AUTHOR=Lawore Damilola C. , Jena Smrutiti , Berard Alicia R. , Birse Kenzie , Lamont Alana , Mackelprang Romel D. , Noel-Romas Laura , Perner Michelle , Hou Xuanlin , Irungu Elizabeth , Mugo Nelly , Knodel Samantha , Muwonge Timothy R. , Katabira Elly , Hughes Sean M. , Levy Claire , Calienes Fernanda L. , Hladik Florian , Lingappa Jairam R. , Burgener Adam D. , Green Leopold N. , Brubaker Douglas K. TITLE=Computational microbiome pharmacology analysis elucidates the anti-cancer potential of vaginal microbes and metabolites JOURNAL=Frontiers in Microbiology VOLUME=Volume 16 - 2025 YEAR=2025 URL=https://www.frontiersin.org/journals/microbiology/articles/10.3389/fmicb.2025.1602217 DOI=10.3389/fmicb.2025.1602217 ISSN=1664-302X ABSTRACT=The vaginal microbiome's role in risk, progression, and treatment of female cancers has been widely explored. Yet, there remains a need to develop methods to understand the interaction of microbiome factors with host cells and to characterize their potential therapeutic functions. To address this challenge, we developed a systems biology framework we term the Pharmacobiome for microbiome pharmacology analysis. The Pharmacobiome framework evaluates similarities between microbes, microbial byproducts, and known drugs based on their impact on host transcriptomic cellular signatures. Here, we apply our framework to characterization of the Anti-Gynecologic Cancer Vaginal Pharmacobiome. Using published vaginal microbiome multi-omics data from the Partners PrEP clinical trial, we constructed vaginal epithelial gene signatures associated with each profiled vaginal microbe and metabolite. We compared these microbiome-associated host gene signatures to post-drug perturbation host gene signatures related to 35 FDA-approved anti-cancer drugs from the Library of Integrated Network-based Cellular Signatures database to identify vaginal microbes and metabolites with high statistical and functional similarity to these drugs. We found that select lactobacilli particularly L. crispatus and their metabolites, such as taurine, can regulate host gene expression in ways similar to certain anti-cancer drugs. Additionally, we experimentally tested our model prediction that taurine, a metabolite produced by L. crispatus, kills cancerous breast and endometrial cancer cells. Our study shows that the Pharmacobiome is a robust framework for characterizing the anti-cancer therapeutic potential of vaginal microbiome factors with generalizability to other cancers, microbiomes, and diseases.