Evidence map›Paper›PMID 42709341›Full record

ArticleMedical oncology (Northwood, London, England)2026

Spatially resolved lactate-glycolysis transcriptional programs are associated with neutrophil-enriched immune remodeling in lung adenocarcinoma.

Yixian Liang, Jing Tan, Jiali Zhang, Binyu Wang, Danfei Shi, Longfei Ji, Xinmin Li, Daojun Yu, Yong Li

Abstract read
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Article in Medical oncology (Northwood, London, England), 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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0citing papers 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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3 · Its place in the literature

Who cites it

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4 · The record

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5 · Who and what money

Authors and funding

9 authors.

Yixian Liang *Department of Cardiothoracic Surgery, First Affiliated Hospital of Huzhou Normal University, Huzhou, Zhejiang Province, China.
Jing Tan *Department of rehabilitation medicine, Central Hospital of Guangdong Provincial Nongken, Zhanjiang, Guangdong Province, China.
Jiali Zhang *Department of Pathology, The Fourth Clinical School of Zhejiang University of Traditional Chinese Medicine (Hangzhou First People's Hospital), Hangzhou, Zhejiang Province, China.
Binyu WangDepartment of Clinical Laboratory, First Affiliated Hospital of Huzhou Normal University, The First People's Hospital of Huzhou City, Huzhou, Zhejiang Province, China.
Danfei ShiDepartment of Pathology, First Affiliated Hospital of Huzhou Normal University, Huzhou, Zhejiang Province, China.
Longfei JiDepartment of Clinical Laboratory, First Affiliated Hospital of Huzhou Normal University, The First People's Hospital of Huzhou City, Huzhou, Zhejiang Province, China.
Xinmin LiDepartment of Clinical Laboratory, Chongqing Hospital of Traditional Chinese Medicine, Chongqing, China. xinmnli@163.com.
Daojun YuDepartment of Clinical Laboratory, The Fourth Clinical School of Zhejiang University of Traditional Chinese Medicine (Hangzhou First People's Hospital), Hangzhou, Zhejiang Province, China. yudaojun98@163.com.
Yong LiDepartment of Clinical Laboratory, First Affiliated Hospital of Huzhou Normal University, The First People's Hospital of Huzhou City, Huzhou, Zhejiang Province, China. a821182777@qq.com.ORCID https://orcid.org/0009-0006-2138-4594

Funding

Major Project of National Health Commission Research Fund (WKJ-ZJ-2514)National Natural Science Foundation of China (82202649)Zhejiang Provincial Medical and Health Science and Technology Program (2023KY318)
6 · The paper itself

Abstract

Metabolic reprogramming characterized by enhanced glycolysis and lactate production plays a critical role in tumor progression and immune regulation. However, the cellular distribution and spatial organization of lactate-glycolysis activity within the lung adenocarcinoma (LUAD) microenvironment remain incompletely understood. We integrated single-cell RNA sequencing, spatial transcriptomics, and bulk transcriptomic datasets from TCGA and GEO cohorts to characterize lactate-glycolysis-associated metabolic heterogeneity in LUAD. AUCell-based scoring was used to quantify metabolic activity at single-cell resolution. Associations with immune infiltration and clinical outcomes were evaluated, and key findings were validated using spatial transcriptomics, quantitative PCR, and immunohistochemistry. Cells exhibiting high lactate-glycolysis activity were predominantly enriched in fibroblasts and neutrophils, indicating that this metabolic program extends beyond malignant cells. A metabolism-associated gene signature, comprising RPS2, GAPDH, and LDHA, was consistently correlated with immune remodeling and an unfavorable prognosis. Spatial transcriptomics further revealed the co-localization of GAPDH and LDHA with neutrophil-enriched regions. These findings were supported by experimental validation in clinical specimens. Our study reveals that lactate-glycolysis reprogramming in LUAD is spatially structured and closely associated with neutrophil-enriched immune remodeling. This metabolism-associated immune regulatory pattern provides insight into the organization of the tumor microenvironment and may have implications for metabolic- and immune-oriented therapeutic strategies in lung adenocarcinoma.

Indexed as

Adenocarcinoma of LungGlycolysisLactic AcidLung NeoplasmsNeutrophilsGene Expression Regulation, NeoplasticGlyceraldehyde-3-Phosphate Dehydrogenase (Phosphorylating)HumansL-Lactate DehydrogenaseMetabolic ReprogrammingPrognosisSpatial TranscriptomicsTranscriptomeTumor MicroenvironmentGAPDH protein, humanGlyceraldehyde-3-Phosphate Dehydrogenase (Phosphorylating)Lactic AcidLDHA protein, humanL-Lactate DehydrogenaseGlycolysisLactate metabolismLung adenocarcinomaSingle-cell transcriptomeSpatial transcriptomeTumor immune microenvironment

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Registered trials

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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 Socratic graph.