氨诱导的胃腺癌细胞死亡和GLS1的综合分析:对预后和治疗策略的影响。

IF 6 2区 医学 Q1 ONCOLOGY
Bing Du, Jiantao Dong, Qingmin Gao, Zhaoqiang Yin, Junping Yang, Shaowei Ma, Chunyi Song, Huan Ren, Zixin Yang
{"title":"氨诱导的胃腺癌细胞死亡和GLS1的综合分析:对预后和治疗策略的影响。","authors":"Bing Du, Jiantao Dong, Qingmin Gao, Zhaoqiang Yin, Junping Yang, Shaowei Ma, Chunyi Song, Huan Ren, Zixin Yang","doi":"10.1186/s12935-025-03982-w","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>Gastric cancer, primarily manifested as gastric adenocarcinoma (STAD), remains one of the leading causes of cancer-related deaths worldwide. Ammonia-induced cell death (AID), a newly discovered form of cell death, has gained attention due to its unique mechanisms, including lysosomal alkalinization and mitochondrial dysfunction. However, the role of AID in STAD, particularly its impact on immune regulation and patient prognosis, remains unclear.</p><p><strong>Methods: </strong>This study integrated bulk RNA-seq and single-cell RNA-seq (scRNA-seq) data. The Seurat package was used for single-cell gene expression analysis, clustering different cell types, and AID scoring. CellChat software analyzed the ligand-receptor interactions between immune cell subtypes. Differential expression analysis (DEGs) and GO/KEGG enrichment identified key genes associated with AID. We constructed a prognostic risk model based on these findings. Immune cell infiltration was analyzed using the \"GSVA\" and \"xCell\" packages. In vitro experiments were conducted on HGC-27 and MKN45 gastric cancer cell lines, where GLS1 was knocked down using siRNA to assess the effects on cell proliferation, migration, invasion, and lysosomal function. Additionally, drug sensitivity tests were used to evaluate the impact of GLS1 overexpression on resistance to various anticancer drugs.</p><p><strong>Results: </strong>Single-cell clustering analysis revealed that T cells had significantly higher ammonia-induced cell death (AID) scores, leading to the classification of cells into high-AID and low-AID groups. Gene expression analysis and pathway enrichment showed significant enrichment in lysosomal and mitochondrial pathways, consistent with known AID mechanisms. A prognostic risk model based on five key genes (C1QA, MARCKSL1, GLS1, N4BP2L2, and CD68) effectively classified patients into high-risk and low-risk groups, with the high-risk group showing stronger immune cell infiltration, including CD4 + and CD8 + T cells, dendritic cells, and macrophages. Among the model genes, GLS1 was identified as the most significant prognostic factor, the strongest risk factor, and the most central gene in the interaction network. In vitro experiments showed that GLS1 inhibition led to increased ammonia levels, elevated lysosomal pH, and reduced lysosomal function, thereby enhancing AID expression. Furthermore, GLS1 overexpression significantly promoted cell proliferation, migration, and tumor growth. Finally, gastric cancer cells with GLS1 overexpression exhibited resistance to multiple anticancer drugs, highlighting the potential value of GLS1 as a therapeutic target.</p><p><strong>Conclusion: </strong>The AID model is a promising biomarker for accurately determining survival and predicting the effectiveness of immunotherapy in STAD patients. GLS1 plays a crucial role in driving tumor proliferation and migration and may act as a potential tumor biomarker of STAD.</p>","PeriodicalId":9385,"journal":{"name":"Cancer Cell International","volume":"25 1","pages":"342"},"PeriodicalIF":6.0000,"publicationDate":"2025-10-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12506025/pdf/","citationCount":"0","resultStr":"{\"title\":\"Comprehensive analysis of ammonia-induced cell death and GLS1 in gastric adenocarcinoma: implications for prognosis and therapeutic strategies.\",\"authors\":\"Bing Du, Jiantao Dong, Qingmin Gao, Zhaoqiang Yin, Junping Yang, Shaowei Ma, Chunyi Song, Huan Ren, Zixin Yang\",\"doi\":\"10.1186/s12935-025-03982-w\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Background: </strong>Gastric cancer, primarily manifested as gastric adenocarcinoma (STAD), remains one of the leading causes of cancer-related deaths worldwide. Ammonia-induced cell death (AID), a newly discovered form of cell death, has gained attention due to its unique mechanisms, including lysosomal alkalinization and mitochondrial dysfunction. However, the role of AID in STAD, particularly its impact on immune regulation and patient prognosis, remains unclear.</p><p><strong>Methods: </strong>This study integrated bulk RNA-seq and single-cell RNA-seq (scRNA-seq) data. The Seurat package was used for single-cell gene expression analysis, clustering different cell types, and AID scoring. CellChat software analyzed the ligand-receptor interactions between immune cell subtypes. Differential expression analysis (DEGs) and GO/KEGG enrichment identified key genes associated with AID. We constructed a prognostic risk model based on these findings. Immune cell infiltration was analyzed using the \\\"GSVA\\\" and \\\"xCell\\\" packages. In vitro experiments were conducted on HGC-27 and MKN45 gastric cancer cell lines, where GLS1 was knocked down using siRNA to assess the effects on cell proliferation, migration, invasion, and lysosomal function. Additionally, drug sensitivity tests were used to evaluate the impact of GLS1 overexpression on resistance to various anticancer drugs.</p><p><strong>Results: </strong>Single-cell clustering analysis revealed that T cells had significantly higher ammonia-induced cell death (AID) scores, leading to the classification of cells into high-AID and low-AID groups. Gene expression analysis and pathway enrichment showed significant enrichment in lysosomal and mitochondrial pathways, consistent with known AID mechanisms. A prognostic risk model based on five key genes (C1QA, MARCKSL1, GLS1, N4BP2L2, and CD68) effectively classified patients into high-risk and low-risk groups, with the high-risk group showing stronger immune cell infiltration, including CD4 + and CD8 + T cells, dendritic cells, and macrophages. Among the model genes, GLS1 was identified as the most significant prognostic factor, the strongest risk factor, and the most central gene in the interaction network. In vitro experiments showed that GLS1 inhibition led to increased ammonia levels, elevated lysosomal pH, and reduced lysosomal function, thereby enhancing AID expression. Furthermore, GLS1 overexpression significantly promoted cell proliferation, migration, and tumor growth. Finally, gastric cancer cells with GLS1 overexpression exhibited resistance to multiple anticancer drugs, highlighting the potential value of GLS1 as a therapeutic target.</p><p><strong>Conclusion: </strong>The AID model is a promising biomarker for accurately determining survival and predicting the effectiveness of immunotherapy in STAD patients. GLS1 plays a crucial role in driving tumor proliferation and migration and may act as a potential tumor biomarker of STAD.</p>\",\"PeriodicalId\":9385,\"journal\":{\"name\":\"Cancer Cell International\",\"volume\":\"25 1\",\"pages\":\"342\"},\"PeriodicalIF\":6.0000,\"publicationDate\":\"2025-10-08\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12506025/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Cancer Cell International\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1186/s12935-025-03982-w\",\"RegionNum\":2,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"ONCOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Cancer Cell International","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1186/s12935-025-03982-w","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ONCOLOGY","Score":null,"Total":0}
引用次数: 0

摘要

背景:胃癌,主要表现为胃腺癌(STAD),仍然是全球癌症相关死亡的主要原因之一。氨诱导细胞死亡(AID)是一种新发现的细胞死亡形式,由于其独特的机制,包括溶酶体碱化和线粒体功能障碍而受到关注。然而,aids在STAD中的作用,特别是其对免疫调节和患者预后的影响尚不清楚。方法:本研究整合了大量RNA-seq和单细胞RNA-seq (scRNA-seq)数据。Seurat包用于单细胞基因表达分析,不同细胞类型的聚类和AID评分。CellChat软件分析了免疫细胞亚型之间的配体-受体相互作用。差异表达分析(DEGs)和GO/KEGG富集鉴定了与AID相关的关键基因。基于这些发现,我们构建了一个预后风险模型。免疫细胞浸润分析采用“GSVA”和“xCell”包。在HGC-27和MKN45胃癌细胞系上进行体外实验,利用siRNA敲除GLS1,评估其对细胞增殖、迁移、侵袭和溶酶体功能的影响。此外,采用药物敏感性试验评估GLS1过表达对各种抗癌药物耐药的影响。结果:单细胞聚类分析显示,T细胞具有明显较高的氨诱导细胞死亡(AID)评分,导致细胞分为高AID组和低AID组。基因表达分析和途径富集显示溶酶体和线粒体途径显著富集,与已知的AID机制一致。基于5个关键基因(C1QA、MARCKSL1、GLS1、N4BP2L2和CD68)的预后风险模型有效地将患者分为高危和低危组,高危组免疫细胞浸润更强,包括CD4 +和CD8 + T细胞、树突状细胞和巨噬细胞。在模型基因中,GLS1被确定为最显著的预后因素,最强的危险因素,在相互作用网络中最核心的基因。体外实验表明,GLS1抑制导致氨水平升高,溶酶体pH升高,溶酶体功能降低,从而增强AID表达。此外,GLS1过表达显著促进细胞增殖、迁移和肿瘤生长。最后,GLS1过表达的胃癌细胞表现出对多种抗癌药物的耐药性,凸显了GLS1作为治疗靶点的潜在价值。结论:AID模型是一种很有前景的生物标志物,可以准确判断STAD患者的生存和预测免疫治疗的有效性。GLS1在驱动肿瘤增殖和迁移中起着至关重要的作用,可能是STAD潜在的肿瘤生物标志物。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Comprehensive analysis of ammonia-induced cell death and GLS1 in gastric adenocarcinoma: implications for prognosis and therapeutic strategies.

Background: Gastric cancer, primarily manifested as gastric adenocarcinoma (STAD), remains one of the leading causes of cancer-related deaths worldwide. Ammonia-induced cell death (AID), a newly discovered form of cell death, has gained attention due to its unique mechanisms, including lysosomal alkalinization and mitochondrial dysfunction. However, the role of AID in STAD, particularly its impact on immune regulation and patient prognosis, remains unclear.

Methods: This study integrated bulk RNA-seq and single-cell RNA-seq (scRNA-seq) data. The Seurat package was used for single-cell gene expression analysis, clustering different cell types, and AID scoring. CellChat software analyzed the ligand-receptor interactions between immune cell subtypes. Differential expression analysis (DEGs) and GO/KEGG enrichment identified key genes associated with AID. We constructed a prognostic risk model based on these findings. Immune cell infiltration was analyzed using the "GSVA" and "xCell" packages. In vitro experiments were conducted on HGC-27 and MKN45 gastric cancer cell lines, where GLS1 was knocked down using siRNA to assess the effects on cell proliferation, migration, invasion, and lysosomal function. Additionally, drug sensitivity tests were used to evaluate the impact of GLS1 overexpression on resistance to various anticancer drugs.

Results: Single-cell clustering analysis revealed that T cells had significantly higher ammonia-induced cell death (AID) scores, leading to the classification of cells into high-AID and low-AID groups. Gene expression analysis and pathway enrichment showed significant enrichment in lysosomal and mitochondrial pathways, consistent with known AID mechanisms. A prognostic risk model based on five key genes (C1QA, MARCKSL1, GLS1, N4BP2L2, and CD68) effectively classified patients into high-risk and low-risk groups, with the high-risk group showing stronger immune cell infiltration, including CD4 + and CD8 + T cells, dendritic cells, and macrophages. Among the model genes, GLS1 was identified as the most significant prognostic factor, the strongest risk factor, and the most central gene in the interaction network. In vitro experiments showed that GLS1 inhibition led to increased ammonia levels, elevated lysosomal pH, and reduced lysosomal function, thereby enhancing AID expression. Furthermore, GLS1 overexpression significantly promoted cell proliferation, migration, and tumor growth. Finally, gastric cancer cells with GLS1 overexpression exhibited resistance to multiple anticancer drugs, highlighting the potential value of GLS1 as a therapeutic target.

Conclusion: The AID model is a promising biomarker for accurately determining survival and predicting the effectiveness of immunotherapy in STAD patients. GLS1 plays a crucial role in driving tumor proliferation and migration and may act as a potential tumor biomarker of STAD.

求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
CiteScore
10.90
自引率
1.70%
发文量
360
审稿时长
1 months
期刊介绍: Cancer Cell International publishes articles on all aspects of cancer cell biology, originating largely from, but not limited to, work using cell culture techniques. The journal focuses on novel cancer studies reporting data from biological experiments performed on cells grown in vitro, in two- or three-dimensional systems, and/or in vivo (animal experiments). These types of experiments have provided crucial data in many fields, from cell proliferation and transformation, to epithelial-mesenchymal interaction, to apoptosis, and host immune response to tumors. Cancer Cell International also considers articles that focus on novel technologies or novel pathways in molecular analysis and on epidemiological studies that may affect patient care, as well as articles reporting translational cancer research studies where in vitro discoveries are bridged to the clinic. As such, the journal is interested in laboratory and animal studies reporting on novel biomarkers of tumor progression and response to therapy and on their applicability to human cancers.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信