Evidence map›Paper›PMID 42780545›Full record

ArticleGlobal medical genetics2026

GPI: A pan-cancer biomarker integrating genetic alterations, immune infiltration, and therapeutic response prediction.

Wei Hu, Yu Gao, Zimu Li, Zelei Du, Jincheng Tao, Anastasios A Politis, Fulvio Vincenzo Grilli, Alessandro Di Stefano, Xiefeng Wang, Junxia Zhang and 1 more

Abstract read
In one paragraph

Article in Global medical genetics, 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

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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

The trial behind it

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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

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

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

11 authors.

Wei HuDepartment of Neurosurgery, The First Affliated Hospital of Nanjing Medical University, Nanjing 210000, PR China.
Yu GaoDepartment of Neurosurgery, The First Affliated Hospital of Nanjing Medical University, Nanjing 210000, PR China.
Zimu LiClinical Medical Research Center, Jiangsu Province (Suqian) Hospital, Suqian 223800, China.
Zelei DuDepartment of Neurosurgery, The First Affliated Hospital of Nanjing Medical University, Nanjing 210000, PR China.
Jincheng TaoDepartment of Neurosurgery, The First Affliated Hospital of Nanjing Medical University, Nanjing 210000, PR China.
Anastasios A PolitisSecond Department of Neurosurgery, "Attikon" University Hospital, National and Kapodistrian University of Athens, Greece.
Fulvio Vincenzo GrilliDeparment of Neurosurgery, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Università Cattolica del Sacro Cuore, Rome, Italy.
Alessandro Di StefanoIstituto neurologico Carlo Besta, Milan, Italy.
Xiefeng WangDepartment of Neurosurgery, The First Affliated Hospital of Nanjing Medical University, Nanjing 210000, PR China.
Junxia ZhangDepartment of Neurosurgery, The First Affliated Hospital of Nanjing Medical University, Nanjing 210000, PR China.
Jianxing YinDepartment of Neurosurgery, The First Affliated Hospital of Nanjing Medical University, Nanjing 210000, PR China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Glucose-6-phosphate isomerase (GPI) is a key metabolic enzyme implicated in tumorigenesis, yet its pan-cancer role and clinical significance remain incompletely understood. This study aimed to systematically characterize GPI expression, genetic alterations, clinical relevance, and biological functions across cancers, and validate its pro-oncogenic effects.We employed bioinformatics tools (GEPIA2, SangerBox 3.0, cBioPortal, TIMER 2.0, etc.) to analyze GPI expression, genetic alterations, and clinical relevance across multiple cancer types. In vitro experiments were conducted to validate its pro-oncogenic effects in LGG cells.Bioinformatics analyses showed that GPI was upregulated in 29 cancers and downregulated in 3 cancers. High GPI expression was associated with advanced stage, metastasis and poor prognosis. Genetic alterations positively regulated GPI expression, which was linked to cancer stemness, RNA modification, metabolic pathways and tumor immune microenvironment, and could predict chemotherapy response. In vitro experiments confirmed that GPI overexpression promoted LGG cell proliferation, colony formation and invasion, while knockdown inhibited these phenotypes. The correlation between DNA repair and GPI expression is interconnected through metabolic and genetic instability pathways, requiring further investigation.GPI acts as a pan-cancer pro-oncogenic factor and a promising diagnostic, prognostic, and therapeutic biomarker. Further research on its molecular mechanisms, particularly with DNA repair, will inform novel cancer treatment strategies.

Indexed as

BioinformaticsBiomarkerGlucose-6-phosphate isomerase (GPI)ImmunotherapyPan-cancerTumorigenesis

Identifiers

PMID42780545
PMCPMC13598195

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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.