Evidence map›Paper›PMID 39684426›Full record

ArticleInternational journal of molecular sciences2024

Machine Learning Integration with Single-Cell Transcriptome Sequencing Datasets Reveals the Impact of Tumor-Associated Neutrophils on the Immune Microenvironment and Immunotherapy Outcomes in Gastric Cancer.

Jingcheng Zhang, Mingsi Zhang, Jiaheng Lou, Linyue Wu, Shuo Zhang, Xiaojuan Liu, Yani Ke, Sicheng Zhao, Zhiyuan Song, Xing Bai and 3 more

Abstract read
In one paragraph

Article in International journal of molecular sciences, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.

0numbers the graph read from it
0cells of the map it votes in
13citing 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

13 citing papers in PubMed.

  1. Article
  2. Predictors of immunotherapy response in gastric cancer: the role of the tumor microenvironment and integrative predictive models.Clinical & translational oncology : official publication of the Federation of Spanish Oncology Societies and of the National Cancer Institute of Mexico · 2026
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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.

Jingcheng ZhangSchool of Basic Medical Sciences, Zhejiang Chinese Medical University, Hangzhou 310053, China.
Mingsi ZhangMusculoskeletal Sport Science and Health, Loughborough University, Loughborough LE11 3TU, UK.
Jiaheng LouSchool of Basic Medical Sciences, Zhejiang Chinese Medical University, Hangzhou 310053, China.
Linyue WuSchool of Basic Medical Sciences, Zhejiang Chinese Medical University, Hangzhou 310053, China.
Shuo ZhangSchool of Basic Medical Sciences, Zhejiang Chinese Medical University, Hangzhou 310053, China.ORCID 0009-0005-1096-7148
Xiaojuan LiuSchool of Basic Medical Sciences, Zhejiang Chinese Medical University, Hangzhou 310053, China.
Yani KeSchool of Basic Medical Sciences, Zhejiang Chinese Medical University, Hangzhou 310053, China.
Sicheng ZhaoSchool of Basic Medical Sciences, Zhejiang Chinese Medical University, Hangzhou 310053, China.
Zhiyuan SongSchool of Basic Medical Sciences, Zhejiang Chinese Medical University, Hangzhou 310053, China.
Xing BaiSchool of Basic Medical Sciences, Zhejiang Chinese Medical University, Hangzhou 310053, China.
Yan CaiSchool of Basic Medical Sciences, Zhejiang Chinese Medical University, Hangzhou 310053, China.ORCID 0009-0009-4021-0882
Tao JiangSchool of Basic Medical Sciences, Zhejiang Chinese Medical University, Hangzhou 310053, China.
Guangji ZhangSchool of Basic Medical Sciences, Zhejiang Chinese Medical University, Hangzhou 310053, China.

Funding

National Nature Science Foundation of China 82030119National Nature Science Foundation of China U23A20499Natural Science Foundation of Zhejiang Province LQ23H270013Zhejiang Chinese Medicine University 2021RCZXZK05
6 · The paper itself

Abstract

The characteristics of neutrophils play a crucial role in defining the tumor inflammatory environment. However, the function of tumor-associated neutrophils (TANs) in tumor immunity and their response to immune checkpoint inhibitors (ICIs) remains incompletely understood. By analyzing single-cell RNA sequencing data from over 600,000 cells in gastric cancer (GSE163558 and GSE183904), colorectal cancer (GSE205506), and lung cancer (GSE207422), we identified neutrophil subsets in primary gastric cancer that are associated with the treatment response to ICIs. Specifically, we focused on neutrophils with high expression of

Indexed as

ImmunotherapyMachine LearningNeutrophilsSingle-Cell AnalysisStomach NeoplasmsTumor MicroenvironmentGene Expression ProfilingGene Expression Regulation, NeoplasticHumansHyaluronan ReceptorsImmune Checkpoint InhibitorsPrognosisTranscriptomeHyaluronan ReceptorsImmune Checkpoint Inhibitorsgastric cancerimmunotherapymachine learningneutrophilssingle-cell sequencing

Identifiers

PMID39684426
PMCPMC11641192

What OpenQuestion holds

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Registered trials

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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.