Evidence map›Paper›PMID 39192191›Full record

ArticleBMC bioinformatics2024

refMLST: reference-based multilocus sequence typing enables universal bacterial typing.

Mondher Khdhiri, Ella Thomas, Chanel de Smet, Priyanka Chandar, Induja Chandrakumar, Jean M Davidson, Paul Anderson, Samuel D Chorlton

Abstract read
In one paragraph

Article in BMC bioinformatics, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed, 1 pooled it
–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 synthesis or guideline pooled it.

  1. Pooled it
  2. Applicability of Nanopore-only whole-genome sequencing forJournal of clinical microbiology · 2026
    Article
  3. Article
  4. Review
  5. A comparative review of three cloud-based platforms for microbial whole genome sequencing analysis.Antimicrobial stewardship & healthcare epidemiology : ASHE · 2026
    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

8 authors.

Mondher KhdhiriBugSeq Bioinformatics Inc, Vancouver, BC, Canada.
Ella ThomasCalifornia Polytechnic State University, San Luis Obispo, CA, USA.
Chanel de SmetCalifornia Polytechnic State University, San Luis Obispo, CA, USA.
Priyanka ChandarCalifornia Polytechnic State University, San Luis Obispo, CA, USA.
Induja ChandrakumarBugSeq Bioinformatics Inc, Vancouver, BC, Canada.
Jean M DavidsonCalifornia Polytechnic State University, San Luis Obispo, CA, USA.
Paul AndersonCalifornia Polytechnic State University, San Luis Obispo, CA, USA.
Samuel D ChorltonBugSeq Bioinformatics Inc, Vancouver, BC, Canada. sam@bugseq.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundCommonly used approaches for genomic investigation of bacterial outbreaks, including SNP and gene-by-gene approaches, are limited by the requirement for background genomes and curated allele schemes, respectively. As a result, they only work on a select subset of known organisms, and fail on novel or less studied pathogens. We introduce refMLST, a gene-by-gene approach using the reference genome of a bacterium to form a scalable, reproducible and robust method to perform outbreak investigation.

resultsWhen applied to multiple outbreak causing bacteria including 1263 Salmonella enterica, 331 Yersinia enterocolitica and 6526 Campylobacter jejuni genomes, refMLST enabled consistent clustering, improved resolution, and faster processing in comparison to commonly used tools like chewieSnake.

conclusionsrefMLST is a novel multilocus sequence typing approach that is applicable to any bacterial species with a public reference genome, does not require a curated scheme, and automatically accounts for genetic recombination. AVAILABILITY AND IMPLEMENTATION: refMLST is freely available for academic use at https://bugseq.com/academic .

Indexed as

Bacterial Typing TechniquesMultilocus Sequence TypingCampylobacter jejuniDisease OutbreaksGenome, BacterialSalmonella entericaSoftwareYersinia enterocoliticaEpidemiologyGenomicMultilocus sequence typingReference genome

Identifiers

PMID39192191
PMCPMC11351335

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.