Evidence map›Paper›PMID 40737086›Full record

ArticleNucleic acids research2025

SnoBIRD: a tool to identify C/D box snoRNAs and refine their annotation across all eukaryotes.

Étienne Fafard-Couture, Cédric Boulanger, Laurence Faucher-Giguère, Vanessa Sinagoga, Mélodie Berthoumieux, Jordan Hedjam, Virginie Marcel, Sébastien Durand, Mark A Bayfield, François Bachand and 3 more

Abstract read
In one paragraph

Article in Nucleic acids research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

5 citing papers in PubMed.

  1. Review
  2. Article
  3. SnoRNA Expression and RNA 2'-O-Methylation inbioRxiv : the preprint server for biology · 2026
    Article
  4. Copy number evolution of conserved noncoding RNA gene families across mammals.Mammalian genome : official journal of the International Mammalian Genome Society · 2026
    Article
  5. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

13 authors.

Étienne Fafard-CoutureDépartement de biochimie et de génomique fonctionnelle, Faculté de médecine et des sciences de la santé, Université de Sherbrooke, Sherbrooke, Québec J1E 4K8, Canada.
Cédric BoulangerDépartement de biochimie et de génomique fonctionnelle, Faculté de médecine et des sciences de la santé, Université de Sherbrooke, Sherbrooke, Québec J1E 4K8, Canada.
Laurence Faucher-GiguèreCentre de recherche du Centre hospitalier universitaire de Sherbrooke (CRCHUS), Sherbrooke, Québec J1H 5N3, Canada.
Vanessa SinagogaDepartment of Biology, Faculty of Science, York University, Toronto, ON M3J 1P3, Canada.
Mélodie BerthoumieuxCentre de recherche du Centre hospitalier universitaire de Sherbrooke (CRCHUS), Sherbrooke, Québec J1H 5N3, Canada.
Jordan HedjamRibosome, Traduction and Cancer team, Centre de Recherche en Cancérologie de Lyon, INSERM U1052, CNRS UMR 5286, Centre Léon Bérard, Université de Lyon, Université Claude Bernard Lyon 1, F-69000Lyon, France.
Virginie MarcelRibosome, Traduction and Cancer team, Centre de Recherche en Cancérologie de Lyon, INSERM U1052, CNRS UMR 5286, Centre Léon Bérard, Université de Lyon, Université Claude Bernard Lyon 1, F-69000Lyon, France.ORCID 0000-0002-9557-8221
Sébastien DurandRibosome, Traduction and Cancer team, Centre de Recherche en Cancérologie de Lyon, INSERM U1052, CNRS UMR 5286, Centre Léon Bérard, Université de Lyon, Université Claude Bernard Lyon 1, F-69000Lyon, France.
Mark A BayfieldDepartment of Biology, Faculty of Science, York University, Toronto, ON M3J 1P3, Canada.ORCID 0000-0002-8971-7598
François BachandDépartement de biochimie et de génomique fonctionnelle, Faculté de médecine et des sciences de la santé, Université de Sherbrooke, Sherbrooke, Québec J1E 4K8, Canada.
Sherif Abou ElelaCentre de recherche du Centre hospitalier universitaire de Sherbrooke (CRCHUS), Sherbrooke, Québec J1H 5N3, Canada.ORCID 0000-0002-0630-3294
Pierre-Étienne JacquesCentre de recherche du Centre hospitalier universitaire de Sherbrooke (CRCHUS), Sherbrooke, Québec J1H 5N3, Canada.ORCID 0000-0002-3961-294X
Michelle S ScottDépartement de biochimie et de génomique fonctionnelle, Faculté de médecine et des sciences de la santé, Université de Sherbrooke, Sherbrooke, Québec J1E 4K8, Canada.ORCID 0000-0001-6231-7714

Funding

Canada Research Chair in Bioinformatics of Noncoding RNAFonds de Recherche du Québec-Santé (FRQS)French Ministry of ResearchNSERC RGPIN-2018-05412NSERC RGPIN-2023-04172
6 · The paper itself

Abstract

Small nucleolar RNAs (snoRNAs), a group of noncoding RNAs present amongst all eukaryotes, are most extensively characterized for their regulation of ribosome biogenesis and splicing. Despite their central roles, current snoRNA annotations remain incomplete. Several eukaryote genome annotations contain few or no snoRNAs, and none distinguish expressed snoRNAs from their pseudogenes-a recently characterized snoRNA subclass with distinct features and expression levels. To address this, we developed SnoBIRD, a BERT-based C/D box snoRNA predictor trained on snoRNAs spanning all eukaryote kingdoms. We show that SnoBIRD outperforms existing tools and is the only predictor capable of identifying snoRNA pseudogenes using biologically relevant signal. Applied on the fission yeast and human genomes, we demonstrate that only SnoBIRD scales well with genome size in terms of runtime, and we identify and experimentally validate several new SnoBIRD-predicted C/D box snoRNAs. By running SnoBIRD on multiple eukaryote genomes, we identify hundreds of novel snoRNA candidates and highlight SnoBIRD's usefulness to determine the evolutionary paths of snoRNAs distributed across different species. Overall, SnoBIRD represents a user-friendly and efficient tool for reliably predicting C/D box snoRNAs and their pseudogenes across any eukaryote genome.

Indexed as

Molecular Sequence AnnotationRNA, Small NucleolarSoftwareAnimalsEukaryotaGenome, HumanHumansPseudogenesSchizosaccharomycesRNA, Small Nucleolar

Identifiers

PMID40737086
PMCPMC12309372

What OpenQuestion holds

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LicenceCC BY
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Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.