD, as well as in patients with and without CVD. Our hypothesis is that substance use increases VOC exposure, disrupts oxidative balance, and elevates CVD risk. Additionally, we will explore the clinical significance of VOCs in relation to oxidative damage biomarkers and their impact on CVD risk in SUD patients. Utilizing plasma samples from 800 patients at our Center for Cardiovascular Diseases and Sciences, we will identify SUD cases and controls, measure oxidative damage biomarkers (8-hydroxy-2'-deoxyguanosine (8-OHdG) and protein carbonyls), and quantify VOC levels and oxidative stress biomarkers in plasma. We hypothesize that SUD increases VOC levels, induces oxidative stress, and contributes to CVD risk. This research will create a comprehensive data repository and generate preliminary data to support an R01 grant proposal. By leveraging epidemiological data and clinical data, we aim to establish a centralized database for managing information on plasma VOC levels, oxidative balance scores, oxidative stress biomarkers, and CVD risk in SUD patients. The preliminary data will highlight a novel approach linking VOC exposure, oxidative stress, and CVD risk, emphasizing the public health implications and potential for identifying new biomarkers and therapeutic targets. This work aims to enhance our understanding of the interplay between environmental exposures, substance use, and cardiovascular health, ultimately guiding future research and intervention strategies.