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多组学分析揭示自噬相关基因AGT在结直肠癌化疗耐药中的作用及其抑制剂的治疗潜力。

Multi-omics analysis reveals the role of the autophagy-related gene AGT in chemotherapy resistance in colorectal cancer and the therapeutic potential of its inhibitors.

作者信息

Cai Wenjiao, Xiang Tao, Liu Xiaoli, Fu Chong

机构信息

Department of Nephrology, Anqing Municipal Hospital, 352#, Renmin Road, Anqing, 246000, Anhui, PR China.

Department of Laboratory Medicine, Chonggang General Hospital, Chongqing, 400080, PR China.

出版信息

Discov Oncol. 2024 Nov 18;15(1):674. doi: 10.1007/s12672-024-01545-5.

DOI:10.1007/s12672-024-01545-5
PMID:39557714
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11573956/
Abstract

BACKGROUND

Autophagy is a crucial mechanism for maintaining cellular homeostasis and responding to environmental stress, and it is closely linked to tumor drug resistance. Through multi-omics analysis, this study explores the expression patterns, functions, and potential role of the autophagy-related gene Angiotensinogen (AGT) in colorectal cancer (CRC), particularly in relation to chemotherapy resistance.

METHODS

This study first compared AGT expression between CRC and normal tissues using the GTEx and TCGA databases. Differences in expression were assessed using Wilcoxon Rank Sum Tests, and the prognostic impact of AGT was evaluated through univariate Cox survival analysis and meta-analysis. Functional enrichment was performed using the limma and fgsea packages. Drug sensitivity analysis was conducted based on the CTRP database, while immune infiltration was assessed using the CIBERSORT and ESTIMATE methods. Spatial transcriptomic characteristics were explored through 10x Visium technology and deconvolution analysis to investigate the correlation between AGT expression levels and tumor cell content.scRNA-seq data from CRC tissues were sourced from Tumor Immune Single Cell Hub (TISCH).Functional annotation was performed with Single-sample gene set enrichment analysis (SSGSEA), and pseudotime analysis using Monocle 2 mapped their developmental trajectories. The potential of AGT inhibitors in the treatment of CRC was analyzed using drug-target Mendelian randomization.Finally, Phenome-Wide Association Study (PheWAS) was conducted to evaluate genetic associations and potential side effects of AGT inhibitors.

RESULTS

AGT expression was significantly higher in CRC tissues compared to normal tissues and was associated with shorter recurrence-free survival (RFS). Autophagy signaling pathways were markedly enriched in the high AGT expression group. AGT expression was positively correlated with resistance to chemotherapeutic agents such as gemcitabine, cisplatin, paclitaxel, and 5-fluorouracil. Spatial transcriptomic analysis revealed that AGT was predominantly expressed in malignant tumor regions. Single-cell analysis identified 21 distinct cell subpopulations across 13 major types. AGT expression was significantly higher in tumor samples, especially in the fibroblast C6 subpopulation. Tumor-related pathways were enriched in C1, C5, C6, and C8 subpopulations. Pseudotime analysis revealed that these subpopulations, particularly C6, were in terminal developmental stages.Drug-target Mendelian randomization analysis indicated a negative causal relationship between AGT inhibitors and the risk of both heart failure(ORdrug = 0.950, 95% CI, 0.912-0.990; P = 0.014) and CRC(ORdrug = 0.874, 95% CI: 0.792-0.964; P = 0.007).PheWAS analysis showed no genetic associations between AGT inhibitors and other traits, indicating its specificity and low risk of side effects.

CONCLUSION

Elevated AGT expression in CRC is associated with resistance to chemotherapy, and its inhibition may offer a therapeutic avenue for the treatment of colorectal cancer.

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/af26/11573956/d7146a7c204c/12672_2024_1545_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/af26/11573956/0c7030ea6d19/12672_2024_1545_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/af26/11573956/3edfc2df43fd/12672_2024_1545_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/af26/11573956/806ecf74569c/12672_2024_1545_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/af26/11573956/21c1a82ef866/12672_2024_1545_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/af26/11573956/5f4d06c894e0/12672_2024_1545_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/af26/11573956/50cd9b26e0df/12672_2024_1545_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/af26/11573956/d7146a7c204c/12672_2024_1545_Fig7_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/af26/11573956/0c7030ea6d19/12672_2024_1545_Fig1_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/af26/11573956/3edfc2df43fd/12672_2024_1545_Fig2_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/af26/11573956/806ecf74569c/12672_2024_1545_Fig3_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/af26/11573956/21c1a82ef866/12672_2024_1545_Fig4_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/af26/11573956/5f4d06c894e0/12672_2024_1545_Fig5_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/af26/11573956/50cd9b26e0df/12672_2024_1545_Fig6_HTML.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/af26/11573956/d7146a7c204c/12672_2024_1545_Fig7_HTML.jpg
摘要

背景

自噬是维持细胞稳态和应对环境应激的关键机制,且与肿瘤耐药性密切相关。本研究通过多组学分析,探究自噬相关基因血管紧张素原(AGT)在结直肠癌(CRC)中的表达模式、功能及潜在作用,特别是与化疗耐药性的关系。

方法

本研究首先使用GTEx和TCGA数据库比较CRC组织与正常组织中AGT的表达。采用Wilcoxon秩和检验评估表达差异,并通过单变量Cox生存分析和荟萃分析评估AGT的预后影响。使用limma和fgsea软件包进行功能富集分析。基于CTRP数据库进行药物敏感性分析,同时使用CIBERSORT和ESTIMATE方法评估免疫浸润情况。通过10x Visium技术和反卷积分析探索空间转录组特征,以研究AGT表达水平与肿瘤细胞含量之间的相关性。CRC组织的scRNA-seq数据来自肿瘤免疫单细胞枢纽(TISCH)。使用单样本基因集富集分析(SSGSEA)进行功能注释,并使用Monocle 2进行伪时间分析以绘制其发育轨迹。使用药物靶点孟德尔随机化分析AGT抑制剂在CRC治疗中的潜力。最后,进行全表型关联研究(PheWAS)以评估AGT抑制剂的遗传关联和潜在副作用。

结果

与正常组织相比,CRC组织中AGT表达显著更高,且与无复发生存期(RFS)缩短相关。自噬信号通路在高AGT表达组中显著富集。AGT表达与对吉西他滨、顺铂、紫杉醇和5-氟尿嘧啶等化疗药物的耐药性呈正相关。空间转录组分析显示AGT主要在恶性肿瘤区域表达。单细胞分析在13种主要类型中鉴定出21个不同的细胞亚群。肿瘤样本中AGT表达显著更高,尤其是在成纤维细胞C6亚群中。肿瘤相关通路在C1、C5、C6和C8亚群中富集。伪时间分析显示这些亚群,特别是C6,处于终末发育阶段。药物靶点孟德尔随机化分析表明AGT抑制剂与心力衰竭风险(ORdrug = 0.950,95%CI,0.912 - 0.990;P = 0.014)和CRC风险(ORdrug = 0.874,95%CI:0.792 - 0.964;P = 0.007)之间均存在负因果关系。PheWAS分析显示AGT抑制剂与其他性状之间无遗传关联,表明其具有特异性且副作用风险低。

结论

CRC中AGT表达升高与化疗耐药相关,抑制AGT可能为结直肠癌治疗提供一条治疗途径。

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