Evidence map›Paper›PMID 40411665›Full record

ArticleDiscover oncology2025

Prognostic and therapeutic insights from lactate metabolism and tumor immune microenvironment in head and neck squamous cell carcinoma.

Huanyu Jiang, Lijuan Zhou, Haidong Zhang, Shanchun Gong, Zhenkun Yu

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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. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

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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

4 citing papers in PubMed.

  1. Review
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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

5 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.
Shanchun GongDepartment of Otolaryngology Head and Neck Surgery, The Affiliated BenQ Hospital of Nanjing Medical University, Nanjing, 210019, 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) exhibits a poor prognosis, particularly in advanced stages characterized by high recurrence and metastasis rates. This study investigates the role of lactate metabolism in HNSCC, aiming to develop a prognostic model to predict immunotherapy outcomes. Genomic and clinical data from The Cancer Genome Atlas and Gene Expression Omnibus databases were analyzed, focusing on 233 lactate metabolism-related genes (LMGs). Differential expression and Cox regression analyses identified two significant prognostic genes: glycogen phosphorylase L (PYGL) and solute carrier family 16 member 3 (SLC16 A3, encoding MCT4). A lactate risk score (LRS) model constructed from these genes demonstrated robust predictive accuracy across multiple validation datasets. Multivariate analysis validated LRS as an independent prognostic factor, and a nomogram integrating LRS with clinical parameters further improved survival prediction accuracy. Immune infiltration analyses revealed distinct immune landscapes between high- and low-risk groups. Elevated levels of CD4 naïve T cells, resting NK cells, M0 macrophages, and activated mast cells characterized the high-risk group, whereas naive B cells, plasma cells, CD8 T cells, T follicular helper cells, regulatory T cells, gamma delta T cells, resting dendritic cells, resting mast cells, and eosinophils predominated in the low-risk group. Additionally, molecular docking suggested valproic acid as a potential inhibitor of MCT4. Immunohistochemical analyses showed increased PYGL and MCT4 expression correlated with advanced tumor stage, alongside decreased expression of CXCL9 and CXCL10. These findings highlight the critical role of lactate metabolism in HNSCC progression and immunotherapy resistance, identifying PYGL and MCT4 as promising therapeutic targets.

Indexed as

Head and neck squamous cell carcinomaImmunotherapyLactate metabolismPrognosisTumor immune microenvironment

Identifiers

PMID40411665
PMCPMC12103450

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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.