Evidence map›Paper›PMID 41776634›Full record

ArticleCancer cell international2026

Unraveling the oncogenic and immunomodulatory roles of GINS1: a systematic pan-cancer study.

Xi Zhang, Wanyang Lei, Yuqing Pan, Liang Zhong, Li Zhai, Haitao Li, Beizhong Liu

Abstract read
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Article in Cancer cell international, 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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1 · What the graph read from it

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

7 authors.

Xi Zhang *Department of Clinical Laboratory, Caner Hospital of Yunnan Province, The Third Affiliated Hospital of Kunming Medical University, Kunming, 650118, Yunnan, China.
Wanyang Lei *Department of Clinical Laboratory Medicine, the Northeast Yunnan Central Hospital of Kunming Medical University, Northeast Yunnan Central Hospital, Yunnan, Zhaotong, 657000, China.
Yuqing Pan *Department of Clinical Laboratory, Yunnan Institute of Experimental Diagnosis, Yunnan Key Laboratory of Laboratory Medicine, The First Affiliated Hospital of Kunming Medical University, Kunming, 650032, Yunnan, China.
Liang ZhongKey Laboratory of Laboratory Medical Diagnostics, Ministry of Education, Chongqing Medical University, Chongqing, 400016, China.
Li ZhaiDepartment of Clinical Laboratory, Caner Hospital of Yunnan Province, The Third Affiliated Hospital of Kunming Medical University, Kunming, 650118, Yunnan, China.
Haitao LiDepartment of Clinical Laboratory, Caner Hospital of Yunnan Province, The Third Affiliated Hospital of Kunming Medical University, Kunming, 650118, Yunnan, China.
Beizhong LiuCentral Laboratory of Yong-Chuan Hospital, Chongqing Medical University, Chongqing, 402160, China. liubeizhong@cqmu.edu.cn.

Funding

Chongqing Science and Technology Bureau's Key Technology Innovation Special of Key Industries csct2022ycjhbgzxm0034Joint Project of Yunnan Provincial Department of Science and Technology and Kunming Medical University 202101AY070001-165Scientific Research Fund of Education Department of Yunnan Province 2024J0330
6 · The paper itself

Abstract

backgroundGINS1 mediates DNA replication fidelity and cell cycle regulation through its integral role in the GINS complex. However, its comprehensive role across diverse cancer types remains unclear. This study aimed to systematically analyze the critical functions of GINS1 across cancers.

methodsWe utilized pan-cancer and multi-omics datasets and applied survival analysis, immune infiltration assessment, functional enrichment analysis, and genomic alteration profiling to explore.

methodsWe utilized pan-cancer and multi-omics datasets and applied survival analysis, immune infiltration assessment, functional enrichment analysis, and genomic alteration profiling to explore expression patterns, prognostic significance, immune infiltration, genomic alterations, and potential therapeutic relevance of GINS1 across multiple cancers. Ultimately, we evaluated the diagnostic performance of GINS1 in four cancer types and validated its functional role in renal cancer through in vitro assays, including colony formation, CCK-8, EdU, and Transwell, confirming that GINS1 knockdown inhibits cell proliferation and impairs PI3K/AKT pathway activity.

resultsGINS1 was significantly upregulated in 31 cancer types and correlated with poor prognosis in multiple malignancies. GINS1, as a biomarker, is concurrently linked to tumor mutational burden (TMB), microsatellite instability (MSI), and RNA m6A modification across tumor lineages. High GINS1 expression was significantly associated with distinct immune infiltration patterns, characterized by reduced NKT cell signatures and increased Th2 cell enrichment. Functional analysis revealed that GINS1 is involved in cell cycle regulation, DNA replication, and oncogenic signaling pathways (PI3K-Akt, p53, and NF-κB). Notably, survival analysis indicated that GINS1 expression affects the immunotherapy response, predicting poor outcomes in patients receiving anti-PD-1 therapy but an improved response to anti-PD-L1 inhibitors. GINS1 exhibited strong diagnostic value in KIRP, LIHC, PAAD, and SARC. In renal cancer, functional assays confirmed that GINS1 knockdown significantly suppressed cell proliferation, migration, and invasion, and attenuated PI3K/AKT signaling activity.

conclusionGINS1 serves as a viable prognostic indicator and target for therapeutic intervention, influencing both tumor progression and immune regulation. Targeting GINS1 may provide new therapeutic insights for cancer management.

Indexed as

GINS1Immune infiltrationPan-cancerPrognostic biomarkerTherapeutic target

Identifiers

PMID41776634
PMCPMC13063887

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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.