Evidence map›Paper›PMID 41878745›Full record

ArticleFrontiers in microbiology2026

Integrated analysis of MALDI-TOF MS and whole-genome sequencing for subtyping

Yuanshan Liu, Jianjian Qiao, Yue Xiao, Tao Zhang, Yiqin Wu

Abstract read
In one paragraph

Article in Frontiers in microbiology, 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.

Yuanshan LiuYixing Center for Disease Control and Prevention, Wuxi, Jiangsu, China.
Jianjian QiaoYixing Center for Disease Control and Prevention, Wuxi, Jiangsu, China.
Yue XiaoYixing Center for Disease Control and Prevention, Wuxi, Jiangsu, China.
Tao ZhangYixing Center for Disease Control and Prevention, Wuxi, Jiangsu, China.
Yiqin WuYixing Center for Disease Control and Prevention, Wuxi, Jiangsu, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Current subtyping methods are often restricted by labor intensity and high costs. To address this, this study integrated matrix-assisted laser desorption/ionization time-of-flight mass spectrometry (MALDI-TOF MS) with whole-genome sequencing (WGS) to characterize

Indexed as

bacterial subtypingmachine learningMALDI-TOF MSSalmonellawhole-genome sequencing

Identifiers

PMID41878745
PMCPMC13006217

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.