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利用多组学分析阐明线粒体基因缺陷在胃癌进展中的作用。

Utilizing Multi-omics analysis to elucidate the role of mitochondrial gene defects in Gastric cancer progression.

作者信息

Chu Jie, Song Hanying, Fu Kemin, Xiao Wei, Jiang Jiudong, Gan Qixin, Deng Bo

机构信息

Cancer Center, Ziyang Central Hospital, Ziyang, China.

Department of Radiation Oncology, The Sixth Affiliated Hospital, Sun Yat-sen University, Guangzhou, Guangdong, China.

出版信息

PLoS One. 2025 Jun 9;20(6):e0325520. doi: 10.1371/journal.pone.0325520. eCollection 2025.

Abstract

BACKGROUND

Gastric cancer is a leading cause of cancer-related mortality worldwide, with poor survival outcomes despite advances in diagnostic and therapeutic methods. Mitochondrial autophagy, or mitophagy, is crucial for maintaining cellular homeostasis and has significant implications in tumor biology. DUSP1, a bispecific phosphatase regulating MAP kinase activity, has been associated with various cancers, but its role in GC remains unclear.

MATERIALS AND METHODS

In order to gain a deeper understanding of gastric cancer cells, this study utilized bulk RNA-seq data from TCGA and GEO, combined with the MSigDB database, to screen for mitophagy-related genes. Univariate Cox regression and LASSO analysis were employed to further identify key mitophagy-related genes. Single-cell RNA sequencing data from the database was analyzed using Seurat software to investigate the mitochondrial autophagy genes in each candidate gastric tissue. To clarify the functional pathways involved, enrichment analysis and differential gene expression analysis were conducted. The characteristics of the immune microenvironment were assessed using the CIBERSORT R package. Additionally, both the ssGSEA algorithm and the CIBERSORT algorithm were utilized to evaluate changes and effects in immunological characteristics during gastric cancer pathogenesis.

RESULTS

We identified eight prognostic genes-STX10, CDC37, VPS35, RCAN1, TRIM25, DUSP1, SEC23A, and GLT8D1-using LASSO-Cox regression analysis. RCAN1 and DUSP1 are strongly positively correlated, while DUSP1 is strongly negatively correlated with TRIM25, and CDC37 is strongly negatively correlated with SEC23A. By incorporating mitochondrial autophagy scores and clinical characteristics, we established a prognostic model that accurately predicts the 3-year survival status of gastric cancer (GC) patients. Additionally, our single-cell analysis identified DUSP1 as a key mitophagy-related gene. Functional studies demonstrated that DUSP1 knockdown significantly inhibits GC cell proliferation and migration.

CONCLUSION

In this study, we developed a risk score based on eight mitochondrial autophagy-related genes and analyzed their expression across different cell types using single-cell analysis. DUSP1 stood out as a key player in gastric cancer progression, with higher expression in tumor tissues and a significant role in cell proliferation, apoptosis, and drug resistance. Our research also linked this risk score to tumor microenvironment immune cell infiltration and tumor mutational burden, revealing distinct high and low-risk groups in gastric cancer patients. This risk score holds potential for improving patient survival assessment and guiding personalized treatment, including enhancing immunotherapy efficacy.

摘要

背景

胃癌是全球癌症相关死亡的主要原因,尽管诊断和治疗方法取得了进展,但生存结果仍然不佳。线粒体自噬,即线粒体吞噬,对于维持细胞内稳态至关重要,并且在肿瘤生物学中具有重要意义。双特异性磷酸酶1(DUSP1)可调节丝裂原活化蛋白激酶活性,与多种癌症相关,但其在胃癌中的作用仍不清楚。

材料与方法

为了更深入地了解胃癌细胞,本研究利用来自癌症基因组图谱(TCGA)和基因表达综合数据库(GEO)的大量RNA测序数据,并结合分子特征数据库(MSigDB),筛选线粒体自噬相关基因。采用单因素Cox回归和套索分析进一步鉴定关键的线粒体自噬相关基因。使用Seurat软件分析数据库中的单细胞RNA测序数据,以研究每个候选胃组织中的线粒体自噬基因。为了阐明所涉及的功能途径,进行了富集分析和差异基因表达分析。使用CIBERSORT R包评估免疫微环境的特征。此外,还利用单样本基因集富集分析(ssGSEA)算法和CIBERSORT算法评估胃癌发病机制中免疫特征的变化和影响。

结果

我们通过套索 - Cox回归分析确定了8个预后基因—— syntaxin 10(STX10)、细胞周期蛋白依赖性激酶37(CDC37)、溶酶体蛋白分选相关蛋白35(VPS35)、钙调神经磷酸酶1(RCAN1)、三聚体基序蛋白25(TRIM25)、双特异性磷酸酶1(DUSP1)、分泌因子23A(SEC23A)和β-1,4-半乳糖基转移酶8结构域包含蛋白1(GLT8D1)。RCAN1与DUSP1呈强正相关,而DUSP1与TRIM25呈强负相关,CDC37与SEC23A呈强负相关。通过纳入线粒体自噬评分和临床特征,我们建立了一个预后模型,该模型能够准确预测胃癌患者的3年生存状态。此外,我们的单细胞分析确定DUSP1是关键的线粒体自噬相关基因。功能研究表明,敲低DUSP1可显著抑制胃癌细胞的增殖和迁移。

结论

在本研究中,我们基于8个线粒体自噬相关基因开发了一个风险评分,并使用单细胞分析分析了它们在不同细胞类型中的表达。DUSP1在胃癌进展中脱颖而出,在肿瘤组织中表达较高,并且在细胞增殖、凋亡和耐药性中起重要作用。我们的研究还将这个风险评分与肿瘤微环境免疫细胞浸润和肿瘤突变负荷联系起来,揭示了胃癌患者中明显的高风险和低风险组。这个风险评分在改善患者生存评估和指导个性化治疗(包括提高免疫治疗疗效)方面具有潜力。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e1d2/12148105/68a48878c3bb/pone.0325520.g001.jpg

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