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pmid:35721114

A Novel Exosome-Relevant Molecular Classification Uncovers Distinct Immune Escape Mechanisms and Genomic Alterations in Gastric Cancer.

Yubiao Lin · Kaida Huang · Zhezhen Cai · Yide Chen · Lihua Feng · Yingqin Gao · Wenhui Zheng · Xin Fan · Guoqin Qiu · Jianmin Zhuang · Shuitu Feng

Frontiers in pharmacology · 2022 doi:10.3389/fphar.2022.884090

Paper

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Experiment

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Data

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title
A Novel Exosome-Relevant Molecular Classification Uncovers Distinct Immune Escape Mechanisms and Genomic Alterations in Gastric Cancer.
doi
10.3389/fphar.2022.884090
pmid
35721114
authors array · 11 items
[0]
Yubiao Lin
[1]
Kaida Huang
[2]
Zhezhen Cai
[3]
Yide Chen
[4]
Lihua Feng
[5]
Yingqin Gao
[6]
Wenhui Zheng
[7]
Xin Fan
[8]
Guoqin Qiu
[9]
Jianmin Zhuang
[10]
Shuitu Feng
journal
Frontiers in pharmacology
year
2022
abstract
Objective: Gastric cancer (GC) is a highly heterogeneous malignant carcinoma. This study aimed to conduct an exosome-based classification for assisting personalized therapy for GC. Methods: Based on the expression profiling of prognostic exosome-related genes, GC patients in The Cancer Genome Atlas (TCGA) cohort were classified using the unsupervised consensus clustering approach, and the reproducibility of this classification was confirmed in the GSE84437 cohort. An exosome-based gene signature was developed via Least Absolute Shrinkage and Selection Operator (LASSO) regression analysis. Immunological features, responses to immune checkpoint inhibitors, and genetic alterations were evaluated via computational methods. Results: Two exosome-relevant phenotypes (A and B) were clustered, and this classification was independent of immune subtypes and TCGA subtypes. Exosome-relevant phenotype B had a poorer prognosis and an inflamed tumor microenvironment (TME) relative to phenotype A. Patients with phenotype B presented higher responses to the anti-CTLA4 inhibitor. Moreover, phenotype B occurred at a higher frequency of genetic mutation than phenotype A. The exosome-based gene signature (GPX3, RGS2, MATN3, SLC7A2, and SNCG) could independently and accurately predict GC prognosis, which was linked to stromal activation and immunosuppression. Conclusion: Our findings offer a conceptual frame to further comprehend the roles of exosomes in immune escape mechanisms and genomic alterations of GC. More work is required to evaluate the reference value of exosome-relevant phenotypes for designing immunotherapeutic regimens.
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Two exosome-relevant phenotypes (A and B) were clustered, and this classification was independent of immune subtypes and TCGA subtypes.
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sample_count
483
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null
group_sizes_basis
null
platform
6947
taxon
Homo sapiens
title
Molecular subtypes in gastric cancer.
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2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
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false
licence_read
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gaps array · 4 items
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[1]
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[2]
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[3]
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principal_component_analysis
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null
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An exosome-based gene signature was developed via Least Absolute Shrinkage and Selection Operator (LASSO) regression analysis.
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method.group_comparison_wilcoxon
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state
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Automated Assays Laravel application and simulated adapters
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The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: wilcoxon.
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tier
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capability_id
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availability_state
owned
basis
The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
tier
R1
reachable
true
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[0]
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[1]
GSE15459
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[0]
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GSE15459
statements array · 1 item
[0]
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.
basis
The paper names GSE84437, GSE15459 in GEO repository and the accession resolves in the repository. No dataset was downloaded and no licence was read.
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source:pmid:35721114
[1]
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group_comparison_wilcoxon
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null
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[0]
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partial
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kind
extraction_review
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MiniMax-M3.1-Flash
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minimax
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minimax
read_at
2026-11-01T17:51:26Z
independence
single_reader
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verbatim
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verbatim
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128
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extraction
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not_run
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paper
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pmid:35721114
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id
source:pmid:35721114
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PMID 35721114 full text
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data:geo:GSE15459
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dataset
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GEO GSE15459
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id
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type
classification
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paper
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id
source:pmid:35721114
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manuscript
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PMID 35721114 full text
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id
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type
dataset
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GEO GSE15459
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agent:corpus-assay-engine
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extraction
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agent:minimax-reader
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activity-resolve-GSE15459
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accession_resolution
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agent:corpus-assay-engine
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:35721114", "kind": "science-record", "revision": 4, "content_hash": "sha256:116a31cfebdf781ee131f88aad9a4f92281ef05a784d5b46e2f05073f6258ede", "created_at": "2026-11-01T18:14:43Z", "updated_at": "2026-11-01T22:06:49Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "A Novel Exosome-Relevant Molecular Classification Uncovers Distinct Immune Escape Mechanisms and Genomic Alterations in Gastric Cancer.", "doi": "10.3389/fphar.2022.884090", "pmid": "35721114", "authors": ["Yubiao Lin", "Kaida Huang", "Zhezhen Cai", "Yide Chen", "Lihua Feng", "Yingqin Gao", "Wenhui Zheng", "Xin Fan", "Guoqin Qiu", "Jianmin Zhuang", "Shuitu Feng"], "journal": "Frontiers in pharmacology", "year": 2022, "abstract": "Objective: Gastric cancer (GC) is a highly heterogeneous malignant carcinoma. This study aimed to conduct an exosome-based classification for assisting personalized therapy for GC. Methods: Based on the expression profiling of prognostic exosome-related genes, GC patients in The Cancer Genome Atlas (TCGA) cohort were classified using the unsupervised consensus clustering approach, and the reproducibility of this classification was confirmed in the GSE84437 cohort. An exosome-based gene signature was developed via Least Absolute Shrinkage and Selection Operator (LASSO) regression analysis. Immunological features, responses to immune checkpoint inhibitors, and genetic alterations were evaluated via computational methods. Results: Two exosome-relevant phenotypes (A and B) were clustered, and this classification was independent of immune subtypes and TCGA subtypes. Exosome-relevant phenotype B had a poorer prognosis and an inflamed tumor microenvironment (TME) relative to phenotype A. Patients with phenotype B presented higher responses to the anti-CTLA4 inhibitor. Moreover, phenotype B occurred at a higher frequency of genetic mutation than phenotype A. The exosome-based gene signature (GPX3, RGS2, MATN3, SLC7A2, and SNCG) could independently and accurately predict GC prognosis, which was linked to stromal activation and immunosuppression. Conclusion: Our findings offer a conceptual frame to further comprehend the roles of exosomes in immune escape mechanisms and genomic alterations of GC. More work is required to evaluate the reference value of exosome-relevant phenotypes for designing immunotherapeutic regimens.", "claims": [{"id": "claim-method", "statement": "An exosome-based gene signature was developed via Least Absolute Shrinkage and Selection Operator (LASSO) regression analysis.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35721114", "locator": "sections[0] \"Abstract\" paragraph 2", "quote": "An exosome-based gene signature was developed via Least Absolute Shrinkage and Selection Operator (LASSO) regression analysis."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets presented in this study can be found in online repositories. 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No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": [], "assets": ["source:pmid:35721114", "data:geo:GSE15459"], "steps": []}, "must_build": {"dsl_operations": [{"operation": "group_comparison_wilcoxon", "unlocks_papers": null, "priority": null}], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE15459"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T17:51:26Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 16109, "completion_tokens": 1467, "cached_tokens": 128}}, "human_critique": null, "stages": [{"id": "extraction", "state": "complete", "reader": "MiniMax-M3.1-Flash", "provider": "minimax"}], "gaps": ["review.independent_reader", "review.machine_critique", "review.human_critique"]}, "execution": {"state": "absent", "status": "not_run", "mode": null, "runs": [], "gaps": ["execution.not_run"]}, "provenance": {"entities": [{"id": "pmid:35721114", "type": "paper", "label": "pmid:35721114"}, {"id": "source:pmid:35721114", "type": "manuscript", "label": "PMID 35721114 full text"}, {"id": "data:geo:GSE15459", "type": "dataset", "label": "GEO GSE15459"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:35721114", "type": "paper", "label": "pmid:35721114"}, {"id": "source:pmid:35721114", "type": "manuscript", "label": "PMID 35721114 full text"}, {"id": "data:geo:GSE15459", "type": "dataset", "label": "GEO GSE15459"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-35721114", "type": "extraction", "used": ["source:pmid:35721114"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE15459", "type": "accession_resolution", "used": ["data:geo:GSE15459"], "agent": "agent:corpus-assay-engine"}], "agents": [{"id": "agent:corpus-assay-engine", "type": "software", "label": "Corpus assay engine"}, {"id": "agent:minimax-reader", "type": "software", "label": "MiniMax literature reader"}], "source_run_id": "reading-sci-2026-11-01", "dsl_catalogue_fingerprint": "343fb30756ba6ec3", "capability_table_fingerprint": "2cb3e42f047d2ecf", "snapshot_id": "ba34b49490d9bfaf"}, "lineage": {"parent_id": "pmid:35721114", "parent_hash": "sha256:e93a4fc40061ee401a1226022a955b02dd5658e3398e3b68c2ffe634dd28e948", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE15459 licence not read", "asset:data:geo:GSE15459 not downloaded", "asset:data:geo:GSE84437 licence not read", "asset:data:geo:GSE84437 not downloaded", "execution.not_run", "method.group_comparison_wilcoxon", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique", "step:run_analysis blocked on method:group_comparison_wilcoxon"], "assays": [{"role": "analysis", "definition_id": "group_comparison", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.8, "evidence": ["Wilcoxon"], "order_basis": "analysis_only", "id": "assay:1"}]}