bioRxivBioinformaticsPreprint
The human gut virome is a non-redundant and clinically informative component of the microbiome
Yiyan YangiD, Dan HuangiD, Joshua R. KorzenikiD, Scott T. WeissiD, Yang‐Yu LiuiD, Zheng SuniD
Abstract
The gut virome represents a vast reservoir of genetic diversity with profound implications for human health, yet it remains the "dark matter" of the microbiome due to the staggering complexity of reproducible viral profiling. It remains fundamentally contested whether biologically informative virome signals can be robustly recovered from routine whole-metagenome sequencing (WMS), and to what extent these signals offer ecological insights independent of the bacteriome. Here we present VIP2B, a framework that leverages Type IIB restriction tags to extract multifaceted viral features (encompassing taxonomy, coverage, function, and phenotype) directly from bulk WMS data. Through extensive benchmarking across incomplete references, unseen genomes, and high bacterial or host background, we demonstrate that VIP2B achieved high precision and robust taxonomic concordance. By applying VIP2B to paired bulk and virus-like particle (VLP)-enriched datasets, we reveal a species-level overlap far greater than previously recognized, proving that standard bulk metagenomes contain a wealth of recoverable viral information. Analysis of 20 clinical cohorts demonstrates that coverage-, function-, and phenotype-resolved viral features consistently identify disease-associated signatures that escape taxonomic analysis alone, significantly improving diagnostic models over bacteriome-only approaches. Finally, we define two distinct gut virome community states at the population scale (n=6,090), characterized by divergent diversity profiles and health associations. Our findings establish the gut virome as a non-redundant, clinically actionable component of the human holobiont and provide the methodology necessary to transition microbiome research toward a truly multi-kingdom framework.
- organism: human
- assay: metagenomics
- research focus: benchmarking
- research focus: differential expression
- research focus: database / resource
- research focus: software / tool
- approach: statistical model
- Citations
- 0
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
- Cataloguing and profiling of the gut virome in Chinese populations uncover extensive viral signatures across common diseases
- The human gut virome database
Ann Gregory, Olivier Zablocki, … Matthew B. Sullivan·bioRxiv·Jul 2, 2019
- The Aggregated Gut Viral Catalogue (AVrC): A Unified Resource for Exploring the Viral Diversity of the Human Gut
Anastasia Galperina, Gabriele Andrea Lugli, … Alise Jany Ponsero·PLoS Computational BiologyPeer-reviewed·May 2, 2025
- Discovering and exploring the hidden diversity of human gut viruses using highly enriched virome samples
M. Zolfo, A. Silverj, … N. Segata·bioRxiv·Feb 19, 2024
- Genome binning of viral entities from bulk metagenomics data
Joachim Johansen, Damian Rafal Plichta, … Simon Rasmussen·Nature CommunicationsPeer-reviewed·Feb 18, 2022
- Viromes vs. mixed community metagenomes: choice of method dictates interpretation of viral community ecology
J. C. Kosmopoulos, K. M. Klier, … K. Anantharaman·bioRxiv·Oct 15, 2023