Abstract Background: Despite availability of effective vaccines and screening, cervical cancer claimed 4,280 lives in 2022. We explored the spatial distribution of high-risk human papillomavirus (“HR-HPV”) infection across 23 Chicago Community Areas (CCAs) served by the University of Illinois Health Network (UI Health). Using a modified Warnecke et al Health Disparity Outcomes (HDO) model, we hypothesized that CCAs with higher rates of structural violence, the social, economic, and political systems exposing populations to risks and vulnerabilities, would correlate with increased HR-HPV. Methods: Electronic medical records of patients receiving routine cervical cancer screening between January 1, 2015 and December 31, 2019 were reviewed. As per the 2014 ACS guidelines. HR-HPV test results were captured as HR-HPV positive, HR-HPV-16, HR-HPV-18 and non-16/18 HR-HPV, the latter consisting of 12 HR-HPV subtypes. Structural violence variables were used from Chicago Health Atlas (2015-2019) with percent poverty, hardship index score, easy access to fruit and vegetables, routine checkup, homicide, and primary care provider across CCAS. Univariate Poisson regression was used to compare the associations between selected structural violence factors and HR-HPV prevalence. Univariate multinomial logistic regression evaluated associations between structural violence indicators and HR-HPV subtypes Global p-values were obtained using ANOVA at 0.05 significance. Results: 8,566 women met inclusion criteria out of 13,466 total women. 75% were Black or Hispanic. Overall prevalence of cervical HR-HPV infection was 20.3% (n=1,737), ranging from 8.7% to 27.2% across CCAs. Median age for women was 36. Percent with primary care provider was negatively associated with HPV infection (IRR = 0.99 with 95% CI (0.98, 1.00), adjusted p-value=0.023), indicating women living in CCAs with higher rates of primary care provider were less likely to have HR-HPV. Easy access to fruit and vegetables (adjusted p-value = 0.007) and percent with primary care provider (adjusted p-value = 0.009) were significantly associated with HR-HPV subtypes. Women living in CCAs with easy access to fruit and vegetables (OR = 0.99, with 95% CI (0.98,0.99)) as well as those with higher rates of primary care provider (OR = 0.98, with 95% CI (0.97,0.99)) were less likely to have non-16/18 HR-HPV. Conclusion: HR-HPV is the most common sexually transmitted infection, and most women clear the infection naturally. As the origin of 99% of cervical cancer, understanding the reasons HR-HPV persists and progresses to cancer among certain individuals and groups is critical. Novel interventions like increasing access to fruit and vegetables could compliment widely available and effective vaccines. Citation Format: Gelila Goba, Jiehuan Sun, Quetzal Class, Joel Schwartz, Sage Kim, Karriem Watson, Lisa Tussing-Hummphreys, Yamile Molina, Shannon MacLaughlan, Ziqiao Xu, Benjamin Aldred, Subhash Kumar Kolar Rajanna, Tamika Alexander, Anna-Barbara Moscicki. Spatial distribution of high-risk human papillomavirus (HR-HPV) across 23 Chicago community areas and correlates [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2024; Part 1 (Regular Abstracts); 2024 Apr 5-10; San Diego, CA. Philadelphia (PA): AACR; Cancer Res 2024;84(6_Suppl):Abstract nr 2142.