BiologybioRxiv

Ranked by formulaVerdict: Notable

Ecological and metabolic signatures of biofilm viromes across a national river surveillance network

Benthic biofilms are biogeochemical hotspots in rivers, yet their endogenous viral communities remain poorly resolved at national scales.

By Busi, Thorpe, Warren +2

Score████░░░░░░4.3

Key numbers

  • 93% of the vOTUs could
  • 8.3% of samples

Caveats

  • Preprint; not yet peer reviewed.

VerdictWorth a reader's time today.

Read the originalPDF

Abstract

Benthic biofilms are biogeochemical hotspots in rivers, yet their endogenous viral communities remain poorly resolved at national scales. We analysed 447 biofilm metagenomes from 146 sites within England's River Surveillance Network (RSN), sampled in spring and autumn from 2021 to 2023, integrating viral operational taxonomic units (vOTUs), water-quality gradients, predicted host associations and auxiliary metabolic genes (AMGs). We recovered 38,534 vOTUs, revealing extensive viral novelty, where 93% of the vOTUs could not be assigned to a known family. Viromes were dominated by Caudoviricetes and unclassified lineages and were extremely heterogeneous: no vOTU occurred in more than 8.3% of samples. Season, but not sampling year, structured virome composition (family-level PERMANOVA R2 = 0.050, p = 0.001; year p = 0.08), and within-site turnover between spring and autumn exceeded turnover between years. Bray-Curtis ordination linked virome structure weakly to pH, dissolved organic carbon, conductivity, nitrate-N and dissolved oxygen (envfit R2 [≤] 0.066), while threshold indicator taxa analysis (TITAN) identified vOTUs with abrupt change points along alkalinity, dissolved oxygen, nitrate-N and temperature gradients. Predicted host associations were concentrated in Pseudomonodota, Cyanobacteriota and Bacteroidota, with Microcoleus, Chamaesiphon and Flavobacterium among the dominant host genera. Virus-host networks were modular, and module abundances correlated with water quality variables (dissolved oxygen, pH, nitrate etc.), suggesting that environmental filtering acts partly through host ecology. Predicted virus-host associations formed a sparse network organised around a few highly connected viral lineages. Functional profiling showed that the biofilm virome was dominated by nucleotide metabolism, DNA methylation, phosphate-stress, glycan-modification and photosynthesis-related AMGs, with nrdA/nrdB ribonucleotide reductase as the dominant AMG signal. Few vOTUs (1.2%) were detected as proviruses, although provirus fractions were higher in selected host-linked lineages. Collectively, these results show that river biofilm viromes are seasonally structured ecological communities whose composition, host associations and metabolic potential reflect the physicochemical and biological state of rivers. We propose that biofilm viromes provide a complementary layer of information for understanding river health, microbial ecology and the propagation of anthropogenic pressures in freshwater systems.

S. B. Busi, A. C. Thorpe, J. Warren, K. Walsh, D. S. Read

The editor's rubric

Heuristic review

Leverage3 / 5
A method or resource many groups across the field will adopt within a year.
24% of this desk’s rubric
Magnitude3 / 5
Large gain: roughly 2x, or a clear new state of the art on a hard, unsaturated problem.
16% of this desk’s rubric
Evidence3 / 5
Solid: multiple benchmarks or cohorts, ablations, fair baselines, released code or data.
20% of this desk’s rubric
Novelty2 / 5
A new combination of known ideas.
20% of this desk’s rubric
Trajectory3 / 5
A clear path to scale.
10% of this desk’s rubric
Stakes2 / 5
Benefits a professional community (practitioners, clinicians, engineers).
10% of this desk’s rubric

Editor’s rationale

Heuristic triage from title and abstract text only, not a reading of the paper. Cues found: method (we propose); breadth (many tasks); gains (outperforms); design (multicenter); verification (p-value); scale (scalable).

How the score was computed

rank-2026-10-18

Score████░░░░░░4.3

Score = 10 × (75% × adjusted merit / 10 + 15% × attention + 10% × freshness)

Desks place stronger verdicts first, then use this score to order work within the same verdict.

Merit
5.4 / 10
Weighted rubric, evidence-gated.
Adjusted merit
4.6 / 10
Shrunk toward the desk prior by editor confidence (42%).
Attention
0%
Citations, upvotes, points, mentions.
Freshness
88%
Half-life decay since publication.

No attention signals recorded yet.

The record

  • Reviewed by heuristic-v10 on Oct 27, 2026, 05:48 UTC. Paper type: method.
  • Categories: microbiology
  • TOP, No.6 in the Biology edition of October 27, 2026.