ArticleCancer medicine2021
A five-gene signature is a prognostic biomarker in pan-cancer and related with immunologically associated extracellular matrix.
Article in Cancer medicine, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers, 1 of them a synthesis that pooled it.
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Who cites it
11 citing papers in PubMed, 1 synthesis or guideline pooled it, 14 citations in OpenAlex.
- Immune-related pan-cancer gene expression signatures of patient survival revealed by NanoString-based analyses.PloS one · 2023Pooled it
- The role of the tumor microenvironment in drug resistance acquisition in lung squamous cell carcinoma.Journal of experimental & clinical cancer research : CR · 2026Review
- Identification of Cancer Associated Fibroblasts Related Genes Signature to Facilitate Improved Prediction of Prognosis and Responses to Therapy in Patients with Pancreatic Cancer.International journal of molecular sciences · 2025Article
- Article
- Thrombospondin-1 and prolyl 4-hydroxylase subunit alpha 3 as potential biomarkers of salivary gland fibrosis.Journal of dental sciences · 2023Article
- Prognostic Value and Immunological Role of P4HA3 in Colon Adenocarcinoma.International journal of general medicine · 2023Article
- Towards a potential pan-cancer prognostic signature for gene expression based on probesets and ensemble machine learning.BioData mining · 2022Article
- ADAR2 Protein Is Associated with Overall Survival in GBM Patients and Its Decrease Triggers the Anchorage-Independent Cell Growth Signature.Biomolecules · 2022Article
- Tumor mutational burden presents limiting effects on predicting the efficacy of immune checkpoint inhibitors and prognostic assessment in adrenocortical carcinoma.BMC endocrine disorders · 2022Article
- Extracellular Matrix-Based Gene Expression Signature Defines Two Prognostic Subtypes of Hepatocellular Carcinoma With Different Immune Microenvironment Characteristics.Frontiers in molecular biosciences · 2022Article
- A five-gene signature is a prognostic biomarker in pan-cancer and related with immunologically associated extracellular matrix.Cancer medicine · 2021Article
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Authors and funding
6 authors at 4 institutions in 1 country.
Funding
Abstract
The tumor microenvironment (TME) is related to extracellular matrix (ECM) dynamics and has a broad fundamental and mechanistic role in tumorigenesis and cancer progression. We hypothesized that ECM regulators might play an essential role in pan-cancer attribution by causing a generic effect through its regulation of the dynamics of ECM alteration. By analyzing data from TCGA using GSEA and univariate Cox regression analysis, we found that ECM regulator genes were significantly enriched and contributed to mortality in various cancer types. Notably, UMAP analysis revealed that ECM regulator genes dominated the differences between tumor and adjacent normal tissues based on 59 or 31 pan-survival-related ECM gene sets. Subsequently, a five-gene signature consisting of the predominant ECM regulators ADAM12, MMP1, SERPINE1, PLOD3, and P4HA3 was identified. We found that this five-gene signature was pro-mortality in 18 types of cancer in TCGA, and validated eleven other cancer types in TCGA and seven types in the TARGET and CoMMpass databases using overall survival analysis. KEGG pathway enrichment and Pearson correlation analysis indicated that these five component genes that were correlated with specific ECM proteins involved in tumorigenesis from the ECM receptor interaction gene set. Additionally, the fitted results of a linear model were applied to strengthen the discovery, demonstrating that the five genes were correlated with immune infiltration score and especially associated with typically immunologically "cold" tumors. We thus conclude that the ADAM12, MMP1, SERPINE1, PLOD3, and P4HA3 signature showed a close association with a pan-cancer effect on prognosis and is related to ECM proteins in the TME which corresponding with immunologically "cold" cancer types.
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