Evidence map›Paper›PMID 40299352›Full record

ArticleBiomedicines2025

Machine Learning-Driven Identification of Exosome-Related Genes in Head and Neck Squamous Cell Carcinoma for Prognostic Evaluation and Drug Response Prediction.

Hua Cai, Liuqing Zhou, Yao Hu, Tao Zhou

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Biomedicines, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Review
  2. Integrating computational engines to identifyFrontiers in immunology · 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

4 authors.

Hua CaiDepartment of Otorhinolaryngology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China.
Liuqing ZhouDepartment of Otorhinolaryngology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China.
Yao HuDepartment of Otorhinolaryngology, The Central Hospital of Wuhan, Wuhan 430021, China.
Tao ZhouDepartment of Otorhinolaryngology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China.

Funding

Hubei Province Natural Science Foundation 2022CFB087National Natural Science Foundation of China 82201301Natural Science Foundation of Hubei Province 2024AFB615Research Grant of the Union Hospital, Tongji Medical College, HUST F016.02004.21003.126the Open Project of the Key Laboratory of Molecular Imaging 2022fzyx015
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

bioinformaticsexosomehead and neck squamous cell carcinomaimmune infiltrationprognosis

Identifiers

PMID40299352
PMCPMC12024895

What OpenQuestion holds

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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.