Evidence map›Paper›PMID 40186710›Full record

ArticleDiscover oncology2025

Multi-omics analysis identifies DLX4 as a novel biomarker for diagnosis, prognosis, and immune infiltration: from pan-cancer to renal cancer.

Zengshun Kou, Shuaizhi Zhu, Jiaxi Zhu, Shufei Wang, Yu Zheng, Shengjie Zhou, Zi'ang Si, Hai Zhu

Abstract read
In one paragraph

Article in Discover oncology, 2025. 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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4 · The record

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5 · Who and what money

Authors and funding

8 authors.

Zengshun Kou *Department of Urology, Qingdao Municipal Hospital, Qingdao University, Qingdao, Shandong, China.
Shuaizhi Zhu *Department of Urology, Qingdao Municipal Hospital, Qingdao University, Qingdao, Shandong, China.
Jiaxi ZhuFaculty of Arts & Science, University of Toronto - St. George Campus, Toronto, Canada.
Shufei WangCollege of Clinical and Basic Medical Sciences, Shandong First Medical University & Shandong Academy of Medical Sciences, Jinan, China.
Yu ZhengDepartment of Urology, Qingdao Municipal Hospital, Qingdao University, Qingdao, Shandong, China.
Shengjie ZhouDepartment of Urology, Qingdao Municipal Hospital, Qingdao University, Qingdao, Shandong, China.
Zi'ang SiDepartment of Urology, Qingdao Municipal Hospital, Qingdao University, Qingdao, Shandong, China.
Hai ZhuDepartment of Urology, Qingdao Municipal Hospital, Qingdao University, Qingdao, Shandong, China. shijingzhou@163.com.

Funding

People's Livelihood Science and Technology Project of Qingdao 23-2-1-193-zyyd-jchThe Natural Science Foundation of Shandong Province ZR2023MH327
6 · The paper itself

Abstract

backgroundDLX4 is involved in the regulation of embryonic development, but its function in cancer remains unclear. Here, we conducted a pan-cancer analysis to investigate the molecular mechanisms of DLX4, with a particular emphasis on its role in renal cancer.

methodsA comprehensive analysis of DLX4 was performed, focusing on differences in expression, prognostic value, somatic mutations, methylation modifications, and immune landscapes across various cancer types using multiple databases. Gene Ontology and Kyoto Encyclopedia of Genes and Genomes analyses were utilized to explore the potential biological functions. Additionally, we evaluated the expression profile, prognostic significance, and immune infiltration of DLX4 in Kidney Renal Clear Cell Carcinoma (KIRC). The effect of DLX4 on KIRC was further validated by Spatial Transcriptomics, Real-time PCR (RT-PCR), and Immunohistochemistry experiments.

resultsDLX4 was found to be upregulated in 26 cancer types and associated with poor prognosis. It was also correlated with tumor mutational burden (TMB), microsatellite instability, mismatch repair, and methylation, and was significantly enriched in pathways related to cell proliferation. In KIRC, DLX4 expression increased along with TMB and immune scores, likely due to the infiltration of regulatory T cells (Tregs) and T-helper 2 (Th2) cells. Spatial transcriptomics revealed a strong correlation between DLX4 localization and tumor cells. Experimental validation confirmed that DLX4 expression is significantly upregulated in renal cancer tissues.

conclusionOur study explored the mechanisms of DLX4 in pan-cancer, especially in renal clear cell carcinoma, identifying it as a promising biomarker and therapeutic target.

Indexed as

BioinformaticsDLX4Immune infiltrationKIRCPan-cancerSpatial transcriptomics

Identifiers

PMID40186710
PMCPMC11972278

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