Nature CommunicationsBioinformaticsPeer-reviewed journal article
A Novel Index for Predicting Health Status Using Species-level Gut Microbiome Profiling
Vinod Kumar GuptaiD, Minsuk KimiD, Utpal BakshiiD, Kevin Y. CunninghamiD, John M. DavisiD, Konstantinos N. LazaridisiD, Heidi NelsoniD, Nicholas ChiaiD, Jaeyun SungiD
Abstract
The development of a biologically-interpretable and robust metric that provides clear insight into the general health status (i.e. healthy or non-healthy) of ones gut microbiome remains an important target in human microbiome research. We introduce the Gut Microbiome Health Index (GMHI), a mathematical formula that determines the degree to which a gut microbiome profile reflects good or adverse health. GMHI was formulated based on microbial species specific to healthy gut ecosystems. These species were identified through a multi-study, integrative analysis on 4,347 human stool metagenomes from 34 published studies across healthy and 12 different disease or abnormal bodyweight conditions. When demonstrated on our population-scale meta-dataset, GMHI is the most robust and consistent predictor of general health compared to -diversity indices commonly considered as markers for gut health. Validation of GMHI on 679 samples from 9 additional studies resulted in remarkable reproducibility in distinguishing healthy and non-healthy groups. Our findings suggest that gut taxonomic signatures can indeed serve as robust predictors of general health, and highlight the importance of how data sharing efforts can provide broadly-applicable novel discoveries.
- Citations
- 337
- FWCI
- 9.97
- Field percentile
- top 1%
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Gut Microbiome Wellness Index 2 for Enhanced Health Status Prediction from Gut Microbiome Taxonomic Profiles
Daniel Chang, Vinod Kumar Gupta, … Jaeyun Sung·bioRxiv·Sep 30, 2023
- GMHI-webtool: a user-friendly browser application for assessing health through metagenomic gut microbiome profiling
Daniel Chang, Vinod Kumar Gupta, … Jaeyun Sung·bioRxiv·Jun 30, 2022
- Healthy microbiome - moving towards functional interpretation
Kinga Zielińska, Klas I. Udekwu, … Paweł P. Łabaj·GigaSciencePeer-reviewed·Jan 1, 2025
- A Metagenomic Meta-Analysis Reveals Functional Signatures of Health and Disease in the Human Gut Microbiome
Courtney R. Armour, Stephen Nayfach, … Thomas J. Sharpton·mSystemsPeer-reviewed·May 13, 2019
- BiomeGPT: A foundation model for the human gut microbiome
Nicholas A. Medearis, Siyao Zhu, Ali R. Zomorrodi·bioRxiv·Jan 5, 2026
- Towards a Health-Associated Core Keystone (HACK) index for the human gut microbiome
Abhishek Goel, Omprakash Shete, … Tarini Shankar Ghosh·Cell ReportsPeer-reviewed·Mar 1, 2025