Evidence map›Paper›PMID 42827742›Full record

ArticleOncology letters2026

Pan-cancer prognostic value of TGFBR1: Bioinformatics and experimental validation with a focus on gastric cancer.

Xia Zhao, Lufan Shen, Zhiyuan Gong, Mengwen Lv, Yan Zhang, Bingxi Tang, Xinli Li

Abstract read
In one paragraph

Article in Oncology letters, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

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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

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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

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0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

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5 · Who and what money

Authors and funding

7 authors.

Xia ZhaoDepartment of Clinical Laboratory, Zibo Central Hospital, Zibo, Shandong 255036, P.R. China.
Lufan ShenDepartment of Pathogenic Biology, School of Basic Medicine, Qingdao University, Qingdao, Shandong 266071, P.R. China.
Zhiyuan GongDepartment of Pathogenic Biology, School of Basic Medicine, Qingdao University, Qingdao, Shandong 266071, P.R. China.
Mengwen LvDepartment of Pathogenic Biology, School of Basic Medicine, Qingdao University, Qingdao, Shandong 266071, P.R. China.
Yan ZhangDepartment of Clinical Laboratory, Zibo Central Hospital, Zibo, Shandong 255036, P.R. China.
Bingxi TangDepartment of Gastroenterology, Zibo Central Hospital, Zibo, Shandong 255036, P.R. China.
Xinli LiDepartment of Clinical Laboratory, Zibo Central Hospital, Zibo, Shandong 255036, P.R. China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

TGF-β receptor 1 (TGFBR1) is a key component of TGF-β signaling and has been implicated in tumor progression. However, its expression patterns, prognostic relevance and associated molecular contexts vary among malignancies and remain incompletely characterized within a consistent pan-cancer framework. In the present study, TGFBR1 expression, clinicopathological associations, survival outcomes, immune and stromal infiltration, genomic features, co-expression profiles and transcriptional programs were systematically evaluated using The Cancer Genome Atlas (TCGA), TCGA-Genotype-Tissue Expression and complementary public datasets. Multivariable Cox regression was performed with adjustment for age, sex and pathological stage and the independent GSE15459 gastric cancer (GC) cohort was used for external prognostic validation and gene-set enrichment analysis. TGFBR1 exhibited cancer type-dependent expression alterations rather than uniform upregulation across malignancies. Higher TGFBR1 expression remained associated with poorer overall survival (OS) in mesothelioma (MESO), adrenocortical carcinoma (ACC) and kidney renal papillary cell carcinoma and with poorer disease-specific survival in ACC, esophageal carcinoma, MESO, lung squamous cell carcinoma, stomach adenocarcinoma and bladder urothelial carcinoma after multivariable adjustment. In GSE15459, elevated TGFBR1 expression was associated with shorter OS and remained significant after adjustment for age, sex, pathological stage and Lauren classification. TGFBR1 expression was also associated with distinct immune, stromal, genomic and transcriptional contexts across cancer types. In GC, enrichment analyses revealed an association between higher TGFBR1 expression and apoptosis- and stress-response-associated programs, epithelial cell proliferation, focal-adhesion assembly and actin-cytoskeleton organization.

Indexed as

gastric cancerpan-cancerprognosisTGF-β receptor 1tumor microenvironment

Identifiers

PMID42827742
PMCPMC13631642

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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.