Evidence map›Paper›PMID 42371756›Full record

ArticleBioinformatics (Oxford, England)2026

Computational tool choice impacts CRISPR spacer-protospacer detection.

Uri Neri, Antonio Pedro Camargo, Brian Bushnell, Rick Beeloo, Simon Roux

Abstract read
In one paragraph

Article in Bioinformatics (Oxford, England), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

5 authors.

Uri NeriDepartment of Energy, Joint Genome Institute, Berkeley, CA 94720, United States.ORCID 0000-0003-0894-2484
Antonio Pedro CamargoDepartment of Energy, Joint Genome Institute, Berkeley, CA 94720, United States.
Brian BushnellDepartment of Energy, Joint Genome Institute, Berkeley, CA 94720, United States.
Rick BeelooDepartment of Biology, Utrecht University, Utrecht, 3584, The Netherlands.ORCID 0009-0004-6984-1294
Simon RouxDepartment of Energy, Joint Genome Institute, Berkeley, CA 94720, United States.ORCID 0000-0002-5831-5895

Funding

DOE Office of Science User FacilityOffice of Science of the U.S. DOE DE-AC02-05CH11231U.S. DOE Joint Genome Institute
6 · The paper itself

Abstract

motivationCRISPR spacer-protospacer matching is widely used to infer host-virus interactions in microbial and viromics studies, but the choice of sequence search or alignment tool and its reporting behavior is often under-evaluated for this specific task.

resultsUsing synthetic, semi-synthetic, and real datasets, we benchmarked commonly used tools and observed substantial differences in recall, runtime, and resource usage across distance metrics and thresholds. Our analyses support practical defaults for large-scale spacer-target matching and clarify trade-offs between exhaustive and heuristic approaches. AVAILABILITY: Source code and benchmark workflows are available at https://github.com/UriNeri/spacer_matching_bench. Data and run artifacts are archived on Zenodo (https://doi.org/10.5281/zenodo.15171878).

Indexed as

Clustered Regularly Interspaced Short Palindromic RepeatsComputational BiologySoftware

Identifiers

PMID42371756
PMCPMC13326750

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

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.