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pmid:39375386

GREM1 may be a biological indicator and potential target of bladder cancer.

Qingxin Yu · Shanshan Xu · Shouxiang Weng · Luxia Ye · Haihong Zheng · Dengxiong Li

Scientific reports · 2024 doi:10.1038/s41598-024-73655-7

Paper

complete

Experiment

partial

Data

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Analysis

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title
GREM1 may be a biological indicator and potential target of bladder cancer.
doi
10.1038/s41598-024-73655-7
pmid
39375386
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Qingxin Yu
[1]
Shanshan Xu
[2]
Shouxiang Weng
[3]
Luxia Ye
[4]
Haihong Zheng
[5]
Dengxiong Li
journal
Scientific reports
year
2024
abstract
Gremlin 1 (GREM1) can regulate the development of many cancers. However, a few studies have revealed the role of GREM1 in bladder cancer (BC). To evaluate the expression and potential function of GREM1 in bladder cancer, we used R version 3.6.3 and related packages to analyze the data from common databases. Samples from our institution were assessed by immunohistochemical staining (IHC), which was approved by the Institutional Ethics Committee (K20220830). GREM1 was highly expressed in BC tissues according to the TCGA and IHC data. Data from TCGA, GSE31684, GSE32894, and IHC showed that GREM1 has significant prognostic value for BC patients. GREM1 is involved in immune and metabolism-related pathways. According to the TIDE algorithm, 61.0% of patients with low GREM1 expression responded well to immunotherapy, compared to only 13.3% in the high GREM1 expression group. High GREM1 expression was associated with sensitivity to cisplatin, docetaxel, gemcitabine, and vinblastine. Thus, GREM1 can predict prognosis and responses to immunotherapy and chemotherapy in BC patients, making it a potential biomarker and therapeutic target.
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sections[9] "Statistical analysis" paragraph 2
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The statistical procedures were executed using R version 3.6.3 in conjunction with relevant packages.
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Since human data are involved, you should contact the corresponding authors to obtain relevant information. The datasets utilized and examined in the present study are accessible in the TCGA database, specifically the Cancer Genome Atlas (www.gdc.cancer.gov, TCGA). Additionally, the GSE31684and GSE32894 datasets were acquired from the Gene Expression Omnibus database repository (https://www.ncbi.nlm.nih.gov, GEO).
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sections[22] "Data availability" paragraph 2
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Since human data are involved, you should contact the corresponding authors to obtain relevant information. The datasets utilized and examined in the present study are accessible in the TCGA database, specifically the Cancer Genome Atlas (www.gdc.cancer.gov, TCGA). Additionally, the GSE31684and GSE32894 datasets were acquired from the Gene Expression Omnibus database repository (https://www.ncbi.nlm.nih.gov, GEO).
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According to the TIDE algorithm, 61.0% of patients with low GREM1 expression responded well to immunotherapy, compared to only 13.3% in the high GREM1 expression group.
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According to the TIDE algorithm, 61.0% of patients with low GREM1 expression responded well to immunotherapy, compared to only 13.3% in the high GREM1 expression group.
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According to the TIDE algorithm, 61.0% of patients with low GREM1 expression responded well to immunotherapy, compared to only 13.3% in the high GREM1 expression group.
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Combination of a novel gene expression signature with a clinical nomogram improves the prediction of survival in high-risk bladder cancer  
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amples from our institution were assessed by immunohistochemical staining (IHC), which was approved by the In
[1]
re assessed by immunohistochemical staining (IHC), which was approved by the Institutional Et
[2]
ssed in BC tissues according to the TCGA and IHC data. Data from TCGA, GSE31684, GSE32894, an
[3]
ata. Data from TCGA, GSE31684, GSE32894, and IHC showed that GREM1 has significant prognostic
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Complete file
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To evaluate the expression and potential function of GREM1 in bladder cancer, we used R version 3.6.3 and related packages to analyze the data from common databases. Samples from our institution were assessed by immunohistochemical staining (IHC), which was approved by the Institutional Ethics Committee (K20220830). GREM1 was highly expressed in BC tissues according to the TCGA and IHC data. Data from TCGA, GSE31684, GSE32894, and IHC showed that GREM1 has significant prognostic value for BC patients. GREM1 is involved in immune and metabolism-related pathways. According to the TIDE algorithm, 61.0% of patients with low GREM1 expression responded well to immunotherapy, compared to only 13.3% in the high GREM1 expression group. High GREM1 expression was associated with sensitivity to cisplatin, docetaxel, gemcitabine, and vinblastine. 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The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE31684", "GSE32894"], "resolved_accessions": ["GSE31684", "GSE32894"], "statements": ["Since human data are involved, you should contact the corresponding authors to obtain relevant information. The datasets utilized and examined in the present study are accessible in the TCGA database, specifically the Cancer Genome Atlas (www.gdc.cancer.gov, TCGA). Additionally, the GSE31684and GSE32894 datasets were acquired from the Gene Expression Omnibus database repository (https://www.ncbi.nlm.nih.gov, GEO)."], "basis": "The paper names GSE31684, GSE32894 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": [], "assets": ["source:pmid:39375386", "data:geo:GSE31684"], "steps": []}, "must_build": {"dsl_operations": [{"operation": "group_comparison_wilcoxon", "unlocks_papers": null, "priority": null}], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE31684"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:34:18Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 13500, "completion_tokens": 1437, "cached_tokens": 264}}, "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:39375386", "type": "paper", "label": "pmid:39375386"}, {"id": "source:pmid:39375386", "type": "manuscript", "label": "PMID 39375386 full text"}, {"id": "data:geo:GSE31684", "type": "dataset", "label": "GEO GSE31684"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:39375386", "type": "paper", "label": "pmid:39375386"}, {"id": "source:pmid:39375386", "type": "manuscript", "label": "PMID 39375386 full text"}, {"id": "data:geo:GSE31684", "type": "dataset", "label": "GEO GSE31684"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-39375386", "type": "extraction", "used": ["source:pmid:39375386"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE31684", "type": "accession_resolution", "used": ["data:geo:GSE31684"], "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:39375386", "parent_hash": "sha256:15f3181d2a9c2847b6e0a73e7fb9dc221b3e69af9bce5373b4fba8fadccd160b", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE31684 licence not read", "asset:data:geo:GSE31684 not downloaded", "asset:data:geo:GSE32894 licence not read", "asset:data:geo:GSE32894 not downloaded", "execution.not_run", "method.group_comparison_wilcoxon", "review.human_critique", "review.independent_reader", "review.machine_critique", "step:run_analysis blocked on method:group_comparison_wilcoxon"], "assays": [{"role": "data_generation", "definition_id": "ihc", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["amples from our institution were assessed by immunohistochemical staining (IHC), which was approved by the In", "re assessed by immunohistochemical staining (IHC), which was approved by the Institutional Et", "ssed in BC tissues according to the TCGA and IHC data. Data from TCGA, GSE31684, GSE32894, an", "ata. Data from TCGA, GSE31684, GSE32894, and IHC showed that GREM1 has significant prognostic"], "order_basis": "paper_text_order:386", "id": "assay:1"}, {"role": "analysis", "definition_id": "group_comparison", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["The statistical procedures were executed using R version 3.6.3 in conjunction with relevant packages."], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}