eLifeGenomicsPeer-reviewed journal article
A Genome-Phenome Association study in native microbiomes identifies a mechanism for cytosine modification in DNA and RNA
Weiwei YangiD, Yu-Cheng Lin, William Johnson, Nan DaiiD, Romualdas Vaisvila, Peter WeigeleiD, Yan-Jiun Lee, Ivan R. CorrêaiD, Ira SchildkrautiD, Laurence M. EttwilleriD
Abstract
Shotgun metagenomic sequencing is a powerful approach to study microbiomes in an unbiased manner and of increasing relevance for identifying novel enzymatic functions. However, the potential of metagenomics to relate from microbiome composition to function has thus far been underutilized. Here, we introduce the Metagenomics Genome-Phenome Association (MetaGPA) study framework, which allows to link genetic information in metagenomes with a dedicated functional phenotype. We applied MetaGPA to identify enzymes associated with cytosine modifications in environmental samples. From the 2365 genes that met our significance criteria, we confirm known pathways for cytosine modifications and proposed novel cytosine-modifying mechanisms. Specifically, we characterized and identified a novel nucleic acid modifying enzyme, 5-hydroxymethylcytosine carbamoyltransferase, that catalyzes the formation of a previously unknown cytosine modification, 5-carbamoyloxymethylcytosine, in DNA and RNA. Our work introduces MetaGPA as a novel and versatile tool for advancing functional metagenomics.
- assay: metagenomics
- research focus: gene regulatory network inference
- research focus: database / resource
- research focus: benchmarking
- approach: statistical model
- Citations
- 10
- FWCI
- 0.47
- Field percentile
- top 44%
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
- The discovery of 5mC-selective deaminases and their application to ultra-sensitive direct sequencing of methylated sites at base resolution.
Weiwei Yang, Yan‐Jiun Lee, … Laurence M. Ettwiller·Molecular CellPeer-reviewed·Apr 16, 2026
- Virus-encoded glycosyltransferases hypermodify DNA with diverse glycans
J. D. Pyle, S. R. Lund, … L. Saleh·Cell ReportsPeer-reviewed·Aug 1, 2024
- Identification, expression, and purification of DNA cytosine 5-methyltransferases with short recognition sequences
- Metagenomic strain-resolved DNA modification patterns link extrachromosomal genetic elements to host strains
Shuai Wang, Allison K. Guitor, … Rohan Sachdeva·bioRxiv·Mar 28, 2026
- Diverse DNA modification in marine prokaryotic and viral communities
S. Hiraoka, T. Sumida, … T. Nunoura·bioRxiv·May 8, 2021
- Sequence-based Functional Metagenomics Reveals Novel Natural Diversity of Functioning CopA in Environmental Microbiomes