• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

肝内胆管癌发生、预后及肿瘤免疫微环境中线粒体相关转录组的系统分析:一项多中心队列研究

Systematic profiling of mitochondria-related transcriptome in tumorigenesis, prognosis, and tumor immune microenvironment of intrahepatic cholangiocarcinoma: a multi-center cohort study.

作者信息

Chen Bo, Lu Mengmeng, Chen Qiwen, Zou Enguang, Bo Zhiyuan, Li Jiacheng, Zhao Rui, Zhao Jungang, Yu Zhengping, Chen Gang, Wu Lijun

机构信息

Department of Hepatobiliary Surgery, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China.

Zhejiang-Germany Interdisciplinary Joint Laboratory of Hepatobiliary-Pancreatic Tumor and Bioengineering, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China.

出版信息

Front Genet. 2024 Jul 26;15:1430885. doi: 10.3389/fgene.2024.1430885. eCollection 2024.

DOI:10.3389/fgene.2024.1430885
PMID:39130746
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11310173/
Abstract

BACKGROUND

Mitochondrial dysfunction has been shown to play a critical role in cancer biology. However, its involvement in intrahepatic cholangiocarcinoma (iCCA) remains significantly understudied.

METHODS

RNA sequencing data of 30 pairs of iCCA and paracancerous tissues were collected from the First Affiliated Hospital of Wenzhou Medical University (WMU). The WMU cohort (n = 30) was integrated with public TCGA (n = 30) and GSE107943 (n = 30) datasets to establish a multi-center iCCA cohort. We merged the TCGA and GSE107943 cohorts into an exploration cohort to develop a mitochondria signature for prognosis assessment, and utilized the WMU cohort for external validation. Gene Ontology (GO), Kyoto Encyclopedia of Genes and Genomes (KEGG), and Hallmarker analyses were used for functional interpretation of iCCA associated mitochondria-related genes (MRGs). In addition, unsupervised clustering was performed to identify mitochondria-based iCCA subtypes with the data of three institutions. Further investigations were conducted to examine the impact of mitochondrial dysfunction on drug responses, alteration of the tumor immune microenvironment, and immune responses.

RESULTS

Two hundred and sixty-three iCCA-related MRGs were identified to be related to fatty acid metabolism, oxidative phosphorylation, and apoptosis. Through univariate and multivariate Cox, and LASSO analyses, a mitochondria signature with five optimal MRGs was established to evaluate the prognosis of iCCA patients with the AUC values ranged from 0.785 to 0.928 in the exploration cohort. The signature also exhibited satisfactory performance in the WMU cohort with AUC values of 0.817-0.871, and was identified as an independent risk predictor in both cohorts. Additionally, we found that patients with higher mitochondria score with poor prognosis presented lower infiltration levels of CD4 T-cell, NK cells, and monocytes, and demonstrated higher sensitivity to targeted therapies, including sorafenib. Furthermore, two distant mitochondria-based subtypes were determined, and subtype 2 was associated with shorter survival time and immunosuppressive tumor microenvironment. Finally, the differential protein expression of five key MRGs was verified by Immunohistochemistry.

CONCLUSION

We found mitochondrial dysfunction modulates aberrant metabolism, oxidative stress, immune responses, apoptosis, and drug sensitivity in iCCA. A mitochondria signature and two mitochondria-based iCCA subtypes were identified for clinical risk stratification and immunophenotyping.

摘要

背景

线粒体功能障碍已被证明在癌症生物学中起关键作用。然而,其在肝内胆管癌(iCCA)中的作用仍未得到充分研究。

方法

从温州医科大学附属第一医院收集30对iCCA及癌旁组织的RNA测序数据。将温州医科大学队列(n = 30)与公共的TCGA(n = 30)和GSE107943(n = 30)数据集整合,建立多中心iCCA队列。我们将TCGA和GSE107943队列合并为一个探索队列,以开发用于预后评估的线粒体特征,并利用温州医科大学队列进行外部验证。使用基因本体论(GO)、京都基因与基因组百科全书(KEGG)和标志性分析对iCCA相关的线粒体相关基因(MRG)进行功能解释。此外,利用三个机构的数据进行无监督聚类,以识别基于线粒体的iCCA亚型。进一步研究线粒体功能障碍对药物反应、肿瘤免疫微环境改变和免疫反应的影响。

结果

鉴定出263个与iCCA相关的MRG,它们与脂肪酸代谢、氧化磷酸化和细胞凋亡有关。通过单变量和多变量Cox分析以及LASSO分析,建立了一个包含五个最佳MRG的线粒体特征,用于评估iCCA患者的预后,在探索队列中AUC值范围为0.785至0.928。该特征在温州医科大学队列中也表现出令人满意的性能,AUC值为0.817 - 0.871,并且在两个队列中均被确定为独立的风险预测因子。此外,我们发现线粒体评分较高且预后较差的患者CD4 T细胞、NK细胞和单核细胞的浸润水平较低,并且对包括索拉非尼在内的靶向治疗表现出更高的敏感性。此外,确定了两种不同的基于线粒体的亚型,亚型2与较短的生存时间和免疫抑制性肿瘤微环境相关。最后,通过免疫组织化学验证了五个关键MRG的差异蛋白表达。

结论

我们发现线粒体功能障碍调节iCCA中的异常代谢、氧化应激、免疫反应、细胞凋亡和药物敏感性。鉴定出一个线粒体特征和两种基于线粒体的iCCA亚型,用于临床风险分层和免疫表型分析。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0944/11310173/f15f5a5631bc/fgene-15-1430885-g010.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0944/11310173/c5841a1da3b1/fgene-15-1430885-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0944/11310173/b04272b09ac8/fgene-15-1430885-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0944/11310173/f95cfbc5b246/fgene-15-1430885-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0944/11310173/7d64bd5349de/fgene-15-1430885-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0944/11310173/a97df7e0f372/fgene-15-1430885-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0944/11310173/93fcd47bfab0/fgene-15-1430885-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0944/11310173/838e360a131c/fgene-15-1430885-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0944/11310173/040830ec02ba/fgene-15-1430885-g008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0944/11310173/e4a2c2085436/fgene-15-1430885-g009.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0944/11310173/f15f5a5631bc/fgene-15-1430885-g010.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0944/11310173/c5841a1da3b1/fgene-15-1430885-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0944/11310173/b04272b09ac8/fgene-15-1430885-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0944/11310173/f95cfbc5b246/fgene-15-1430885-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0944/11310173/7d64bd5349de/fgene-15-1430885-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0944/11310173/a97df7e0f372/fgene-15-1430885-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0944/11310173/93fcd47bfab0/fgene-15-1430885-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0944/11310173/838e360a131c/fgene-15-1430885-g007.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0944/11310173/040830ec02ba/fgene-15-1430885-g008.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0944/11310173/e4a2c2085436/fgene-15-1430885-g009.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0944/11310173/f15f5a5631bc/fgene-15-1430885-g010.jpg

相似文献

1
Systematic profiling of mitochondria-related transcriptome in tumorigenesis, prognosis, and tumor immune microenvironment of intrahepatic cholangiocarcinoma: a multi-center cohort study.肝内胆管癌发生、预后及肿瘤免疫微环境中线粒体相关转录组的系统分析:一项多中心队列研究
Front Genet. 2024 Jul 26;15:1430885. doi: 10.3389/fgene.2024.1430885. eCollection 2024.
2
Machine Learning-based Development and Validation of a Cell Senescence Predictive and Prognostic Signature in Intrahepatic Cholangiocarcinoma.基于机器学习的肝内胆管癌细胞衰老预测与预后特征的开发及验证
J Cancer. 2024 Mar 25;15(9):2810-2828. doi: 10.7150/jca.92698. eCollection 2024.
3
Comprehensive analysis of genomic mutation signature and tumor mutation burden for prognosis of intrahepatic cholangiocarcinoma.全面分析基因组突变特征和肿瘤突变负担对肝内胆管癌预后的影响。
BMC Cancer. 2021 Feb 3;21(1):112. doi: 10.1186/s12885-021-07788-7.
4
Identification and validation of a lactate metabolism-related six-gene prognostic signature in intrahepatic cholangiocarcinoma.鉴定和验证一个与乳酸代谢相关的六个基因的预后签名,用于肝内胆管癌。
J Cancer Res Clin Oncol. 2024 Apr 16;150(4):199. doi: 10.1007/s00432-024-05723-4.
5
FASN-mediated fatty acid biosynthesis remodels immune environment in Clonorchis sinensis infection-related intrahepatic cholangiocarcinoma.FASN 介导的脂肪酸生物合成重塑肝内胆管癌相关感染性华支睾吸虫病的免疫微环境。
J Hepatol. 2024 Aug;81(2):265-277. doi: 10.1016/j.jhep.2024.03.016. Epub 2024 Mar 19.
6
Exploring the role of tumor stemness and the potential of stemness-related risk model in the prognosis of intrahepatic cholangiocarcinoma.探讨肿瘤干性在肝内胆管癌预后中的作用及干性相关风险模型的潜力。
Front Genet. 2023 Jan 12;13:1089405. doi: 10.3389/fgene.2022.1089405. eCollection 2022.
7
A metabolism-related 4-lncRNA prognostic signature and corresponding mechanisms in intrahepatic cholangiocarcinoma.代谢相关的 4 个长链非编码 RNA 预后签名及其在肝内胆管癌中的相关机制。
BMC Cancer. 2021 May 25;21(1):608. doi: 10.1186/s12885-021-08322-5.
8
Multimodal single-cell profiling of intrahepatic cholangiocarcinoma defines hyperactivated Tregs as a potential therapeutic target.肝内胆管癌的多模态单细胞分析将高激活的调节性T细胞定义为潜在治疗靶点。
J Hepatol. 2022 Nov;77(5):1359-1372. doi: 10.1016/j.jhep.2022.05.043. Epub 2022 Jun 20.
9
ESR1 as a recurrence-related gene in intrahepatic cholangiocarcinoma: a weighted gene coexpression network analysis.ESR1作为肝内胆管癌中与复发相关的基因:加权基因共表达网络分析
Cancer Cell Int. 2021 Apr 17;21(1):225. doi: 10.1186/s12935-021-01929-5.
10
Mitochondrial-Related Transcriptome Feature Correlates with Prognosis, Vascular Invasion, Tumor Microenvironment, and Treatment Response in Hepatocellular Carcinoma.线粒体相关转录组特征与肝细胞癌的预后、血管侵犯、肿瘤微环境和治疗反应相关。
Oxid Med Cell Longev. 2022 Apr 30;2022:1592905. doi: 10.1155/2022/1592905. eCollection 2022.

引用本文的文献

1
The Potential of Nutraceutical Supplementation in Counteracting Cancer Development and Progression: A Pathophysiological Perspective.营养保健品补充剂在对抗癌症发生和发展中的潜力:病理生理学视角
Nutrients. 2025 Jul 18;17(14):2354. doi: 10.3390/nu17142354.
2
Establishing prognostic models for intrahepatic cholangiocarcinoma based on immune cells.基于免疫细胞建立肝内胆管癌的预后模型。
World J Gastrointest Oncol. 2024 Oct 15;16(10):4092-4103. doi: 10.4251/wjgo.v16.i10.4092.

本文引用的文献

1
Mitochondria at the crossroads of health and disease.线粒体在健康与疾病的交汇点。
Cell. 2024 May 23;187(11):2601-2627. doi: 10.1016/j.cell.2024.04.037.
2
Circular RNAs in EMT-driven metastasis regulation: modulation of cancer cell plasticity, tumorigenesis and therapy resistance.环状 RNA 在 EMT 驱动的转移调控中的作用:调节癌细胞可塑性、肿瘤发生和治疗抵抗。
Cell Mol Life Sci. 2024 May 11;81(1):214. doi: 10.1007/s00018-024-05236-w.
3
Peptide-functionalized, -assembled and -loaded nanoparticles in cancer therapy.肽功能化、组装和负载的纳米颗粒在癌症治疗中的应用。
Drug Discov Today. 2024 Jul;29(7):103981. doi: 10.1016/j.drudis.2024.103981. Epub 2024 Apr 16.
4
Systematic identification of anticancer drug targets reveals a nucleus-to-mitochondria ROS-sensing pathway.系统鉴定抗癌药物靶点揭示了细胞核到线粒体 ROS 感应途径。
Cell. 2023 May 25;186(11):2361-2379.e25. doi: 10.1016/j.cell.2023.04.026. Epub 2023 May 15.
5
The Great Immune Escape: Understanding the Divergent Immune Response in Breast Cancer Subtypes.免疫大逃脱:理解乳腺癌亚型中的不同免疫反应。
Cancer Discov. 2023 Jan 9;13(1):23-40. doi: 10.1158/2159-8290.CD-22-0475.
6
Dysregulated Amino Acid Sensing Drives Colorectal Cancer Growth and Metabolic Reprogramming Leading to Chemoresistance.氨基酸感应失调促进结直肠癌生长和代谢重编程导致化疗耐药。
Gastroenterology. 2023 Mar;164(3):376-391.e13. doi: 10.1053/j.gastro.2022.11.014. Epub 2022 Nov 18.
7
Targeting Mitochondria and Oxidative Stress in Cancer- and Chemotherapy-Induced Muscle Wasting.靶向线粒体和氧化应激治疗癌症及化疗引起的肌肉减少症。
Antioxid Redox Signal. 2023 Feb;38(4-6):352-370. doi: 10.1089/ars.2022.0149. Epub 2022 Dec 29.
8
Advances in the treatment of intrahepatic cholangiocarcinoma: An overview of the current and future therapeutic landscape for clinicians.肝内胆管癌治疗进展:临床医生当前及未来治疗前景概述
CA Cancer J Clin. 2023 Mar;73(2):198-222. doi: 10.3322/caac.21759. Epub 2022 Oct 19.
9
Mitochondrial Calcium Uniporter Drives Metastasis and Confers a Targetable Cystine Dependency in Pancreatic Cancer.线粒体钙单向转运蛋白促进胰腺癌转移,并赋予其可靶向的胱氨酸依赖性。
Cancer Res. 2022 Jun 15;82(12):2254-2268. doi: 10.1158/0008-5472.CAN-21-3230.
10
DNA aptamer S11e recognizes fibrosarcoma and acts as a tumor suppressor.DNA适配体S11e可识别纤维肉瘤并发挥肿瘤抑制作用。
Bioact Mater. 2021 Oct 15;12:278-291. doi: 10.1016/j.bioactmat.2021.10.011. eCollection 2022 Jun.