A multi-platform metabolomics approach identifies novel biomarkers associated with bacterial diversity in the human vagina

TL;DR

This study uses untargeted metabolomics to identify novel vaginal biomarkers linked to bacterial diversity and BV, improving diagnostic accuracy and understanding of microbiota-metabolite relationships.

Contribution

It introduces a multi-platform metabolomics approach to discover new biomarkers for BV and links specific metabolites to bacterial diversity and Gardnerella vaginalis.

Findings

Metabolites like 2-hydroxyisovalerate and GHB are associated with high bacterial diversity and BV.

Lactate and amino acids characterize low diversity and lactobacilli dominance.

Predicted BV with 91% accuracy in a validation cohort.

Abstract

Bacterial vaginosis (BV) increases transmission of HIV, enhances the risk of preterm labour, and its associated malodour impacts the quality of life for many women. Clinical diagnosis primarily relies on microscopy to presumptively detect a loss of lactobacilli and acquisition of anaerobes. This diagnostic does not reflect the microbiota composition accurately as lactobacilli can assume different morphotypes, and assigning BV associated morphotypes to specific organisms is challenging. Using an untargeted metabolomics approach we identify novel biomarkers for BV in a cohort of 131 Rwandan women, and demonstrate that metabolic products in the vagina are strongly associated with bacterial diversity. Metabolites associated with high diversity and clinical BV include 2-hydroxyisovalerate and gamma-hydroxybutyrate (GHB), but not the anaerobic end-product succinate. Low diversity, and high relative abundance of lactobacilli, is characterized by lactate and amino acids. Biomarkers associated with diversity and BV are independent of pregnancy status, and were validated in a blinded replication cohort from Tanzania (n=45), in which we predicted clinical BV with 91% accuracy. Correlations between the metabolome and microbiota identified Gardnerella vaginalis as a putative producer of GHB, and we demonstrate production by this species in vitro. This work provides a deeper understanding of the relationship between the vaginal microbiota and biomarkers of vaginal health and dysbiosis.