Evidence map›Paper›PMID 40530807›Full record

ArticleMicrobiology spectrum2025

Genomic and machine learning approaches to predict antimicrobial resistance in

Xin Liu, Shanshan Long, Fangyuan Chen, Chang Liu, Peng Han, Hua Yu, Xiaobo Huang, Chun Pan, Ruiming Yue, Wentao Feng and 3 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Microbiology spectrum, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Review
  2. Review
  3. Infection and drug resistance · 2026
    Review
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.

Xin Liu *Department of Laboratory Medicine, Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, Sichuan, China.
Shanshan Long *Department of Laboratory Medicine, Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, Sichuan, China.
Fangyuan Chen *Genskey Medical Technology Co., Ltd, Beijing, China.
Chang LiuDepartment of Laboratory Medicine, Nanjing Drum Tower Hospital, Nanjing, Jiangsu, China.
Peng HanGenskey Medical Technology Co., Ltd, Beijing, China.
Hua YuDepartment of Laboratory Medicine, Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, Sichuan, China.
Xiaobo HuangDepartment of Critical Care Medicine, Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, Sichuan, China.
Chun PanDepartment of Critical Care Medicine, Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, Sichuan, China.
Ruiming YueDepartment of Critical Care Medicine, Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, Sichuan, China.
Wentao FengDepartment of Critical Care Medicine, Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, Sichuan, China.
Guanhua RaoGenskey Medical Technology Co., Ltd, Beijing, China.ORCID 0000-0003-4408-208X
Han ShenDepartment of Laboratory Medicine, Nanjing Drum Tower Hospital, Nanjing, Jiangsu, China.ORCID 0009-0002-1204-2788
Lingai PanDepartment of Critical Care Medicine, Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, Sichuan, China.ORCID 0000-0002-1478-2395

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

IMPORTANCE:

Indexed as

Anti-Bacterial AgentsDrug Resistance, Multiple, BacterialGenomicsMachine LearningStenotrophomonas maltophiliaBacterial ProteinsGenome, BacterialGram-Negative Bacterial InfectionsHumansLevofloxacinMicrobial Sensitivity TestsMutationTrimethoprim, Sulfamethoxazole Drug CombinationWhole Genome SequencingAnti-Bacterial AgentsBacterial ProteinsLevofloxacinTrimethoprim, Sulfamethoxazole Drug Combinationantimicrobial resistance predictionmachine learningStenotrophomonas maltophiliawhole-genome sequencing

Identifiers

PMID40530807
PMCPMC12323353

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.