Abstract Objective Cervical cancer is a leading cause of cancer-related deaths in women worldwide, leading to over 340,000 deaths in 2022. The majority of cervical cancers are caused by the persistent infection of high-risk human papillomavirus (HPV). In the United States, Hispanic women are at increased risk of cervical cancer development and are more likely to die of the disease in certain geographical locations. Furthermore, prior research implicated an association between the vaginal microbiota and the risk of HPV infection and cervical dysplasia. This descriptive study aims to explore the vaginal microbiome profiles of Hispanic or Latino women at risk for HPV-induced cervical dysplasia or with cervical dysplasia residing in Houston and in Puerto Rico. MethodsCervical swab samples were collected from Hispanic patients in Houston IRB 2019-1059 (N = 93) and Puerto Rico IRB 1050411 (N = 118) during routine clinical visits on a prospective collection protocol. Swabs were acquired at the patient’s initial visit and subjected to 16S V4 rRNA gene sequencing for microbiome profiling. Through HPV genotyping via PCR, patients were categorized into three groups: having HPV 16, other high-risk HPV types (18, 31, 33, 35, 39, 45, 51, 52, 56, 58, 59, 66, and 68), and “other”, comprised of low-risk HPV types, HPV negative, or unknown HPV status. Alpha and beta diversity were assessed using QIIME2. Microbiome composition was evaluated across different locations, HPV status, and disease status, followed by exploring alpha diversity between locations and disease status. The taxa species classification was performed using a custom classifier trained via a cervicovaginal-specific database. Samples were assigned to vaginal community state types (CSTs) using VALENCIA. Results Within the study cohort, 72% (N = 152) were classified as high-risk normal, and 28% (N = 59) had cervical dysplasia. HPV 16 was detected in 12% (N = 26), other high-risk HPV types in 33% (N = 70), while 55% (N = 115) of patients were classified as “other”. At the species level, the vaginal microbiota is dominated by Lactobacillus crispatus, Lactobacillus iners, and Trichomonas vaginalis as the top three abundant, regardless of the patient’s location, HPV status, and disease status. Alpha diversity between locations was 2.2 (1.4) for Houston and 1.6 (1.3) for Puerto Rico, as demonstrated by the Shannon Diversity Index. Alpha diversity was also observed between disease status, with a mean Shannon Diversity Index of 1.9 (1.4) for high-risk normal and 1.9 (1.1) for cervical dysplasia. The top three vaginal community state types were IV-B (32%), I (27%), and III (23%) for Houston, while the top three for Puerto Rico were III (34%), IV-B (31%), and I (21%). Conclusion The study examines the vaginal microbiome profiles of Hispanic women in Houston and Puerto Rico who are at risk for HPV-induced cervical dysplasia or already have cervical dysplasia. These findings provide insights into the vaginal microbiome composition, which plays a crucial role in cervical cancer development. Citation Format: D'Shaunique Walters, Molly El Alam, Timothy Harris, Tatiana Cisneros, Nadim Ajami, Jagannadha Sastry, Josefina Romaguera, Filipa Godoy-Vitorino, Stephanie Dorta-Estremera, Ann Klopp, Lauren Colbert. Descriptive study of the vaginal microbiome in Hispanic populations in Houston and Puerto Rico with high-risk normal and cervical dysplasia [abstract]. In: Proceedings of the 17th AACR Conference on the Science of Cancer Health Disparities in Racial/Ethnic Minorities and the Medically Underserved; 2024 Sep 21-24; Los Angeles, CA. Philadelphia (PA): AACR; Cancer Epidemiol Biomarkers Prev 2024;33(9 Suppl):Abstract nr C082.