Evidence map›Paper›PMID 40155682›Full record

ArticleScientific reports2025

Bioinformatic analysis of glycolysis and lactate metabolism genes in head and neck squamous cell carcinoma.

Huanyu Jiang, Lijuan Zhou, Haidong Zhang, Zhenkun Yu

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
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

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

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

2 citing papers in PubMed.

  1. Article
  2. Review
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

4 authors.

Huanyu JiangSchool of Medicine, Southeast University, 87 Dingjiaqiao, Hunan Road, Nanjing, 210009, Jiangsu, China.
Lijuan ZhouDepartment of Otolaryngology Head and Neck Surgery, The Affiliated Benq Hospital of Nanjing Medical University, Nanjing, 210019, Jiangsu, China.
Haidong ZhangSchool of Medicine, Southeast University, 87 Dingjiaqiao, Hunan Road, Nanjing, 210009, Jiangsu, China.
Zhenkun YuSchool of Medicine, Southeast University, 87 Dingjiaqiao, Hunan Road, Nanjing, 210009, Jiangsu, China. yuzhenkun65@hotmail.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Head and neck squamous cell carcinoma (HNSCC) is a heterogeneous cancer with significant global incidence. This study investigates glycolysis- and lactate metabolism-related genes (GALMRGs) in HNSCC, focusing on their impact on prognosis, the tumor immune microenvironment, and their potential as therapeutic biomarkers. Analysis of data from the Cancer Genome Atlas and Gene Expression Omnibus identified 16 GALMRGs that were differentially expressed in HNSCC compared to normal tissues. Functional analysis revealed the involvement of lactate and pyruvate metabolism and HIF-1 signaling pathways. Weighted gene co-expression network analysis identified two module genes, CDKN3 and SLC2A1. Five key genes (CAV1, CDKN3, LDHA, MB, and PER2) were identified through univariate, multivariate, and LASSO regression analyses and used to construct a prognostic model. This model demonstrated strong predictive accuracy for overall survival, stratifying patients into high- and low-risk groups. Immune cell infiltration analysis showed a negative correlation between resting and activated mast cells, and low-risk patients had higher tumor mutational burden, suggesting a better response to immunotherapy. Consensus clustering classified HNSCC into two distinct molecular subtypes with differing expression of the key genes. This GALMRG-based prognostic model is a promising biomarker for predicting HNSCC outcomes and immunotherapy responses, providing valuable insights for personalized treatment strategies.

Indexed as

Computational BiologyGlycolysisHead and Neck NeoplasmsLactic AcidSquamous Cell Carcinoma of Head and NeckBiomarkers, TumorGene Expression Regulation, NeoplasticGene Regulatory NetworksHumansPrognosisTumor MicroenvironmentBiomarkers, TumorLactic AcidGlycolysisHead and neck squamous cell carcinomaLactate metabolismPrognostic risk modelTumor immune microenvironment

Identifiers

PMID40155682
PMCPMC11953422

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
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Registered trials

None linked

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 Socratic graph.