Integrated Weighted Gene Co-Expression Network and Single-Cell RNA Sequencing Analyses Reveal the Prognostic Significance of Hypoxia in Gastric Cancer

<b>Background:</b> Hypoxia is a key driver of cancer progression. However, its specific prognostic significance in gastric cancer (GC) remains insufficiently characterized. <b>Methods:</b> Single-sample gene set enrichment analysis (ssGSEA), weighted gene co-expression network analysis (WGCNA), univariate Cox regression, and least absolute shrinkage and selection operator (LASSO) regression were employed to identify a hypoxia-related prognostic signature. Subsequently, immune microenvironment profiling and single-cell RNA sequencing analyses were employed to further characterize the biological characteristics of the signature. In addition, quantitative real-time polymerase chain reaction (qPCR) was used to validate the expression levels of key hypoxia-associated genes in human GC tissues. <b>Results:</b> Elevated hypoxia levels were linked to worse survival outcomes in GC patients. Through integrated WGCNA, Cox, and LASSO analyses, a hypoxia-related prognostic signature (HYS) consisting of four genes-<i>SPARC</i>, <i>AXL</i>, <i>NRP1</i>, and <i>VCAN</i>-was established. Patients in the HYS-high group exhibited markedly poorer overall survival than their HYS-low counterparts [<i>p</i> = 0.000126, hazard ratio (HR) = 1.936]. Moreover, the HYS-high group exhibited increased infiltration of resting CD4<sup>+</sup> memory T cells, monocytes, M2 macrophages, and resting mast cells, as well as elevated expression of immunosuppressive molecules, including <i>PDCD1LG2</i> and <i>HAVCR2</i>. Single-cell RNA sequencing analysis revealed that the signature genes were predominantly expressed in cancer-associated fibroblasts. Consistently, qPCR analysis in five paired GC and para-carcinoma tissues confirmed higher expression of these genes in tumor samples (<i>p</i> < 0.01). <b>Conclusions:</b> Our findings indicate that hypoxia is a critical determinant of prognosis in GC and is closely associated with an immunosuppressive tumor microenvironment, highlighting its potential value as a prognostic biomarker and therapeutic target.

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Journal
Biomedicines
Published
2026-02-13
DOI
https://doi.org/10.3390/biomedicines14020425
Primary Topic
Ferroptosis and cancer prognosis
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article
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article

Integrated Weighted Gene Co-Expression Network and Single-Cell RNA Sequencing Analyses Reveal the Prognostic Significance of Hypoxia in Gastric Cancer

Sicheng Cai, Yongfang Yao, Heng Shi, R. Lin et al.
Biomedicines
Ferroptosis and cancer prognosis
article

Integrated Weighted Gene Co-Expression Network and Single-Cell RNA Sequencing Analyses Reveal the Prognostic Significance of Hypoxia in Gastric Cancer

Sicheng Cai, Yongfang Yao, Heng Shi, R. Lin, Kan Wang, Y. Liu, Chen Jiang, Xingge Li, Hailing Yao
article en

Abstract

<b>Background:</b> Hypoxia is a key driver of cancer progression. However, its specific prognostic significance in gastric cancer (GC) remains insufficiently characterized. <b>Methods:</b> Single-sample gene set enrichment analysis (ssGSEA), weighted gene co-expression network analysis (WGCNA), univariate Cox regression, and least absolute shrinkage and selection operator (LASSO) regression were employed to identify a hypoxia-related prognostic signature. Subsequently, immune microenvironment profiling and single-cell RNA sequencing analyses were employed to further characterize the biological characteristics of the signature. In addition, quantitative real-time polymerase chain reaction (qPCR) was used to validate the expression levels of key hypoxia-associated genes in human GC tissues. <b>Results:</b> Elevated hypoxia levels were linked to worse survival outcomes in GC patients. Through integrated WGCNA, Cox, and LASSO analyses, a hypoxia-related prognostic signature (HYS) consisting of four genes-<i>SPARC</i>, <i>AXL</i>, <i>NRP1</i>, and <i>VCAN</i>-was established. Patients in the HYS-high group exhibited markedly poorer overall survival than their HYS-low counterparts [<i>p</i> = 0.000126, hazard ratio (HR) = 1.936]. Moreover, the HYS-high group exhibited increased infiltration of resting CD4<sup>+</sup> memory T cells, monocytes, M2 macrophages, and resting mast cells, as well as elevated expression of immunosuppressive molecules, including <i>PDCD1LG2</i> and <i>HAVCR2</i>. Single-cell RNA sequencing analysis revealed that the signature genes were predominantly expressed in cancer-associated fibroblasts. Consistently, qPCR analysis in five paired GC and para-carcinoma tissues confirmed higher expression of these genes in tumor samples (<i>p</i> < 0.01). <b>Conclusions:</b> Our findings indicate that hypoxia is a critical determinant of prognosis in GC and is closely associated with an immunosuppressive tumor microenvironment, highlighting its potential value as a prognostic biomarker and therapeutic target.

BiomedicinesVol. 14(2)
Union Hospital (HK), Tongji Hospital (CN), Huazhong University of Science and Technology (CN)
No poverty
Openalex Percentile: Top 58%
Ferroptosis and cancer prognosis
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