• 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

跨癌症类型的肿瘤突变负荷的多组学分析。

Multiomics analysis of tumor mutational burden across cancer types.

作者信息

Li Lin, Bai Long, Lin Huan, Dong Lin, Zhang Rumeng, Cheng Xiao, Liu Zexian, Ouyang Yi, Ding Keshuo

机构信息

Department of Pathology, School of Basic Medicine, Anhui Medical University, Hefei, Anhui 230032, China.

State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Sun Yat-sen University Cancer Center, Guangzhou 510060, China.

出版信息

Comput Struct Biotechnol J. 2021 Oct 12;19:5637-5646. doi: 10.1016/j.csbj.2021.10.013. eCollection 2021.

DOI:10.1016/j.csbj.2021.10.013
PMID:34745455
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8531462/
Abstract

Whether tumor mutational burden (TMB) is related to improved survival outcomes or the promotion of immunotherapy in various malignant tumors remains controversial, and we lack a comprehensive understanding of TMB across cancers. Based on the data obtained from The Cancer Genome Atlas (TCGA), we conducted a multiomics analysis of TMB across 21 cancer types to identify characteristics related to TMB and determine the mechanism as it relates to prognosis, gene expression, gene mutation and signaling pathways. In our study, TMB was found to have a significant relationship with prognosis for 21 tumors, and the relationship was different in different tumors. TMB may also be related to different outcomes for patients with different tumor subtypes. TMB was confirmed to be correlated with clinical information, such as age and sex. Mutations in and in beast invasive carcinoma (BRCA), in colon adenocarcinoma (COAD), in esophageal carcinoma (ESCA), and in brain lower grade glioma (LGG), in stomach adenocarcinoma (STAD), and in uterine corpus endometrial carcinoma (UCEC) were demonstrated to be correlated with lower TMB. Moreover, we identified differentially expressed genes (DEGs) and differentially methylated regions (DMRs) according to different TMB levels in 21 cancers. We also investigated the correlation between enrichment of signaling pathways, immune cell infiltration and TMB. In conclusion, we identified multiomic characteristics related to the TMB in 21 tumors, providing support for a comprehensive understanding of the role of TMB in different tumors.

摘要

肿瘤突变负荷(TMB)是否与各种恶性肿瘤的生存结果改善或免疫治疗的促进相关仍存在争议,并且我们对跨癌症的TMB缺乏全面的了解。基于从癌症基因组图谱(TCGA)获得的数据,我们对21种癌症类型的TMB进行了多组学分析,以识别与TMB相关的特征,并确定其与预后、基因表达、基因突变和信号通路相关的机制。在我们的研究中,发现TMB与21种肿瘤的预后有显著关系,并且这种关系在不同肿瘤中有所不同。TMB也可能与不同肿瘤亚型患者的不同结果相关。TMB被证实与年龄和性别等临床信息相关。在乳腺浸润性癌(BRCA)中的 和 突变、结肠腺癌(COAD)中的 突变、食管癌(ESCA)中的 突变、低级别脑胶质瘤(LGG)中的 和 突变、胃腺癌(STAD)中的 突变以及子宫内膜癌(UCEC)中的 突变被证明与较低的TMB相关。此外,我们根据21种癌症中不同的TMB水平鉴定了差异表达基因(DEG)和差异甲基化区域(DMR)。我们还研究了信号通路富集、免疫细胞浸润与TMB之间的相关性。总之,我们鉴定了21种肿瘤中与TMB相关的多组学特征,为全面了解TMB在不同肿瘤中的作用提供了支持。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a877/8531462/6cdaeeb3f78b/gr4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a877/8531462/57a3e33e0795/ga1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a877/8531462/d1d9515652b7/gr1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a877/8531462/37a52c1a59a3/gr2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a877/8531462/dfb74db7852a/gr3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a877/8531462/6cdaeeb3f78b/gr4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a877/8531462/57a3e33e0795/ga1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a877/8531462/d1d9515652b7/gr1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a877/8531462/37a52c1a59a3/gr2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a877/8531462/dfb74db7852a/gr3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a877/8531462/6cdaeeb3f78b/gr4.jpg

相似文献

1
Multiomics analysis of tumor mutational burden across cancer types.跨癌症类型的肿瘤突变负荷的多组学分析。
Comput Struct Biotechnol J. 2021 Oct 12;19:5637-5646. doi: 10.1016/j.csbj.2021.10.013. eCollection 2021.
2
Identification of SHCBP1 as a potential biomarker involving diagnosis, prognosis, and tumor immune microenvironment across multiple cancers.鉴定SHCBP1作为一种潜在的生物标志物,涉及多种癌症的诊断、预后及肿瘤免疫微环境。
Comput Struct Biotechnol J. 2022 Jun 18;20:3106-3119. doi: 10.1016/j.csbj.2022.06.039. eCollection 2022.
3
Pan-Cancer Analysis of PARP1 Alterations as Biomarkers in the Prediction of Immunotherapeutic Effects and the Association of Its Expression Levels and Immunotherapy Signatures.泛癌分析 PARP1 改变作为预测免疫治疗效果的生物标志物及其表达水平与免疫治疗特征的关联。
Front Immunol. 2021 Aug 31;12:721030. doi: 10.3389/fimmu.2021.721030. eCollection 2021.
4
Cancer type-dependent correlations between TP53 mutations and antitumor immunity.肿瘤类型相关的 TP53 突变与抗肿瘤免疫的关系。
DNA Repair (Amst). 2020 Apr;88:102785. doi: 10.1016/j.dnarep.2020.102785. Epub 2020 Jan 24.
5
The molecular feature of macrophages in tumor immune microenvironment of glioma patients.胶质瘤患者肿瘤免疫微环境中巨噬细胞的分子特征。
Comput Struct Biotechnol J. 2021 Aug 14;19:4603-4618. doi: 10.1016/j.csbj.2021.08.019. eCollection 2021.
6
Integrated analysis of tumor mutation burden and immune infiltrates in endometrial cancer.子宫内膜癌中肿瘤突变负担与免疫浸润的综合分析。
Curr Probl Cancer. 2021 Apr;45(2):100660. doi: 10.1016/j.currproblcancer.2020.100660. Epub 2020 Sep 29.
7
TCGA database analysis of the tumor mutation burden and its clinical significance in colon cancer.TCGA数据库对结肠癌肿瘤突变负荷及其临床意义的分析。
J Gastrointest Oncol. 2021 Oct;12(5):2244-2259. doi: 10.21037/jgo-21-661.
8
Mutation is Associated With Tumor Mutation Burden and Antitumor Immunity in Patients With Colon Adenocarcinoma.突变与结肠腺癌患者的肿瘤突变负荷及抗肿瘤免疫相关。
Front Genet. 2021 Nov 2;12:762160. doi: 10.3389/fgene.2021.762160. eCollection 2021.
9
Tumor mutation burden in connection with immune-related survival in uterine corpus endometrial carcinoma.子宫体子宫内膜癌中肿瘤突变负荷与免疫相关生存的关系
Cancer Cell Int. 2021 Jan 28;21(1):80. doi: 10.1186/s12935-021-01774-6.
10
Tumor Mutation Burden, Immune Cell Infiltration, and Construction of Immune-Related Genes Prognostic Model in Head and Neck Cancer.头颈部癌中的肿瘤突变负担、免疫细胞浸润和免疫相关基因预后模型的构建。
Int J Med Sci. 2021 Jan 1;18(1):226-238. doi: 10.7150/ijms.51064. eCollection 2021.

引用本文的文献

1
Multi-Layered Analysis of TGF-β Signaling and Regulation via DNA Methylation and microRNAs in Astrocytic Tumors.通过DNA甲基化和微小RNA对星形细胞瘤中TGF-β信号传导及调控的多层分析
Int J Mol Sci. 2025 Aug 12;26(16):7798. doi: 10.3390/ijms26167798.
2
DeepGraphMut: a graph-based deep learning method for cancer prognosis using somatic mutation profile.深度图突变分析(DeepGraphMut):一种基于图的深度学习方法,用于利用体细胞突变谱预测癌症预后。
Brief Bioinform. 2025 Jul 2;26(4). doi: 10.1093/bib/bbaf409.
3
Analysis of the Expression Patterns of Tumor Necrosis Factor Alpha Signaling Pathways and Regulatory MicroRNAs in Astrocytic Tumors.

本文引用的文献

1
High tumor mutation burden fails to predict immune checkpoint blockade response across all cancer types.高肿瘤突变负担未能预测所有癌症类型的免疫检查点阻断反应。
Ann Oncol. 2021 May;32(5):661-672. doi: 10.1016/j.annonc.2021.02.006. Epub 2021 Mar 15.
2
Mucin 4 mutation is associated with tumor mutation burden and promotes antitumor immunity in colon cancer patients.黏蛋白 4 突变与肿瘤突变负担相关,并促进结肠癌患者的抗肿瘤免疫。
Aging (Albany NY). 2021 Mar 14;13(6):9043-9055. doi: 10.18632/aging.202756.
3
Correlations Between Tumor Mutation Burden and Immunocyte Infiltration and Their Prognostic Value in Colon Cancer.
星形细胞瘤中肿瘤坏死因子α信号通路及调控性微小RNA的表达模式分析
Int J Mol Sci. 2025 Jun 19;26(12):5892. doi: 10.3390/ijms26125892.
4
Proteogenomic discovery of -defective phenocopy in cancer predicts disease outcome, response to treatment, and therapeutic targets.癌症中β缺陷表型模拟的蛋白质基因组学发现可预测疾病预后、治疗反应及治疗靶点。
Sci Adv. 2025 Mar 28;11(13):eadq9495. doi: 10.1126/sciadv.adq9495. Epub 2025 Mar 26.
5
Disulfidptosis classification of pancreatic carcinoma reveals correlation with clinical prognosis and immune profile.胰腺癌的二硫化物诱导细胞程序性坏死分类揭示了与临床预后和免疫特征的相关性。
Hereditas. 2025 Feb 22;162(1):26. doi: 10.1186/s41065-025-00381-z.
6
Prognostic biomarkers for immunotherapy in esophageal cancer.食管癌免疫治疗的预后生物标志物。
Front Immunol. 2024 Sep 30;15:1420399. doi: 10.3389/fimmu.2024.1420399. eCollection 2024.
7
Immune Checkpoint Inhibitors for Pediatric Cancers: Is It Still a Stalemate?用于儿童癌症的免疫检查点抑制剂:仍然处于僵局吗?
Pharmaceuticals (Basel). 2024 Jul 26;17(8):991. doi: 10.3390/ph17080991.
8
Multiomics analysis of homologous recombination deficiency across cancer types.跨癌症类型的同源重组缺陷的多组学分析。
Biomol Biomed. 2024 Dec 11;25(1):71-81. doi: 10.17305/bb.2024.10448.
9
Predictive role of ctDNA in esophageal squamous cell carcinoma receiving definitive chemoradiotherapy combined with toripalimab.ctDNA 在接受根治性放化疗联合特瑞普利单抗治疗的食管鳞癌中的预测作用。
Nat Commun. 2024 Mar 1;15(1):1919. doi: 10.1038/s41467-024-46307-7.
10
Impact of Tumor Grade Distribution on Genetic Alterations in Clear Cell Renal Cell Carcinoma and Prostate Cancer.肿瘤分级分布对透明细胞肾细胞癌和前列腺癌遗传改变的影响。
Cancer Genomics Proteomics. 2024 Mar-Apr;21(2):203-212. doi: 10.21873/cgp.20441.
肿瘤突变负荷与免疫细胞浸润的相关性及其在结肠癌中的预后价值
Front Genet. 2021 Feb 16;12:623424. doi: 10.3389/fgene.2021.623424. eCollection 2021.
4
Tumor mutation burden in connection with immune-related survival in uterine corpus endometrial carcinoma.子宫体子宫内膜癌中肿瘤突变负荷与免疫相关生存的关系
Cancer Cell Int. 2021 Jan 28;21(1):80. doi: 10.1186/s12935-021-01774-6.
5
Identification of an Immunologic Signature of Lung Adenocarcinomas Based on Genome-Wide Immune Expression Profiles.基于全基因组免疫表达谱鉴定肺腺癌的免疫特征
Front Mol Biosci. 2021 Jan 11;7:603701. doi: 10.3389/fmolb.2020.603701. eCollection 2020.
6
or mutations are associated with higher tumor mutational burden and worse survival in hepatocellular carcinoma.OR突变与肝细胞癌中更高的肿瘤突变负担和更差的生存率相关。
J Cancer. 2021 Jan 1;12(1):217-223. doi: 10.7150/jca.48983. eCollection 2021.
7
Age and Mutations as Predictors of the Response to Immunotherapy in Head and Neck Squamous Cell Cancer.年龄和突变作为头颈部鳞状细胞癌免疫治疗反应的预测指标
Front Cell Dev Biol. 2020 Dec 9;8:608969. doi: 10.3389/fcell.2020.608969. eCollection 2020.
8
Prognostic Role of Tumor Mutation Burden Combined With Immune Infiltrates in Skin Cutaneous Melanoma Based on Multi-Omics Analysis.基于多组学分析的肿瘤突变负荷联合免疫浸润在皮肤黑色素瘤中的预后作用
Front Oncol. 2020 Nov 10;10:570654. doi: 10.3389/fonc.2020.570654. eCollection 2020.
9
ADRB1 was identified as a potential biomarker for breast cancer by the co-analysis of tumor mutational burden and immune infiltration.通过对肿瘤突变负担和免疫浸润的联合分析,ADRB1 被确定为乳腺癌的一个潜在生物标志物。
Aging (Albany NY). 2020 Nov 21;13(1):351-363. doi: 10.18632/aging.104204.
10
Association between tumor mutation burden and immune infiltration in ovarian cancer.卵巢癌中肿瘤突变负担与免疫浸润的相关性。
Int Immunopharmacol. 2020 Dec;89(Pt A):107126. doi: 10.1016/j.intimp.2020.107126. Epub 2020 Nov 11.