Mao Liao, Yuqing Rao, Molan Li, Jiayang Guo, Kun Guo, Kaiyue Li, Rui Zheng, Yifan Liu, Qianyi Wang, Manni Wang, Duo Chen, Meng Zhang, Yongfeng Wang, Yanzong Zhao, Sheng Li
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Our objective is to employ bioinformatics methods to conduct a comprehensive and in-depth analysis of SLC38A2 across various cancers, aiming to elucidate its role and prognostic value in tumor biology.</p><p><strong>Methods: </strong>By comprehensively incorporating gene expression and clinical data from the TCGA tumor database, GTEx database, Human Protein Atlas, and GEO database, we analyzed the expression profile, mutations, and established prognostic models for SLC38A2 across various cancers. Additionally, we investigated the enrichment of SLC38A2 at the single-cell level in 12 types of cancer and analyzed its temporal expression patterns in different cell subgroups in breast and pancreatic cancer. We also studied the correlation between SLC38A2 and glutathione metabolism.</p><p><strong>Results: </strong>Compared to normal tissues, SLC38A2 exhibits significant differential expression in 15 types of cancer and serves as a prognostic risk factor in BRCA (HR = 1.597, <i>p</i> < 0.05), LUAD (HR = 1.650, <i>p</i> < 0.01), MESO (HR = 2.007, <i>p</i> < 0.05), and PAAD (HR = 1.761, <i>p</i> < 0.05), while acting as a protective factor in KIRC (HR = 0.625, <i>p</i> < 0.05). Furthermore, SLC38A2 is positively correlated with tumor and stromal cells, negatively correlated with immune cell infiltration, and associated with immune exhaustion. In BRCA, SLC38A2 is highly expressed during early differentiation of malignant and stromal cells, and enriched in late differentiation of immune cells. Moreover, the expression of SLC38A2 shows a general positive correlation with glutathione metabolism genes in BRCA, LUAD, MESO, and PAAD, demonstrating diagnostic value.</p><p><strong>Conclusion: </strong>SLC38A2 shows widespread changes in expression patterns within tumor tissues, making it an effective diagnostic and prognostic biomarker. It is enriched in malignant cells and tumor-infiltrating stromal cells, while negatively correlated with the infiltration of many cells involved in anti-tumor immunity. Targeting SLC38A2 presents a viable therapeutic strategy by inhibiting glutamine competition and relieving immune suppression in the tumor microenvironment.</p>","PeriodicalId":12750,"journal":{"name":"Frontiers in Genetics","volume":"16 ","pages":"1658299"},"PeriodicalIF":2.8000,"publicationDate":"2025-09-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12483874/pdf/","citationCount":"0","resultStr":"{\"title\":\"Panoramic analysis of the biological function and clinical value of SLC38A2 in human cancers: a study based on pan-cancer and single-cell analysis.\",\"authors\":\"Mao Liao, Yuqing Rao, Molan Li, Jiayang Guo, Kun Guo, Kaiyue Li, Rui Zheng, Yifan Liu, Qianyi Wang, Manni Wang, Duo Chen, Meng Zhang, Yongfeng Wang, Yanzong Zhao, Sheng Li\",\"doi\":\"10.3389/fgene.2025.1658299\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>Glutamine metabolic reprogramming is a hallmark of tumor progression and is highly correlated with poor clinical outcomes. 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Additionally, we investigated the enrichment of SLC38A2 at the single-cell level in 12 types of cancer and analyzed its temporal expression patterns in different cell subgroups in breast and pancreatic cancer. We also studied the correlation between SLC38A2 and glutathione metabolism.</p><p><strong>Results: </strong>Compared to normal tissues, SLC38A2 exhibits significant differential expression in 15 types of cancer and serves as a prognostic risk factor in BRCA (HR = 1.597, <i>p</i> < 0.05), LUAD (HR = 1.650, <i>p</i> < 0.01), MESO (HR = 2.007, <i>p</i> < 0.05), and PAAD (HR = 1.761, <i>p</i> < 0.05), while acting as a protective factor in KIRC (HR = 0.625, <i>p</i> < 0.05). Furthermore, SLC38A2 is positively correlated with tumor and stromal cells, negatively correlated with immune cell infiltration, and associated with immune exhaustion. 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引用次数: 0
摘要
背景:谷氨酰胺代谢重编程是肿瘤进展的标志,与不良临床结果高度相关。肿瘤细胞对谷氨酰胺的过度摄取是导致肿瘤细胞广泛侵袭、转移和免疫抑制的关键因素。SLC38A2是一种广泛表达于肿瘤细胞表面的氨基酸转运蛋白,其在肿瘤进展中的功能和预后意义尚未得到深入研究。我们的目标是利用生物信息学方法对SLC38A2在各种肿瘤中的作用进行全面深入的分析,旨在阐明其在肿瘤生物学中的作用和预后价值。方法:综合TCGA肿瘤数据库、GTEx数据库、Human Protein Atlas和GEO数据库的基因表达和临床数据,分析SLC38A2在不同肿瘤中的表达谱、突变,建立预后模型。此外,我们研究了SLC38A2在12种癌症中单细胞水平的富集情况,并分析了其在乳腺癌和胰腺癌不同细胞亚群中的时间表达模式。我们还研究了SLC38A2与谷胱甘肽代谢的相关性。结果:与正常组织相比,SLC38A2在15种肿瘤中表达有显著差异,在BRCA (HR = 1.597, p < 0.05)、LUAD (HR = 1.650, p < 0.01)、MESO (HR = 2.007, p < 0.05)、PAAD (HR = 1.761, p < 0.05)中是预后危险因素,在KIRC中是保护因素(HR = 0.625, p < 0.05)。SLC38A2与肿瘤和基质细胞呈正相关,与免疫细胞浸润负相关,与免疫衰竭相关。在BRCA中,SLC38A2在恶性细胞和基质细胞早期分化时高表达,在免疫细胞晚期分化时富集。SLC38A2的表达与BRCA、LUAD、MESO、PAAD的谷胱甘肽代谢基因普遍呈正相关,具有诊断价值。结论:SLC38A2在肿瘤组织中表达模式广泛改变,是一种有效的诊断和预后生物标志物。它在恶性细胞和肿瘤浸润间质细胞中富集,与许多参与抗肿瘤免疫的细胞浸润呈负相关。靶向SLC38A2通过抑制谷氨酰胺竞争和缓解肿瘤微环境中的免疫抑制,提出了一种可行的治疗策略。
Panoramic analysis of the biological function and clinical value of SLC38A2 in human cancers: a study based on pan-cancer and single-cell analysis.
Background: Glutamine metabolic reprogramming is a hallmark of tumor progression and is highly correlated with poor clinical outcomes. The excessive uptake of glutamine by tumor cells is a key factor contributing to widespread invasion, metastasis, and immune suppression. SLC38A2, an amino acid transporter widely expressed on the surface of tumor cells, has not been thoroughly studied regarding its function and prognostic significance in tumor progression. Our objective is to employ bioinformatics methods to conduct a comprehensive and in-depth analysis of SLC38A2 across various cancers, aiming to elucidate its role and prognostic value in tumor biology.
Methods: By comprehensively incorporating gene expression and clinical data from the TCGA tumor database, GTEx database, Human Protein Atlas, and GEO database, we analyzed the expression profile, mutations, and established prognostic models for SLC38A2 across various cancers. Additionally, we investigated the enrichment of SLC38A2 at the single-cell level in 12 types of cancer and analyzed its temporal expression patterns in different cell subgroups in breast and pancreatic cancer. We also studied the correlation between SLC38A2 and glutathione metabolism.
Results: Compared to normal tissues, SLC38A2 exhibits significant differential expression in 15 types of cancer and serves as a prognostic risk factor in BRCA (HR = 1.597, p < 0.05), LUAD (HR = 1.650, p < 0.01), MESO (HR = 2.007, p < 0.05), and PAAD (HR = 1.761, p < 0.05), while acting as a protective factor in KIRC (HR = 0.625, p < 0.05). Furthermore, SLC38A2 is positively correlated with tumor and stromal cells, negatively correlated with immune cell infiltration, and associated with immune exhaustion. In BRCA, SLC38A2 is highly expressed during early differentiation of malignant and stromal cells, and enriched in late differentiation of immune cells. Moreover, the expression of SLC38A2 shows a general positive correlation with glutathione metabolism genes in BRCA, LUAD, MESO, and PAAD, demonstrating diagnostic value.
Conclusion: SLC38A2 shows widespread changes in expression patterns within tumor tissues, making it an effective diagnostic and prognostic biomarker. It is enriched in malignant cells and tumor-infiltrating stromal cells, while negatively correlated with the infiltration of many cells involved in anti-tumor immunity. Targeting SLC38A2 presents a viable therapeutic strategy by inhibiting glutamine competition and relieving immune suppression in the tumor microenvironment.
Frontiers in GeneticsBiochemistry, Genetics and Molecular Biology-Molecular Medicine
CiteScore
5.50
自引率
8.10%
发文量
3491
审稿时长
14 weeks
期刊介绍:
Frontiers in Genetics publishes rigorously peer-reviewed research on genes and genomes relating to all the domains of life, from humans to plants to livestock and other model organisms. Led by an outstanding Editorial Board of the world’s leading experts, this multidisciplinary, open-access journal is at the forefront of communicating cutting-edge research to researchers, academics, clinicians, policy makers and the public.
The study of inheritance and the impact of the genome on various biological processes is well documented. However, the majority of discoveries are still to come. A new era is seeing major developments in the function and variability of the genome, the use of genetic and genomic tools and the analysis of the genetic basis of various biological phenomena.