# Exploring the Glycolytic Mechanisms in “Driver Gene-Negative” Lung Adenocarcinoma (LUAD): A Single-Cell RNA Sequencing Approach to Identify the MIF-HIF-1α Axis

**Authors:** Hao-Shuai Yang, Yuan-Hao Li, Qi Chen, Hong-He Luo, Qi-Duo Yu, Yu Han, Weijie Zhu, Jin Zhang, Chao-Yang Liang

PMC · DOI: 10.7150/jca.119149 · 2025-10-10

## TL;DR

This study explores glycolysis in lung adenocarcinoma without driver genes, identifying a key pathway involving MIF and HIF-1α that could lead to new treatments.

## Contribution

The study identifies the MIF-HIF-1α axis as a novel therapeutic target in driver gene-negative lung adenocarcinoma.

## Key findings

- Glycolysis pathway is significantly enriched in driver gene-negative LUAD.
- Six glycolysis-related genes are linked to poor prognosis in LUAD patients.
- MIF and HIF-1α form a feedback loop promoting glycolysis and cancer progression.

## Abstract

Background: Patients with "driver gene-negative" LUAD lack effective targeted therapies. This study aimed to elucidate the role of the glycolysis pathway in driver gene-negative LUAD to identify key genes and potential therapeutic targets.

Methods: Bulk RNA sequencing data from 49 patients with driver gene-negative LUAD were analyzed. The driver gene-negative status of patients was confirmed by immunoblotting. Gene set enrichment analysis (GSEA) was conducted on six hallmark pathways related to glycolysis. Additionally, key genes were identified and a risk score model was constructed. Finally, single-cell RNA sequencing data were processed using the Seurat package for data cleaning, dimensionality reduction clustering, and cell type identification.

Results: GSEA analysis revealed significant enrichment of the glycolysis pathway in driver gene-negative LUAD. Differential expression analysis identified 144 genes associated with the glycolysis pathway. Six glycolysis-related genes (ANKZF1, GPR87, KIF2A, LCT, MIF, SDHC) were identified associated with poor prognosis. Single-cell sequencing analysis validated the key role of MIF in the glycolysis process and revealed a positive feedback regulatory axis between MIF and HIF-1α, which may promoting glycolysis and malignant transformation.

Conclusion: This study elucidated glucose metabolic reprogramming mechanisms and highlighted the MIF-HIF-1α axis as a promising therapeutic target in "driver gene-negative" LUAD, which may offer new avenues for improving outcomes, particularly those lacking conventional targeted therapy options.

## Linked entities

- **Genes:** ANKZF1 (ankyrin repeat and zinc finger peptidyl tRNA hydrolase 1) [NCBI Gene 55139], GPR87 (G protein-coupled receptor 87) [NCBI Gene 53836], KIF2A (kinesin family member 2A) [NCBI Gene 3796], LCT (lactase) [NCBI Gene 3938], MIF (macrophage migration inhibitory factor) [NCBI Gene 4282], SDHC (succinate dehydrogenase complex subunit C) [NCBI Gene 6391], HIF1A (hypoxia inducible factor 1 subunit alpha) [NCBI Gene 3091]
- **Diseases:** lung adenocarcinoma (MONDO:0005061)

## Full-text entities

- **Genes:** LCT (lactase) [NCBI Gene 3938] {aka LAC, LPH, LPH1}, HIF1A (hypoxia inducible factor 1 subunit alpha) [NCBI Gene 3091] {aka HIF-1-alpha, HIF-1A, HIF-1alpha, HIF1, HIF1-ALPHA, MOP1}, GPR87 (G protein-coupled receptor 87) [NCBI Gene 53836] {aka FKSG78, GPR95, KPG_002}, ANKZF1 (ankyrin repeat and zinc finger peptidyl tRNA hydrolase 1) [NCBI Gene 55139] {aka Vms1, ZNF744}, KIF2A (kinesin family member 2A) [NCBI Gene 3796] {aka CDCBM3, HK2, KIF2}, MIF (macrophage migration inhibitory factor) [NCBI Gene 4282] {aka GIF, GLIF, MMIF}, SDHC (succinate dehydrogenase complex subunit C) [NCBI Gene 6391] {aka CYB560, CYBL, PGL3, PPGL3, QPS1, SDH3}
- **Diseases:** LUAD (MESH:D000077192)
- **Chemicals:** glucose (MESH:D005947)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Figures

6 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12595263/full.md

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Source: https://tomesphere.com/paper/PMC12595263