Evidence map›Paper›PMID 41729388›Full record

ArticleDiscover oncology2026

Multi-dimensional analysis reveals the potential of PDK4 as a tumor biomarker and target for immunotherapy.

Yaxing Deng, Xin Wang, Mei Zeng, Chenglin Wang

Abstract read
In one paragraph

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

0numbers the graph read from it
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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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3 · Its place in the literature

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No citing paper in PubMed yet.

4 · The record

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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

4 authors.

Yaxing DengDepartment of Emergency Medicine, The Affiliated Hospital of Southwest Medical University, 25 Taiping Street, Jiangyang District, Luzhou, 646000, Sichuan, China.
Xin WangSchool of Stomatology, Southwest Medical University, Luzhou, 646000, China.
Mei ZengDepartment of Emergency Medicine, The Affiliated Hospital of Southwest Medical University, 25 Taiping Street, Jiangyang District, Luzhou, 646000, Sichuan, China.
Chenglin WangDepartment of Emergency Medicine, The Affiliated Hospital of Southwest Medical University, 25 Taiping Street, Jiangyang District, Luzhou, 646000, Sichuan, China. wangchenglin123@swmu.edu.cn.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

purposeTo explore the clinical significance of pyruvate dehydrogenase kinase 4 (PDK4) in pan-cancer and its potential as a tumor biomarker and immunotherapy target.

methodsPublic databases (HPA, TCGA, GTEx, etc.) were used to analyze PDK4 expression, diagnostic efficacy, prognostic value, immune characteristics, genetic alterations, and immunotherapy responsiveness in pan-cancer. Targeted drugs were predicted via molecular docking.

resultsPDK4 is predominantly expressed in skeletal muscle and specific cell types (basal prostatic cells, skeletal myocytes, etc.) in normal tissues. In most tumors, PDK4 expression is downregulated, with high diagnostic efficacy (AUC > 0.7 for most cancers) and independent prognostic value for overall survival (OS) in multiple tumors. PDK4 is enriched in immune cells (monocytes, myeloid DC) and positively correlated with immune infiltration and checkpoint genes. High PDK4 expression improves progression-free survival (PFS) in anti-PD-L1-treated patients, and tretinoin binds stably to PDK4.

conclusionsPDK4 is a promising pan-cancer diagnostic/prognostic biomarker and potential immunotherapy target, providing a basis for personalized cancer treatment.

Indexed as

ImmunotherapyMetabolismPan-cancerPDK4

Identifiers

PMID41729388
PMCPMC13035999

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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.