• 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

肿瘤突变负荷与拷贝数改变联合作为免疫治疗在KRAS突变型晚期肺腺癌中疗效的潜在生物标志物

A Potential Biomarker of Combination of Tumor Mutation Burden and Copy Number Alteration for Efficacy of Immunotherapy in -Mutant Advanced Lung Adenocarcinoma.

作者信息

Xiang Luochengling, Fu Xiao, Wang Xiao, Li Wenyuan, Zheng Xiaoqiang, Nan Kejun, Tian Tao

机构信息

Department of Oncology, First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China.

Oncology Hospital, Xi'an International Medical Center Hospital, Xi'an, China.

出版信息

Front Oncol. 2020 Sep 24;10:559896. doi: 10.3389/fonc.2020.559896. eCollection 2020.

DOI:10.3389/fonc.2020.559896
PMID:33072585
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7541961/
Abstract

OBJECTIVES

The () mutation is the commonest oncogenic drive mutation in lung adenocarcinoma (LUAD) and immunotherapy may be quite promising for -mutant LUAD. While the effects of tumor mutation burden (TMB) and copy number alteration (CNA) are poorly understood in this illness, our study aimed to explore the roles TMB and CNA play in the prediction of response to immune checkpoint inhibitor (ICI) therapy in advanced -mutant LUAD.

METHODS

Mutation and clinical data were downloaded from cBioPortal. We evaluated mutation status and divided patients into different subgroups based on TMB and CNA cutoffs to investigate the predictive value of these biomarkers on ICI response.

RESULTS

mutation with concurrent or mutations had higher TMB and CNA compared to mutation alone. The G12C and G > T mutation subgroups, with or co-mutation, also had higher TMB and CNA. We found that TMB and CNA were independently associated with progression-free survival (PFS) and durable clinical benefits (DCB); TMB was positively correlated with PFS ( = 0.0074) and DCB ( = 0.0008) while low CNA was associated with prolonged PFS ( = 0.0060) and DCB ( = 0.0018). However, TMB alone did not distinguish benefits among -mutant patients. Notably, when combining TMB and CNA, low TMB and high CNA revealed worse outcomes of ICI therapy (mPFS: 2.20m, = 0.0023; proportion of DCB: 24%, = 0.0001).

CONCLUSION

The combination of TMB and CNA provides more sensible and accurate prediction of ICI response than individual factors in -mutant LUAD. Moreover, low TMB and high CNA can be utilized as a potential biomarker to predict adverse outcome in -mutant LUAD.

摘要

目的

()突变是肺腺癌(LUAD)中最常见的致癌驱动突变,免疫疗法对 - 突变型LUAD可能颇具前景。虽然肿瘤突变负荷(TMB)和拷贝数改变(CNA)在该疾病中的作用尚不清楚,但我们的研究旨在探讨TMB和CNA在预测晚期 - 突变型LUAD对免疫检查点抑制剂(ICI)治疗反应中所起的作用。

方法

从cBioPortal下载突变和临床数据。我们评估了 突变状态,并根据TMB和CNA阈值将患者分为不同亚组,以研究这些生物标志物对ICI反应的预测价值。

结果

与单独的 突变相比,同时存在 或 突变的 突变具有更高的TMB和CNA。具有 或 共突变的 G12C和G>T突变亚组也具有更高的TMB和CNA。我们发现TMB和CNA与无进展生存期(PFS)和持久临床获益(DCB)独立相关;TMB与PFS( = 0.0074)和DCB( = 0.0008)呈正相关,而低CNA与延长的PFS( = 0.0060)和DCB( = 0.0018)相关。然而,单独的TMB并不能区分 - 突变患者之间的获益情况。值得注意的是,当结合TMB和CNA时,低TMB和高CNA显示出ICI治疗的更差结果(mPFS:2.20个月, = 0.0023;DCB比例:24%, = 0.0001)。

结论

在 - 突变型LUAD中,与单个因素相比,TMB和CNA的组合对ICI反应提供了更合理和准确的预测。此外,低TMB和高CNA可作为预测 - 突变型LUAD不良结局的潜在生物标志物。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d35b/7541961/b0f807c1e14f/fonc-10-559896-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d35b/7541961/6438ab4f67a7/fonc-10-559896-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d35b/7541961/5bbce9c5895c/fonc-10-559896-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d35b/7541961/8ab5df76924d/fonc-10-559896-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d35b/7541961/d92ca7f5142c/fonc-10-559896-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d35b/7541961/465118600e97/fonc-10-559896-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d35b/7541961/b0f807c1e14f/fonc-10-559896-g006.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d35b/7541961/6438ab4f67a7/fonc-10-559896-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d35b/7541961/5bbce9c5895c/fonc-10-559896-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d35b/7541961/8ab5df76924d/fonc-10-559896-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d35b/7541961/d92ca7f5142c/fonc-10-559896-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d35b/7541961/465118600e97/fonc-10-559896-g005.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d35b/7541961/b0f807c1e14f/fonc-10-559896-g006.jpg

相似文献

1
A Potential Biomarker of Combination of Tumor Mutation Burden and Copy Number Alteration for Efficacy of Immunotherapy in -Mutant Advanced Lung Adenocarcinoma.肿瘤突变负荷与拷贝数改变联合作为免疫治疗在KRAS突变型晚期肺腺癌中疗效的潜在生物标志物
Front Oncol. 2020 Sep 24;10:559896. doi: 10.3389/fonc.2020.559896. eCollection 2020.
2
Combination of TMB and CNA Stratifies Prognostic and Predictive Responses to Immunotherapy Across Metastatic Cancer.TMB 和 CNA 联合分层预测转移性癌症免疫治疗的预后和反应。
Clin Cancer Res. 2019 Dec 15;25(24):7413-7423. doi: 10.1158/1078-0432.CCR-19-0558. Epub 2019 Sep 12.
3
KRAS G12D mutation predicts lower TMB and drives immune suppression in lung adenocarcinoma.KRAS G12D突变预示着肺腺癌中较低的肿瘤突变负荷并驱动免疫抑制。
Lung Cancer. 2020 Nov;149:41-45. doi: 10.1016/j.lungcan.2020.09.004. Epub 2020 Sep 10.
4
The prognostic value of tumor mutation burden in -mutant advanced lung adenocarcinoma, an analysis based on cBioPortal data base.肿瘤突变负荷在EGFR突变型晚期肺腺癌中的预后价值:基于cBioPortal数据库的分析
J Thorac Dis. 2019 Nov;11(11):4507-4515. doi: 10.21037/jtd.2019.11.04.
5
KRAS mutation predict response and outcome in advanced non-small cell lung carcinoma without driver alterations receiving PD-1 blockade immunotherapy combined with platinum-based chemotherapy: a retrospective cohort study from China.KRAS突变对无驱动基因改变的晚期非小细胞肺癌患者接受PD-1阻断免疫疗法联合铂类化疗的疗效和预后的预测作用:一项来自中国的回顾性队列研究
Transl Lung Cancer Res. 2022 Oct;11(10):2136-2147. doi: 10.21037/tlcr-22-655.
6
Association of Survival and Immune-Related Biomarkers With Immunotherapy in Patients With Non-Small Cell Lung Cancer: A Meta-analysis and Individual Patient-Level Analysis.免疫治疗与非小细胞肺癌患者生存及免疫相关生物标志物的相关性:一项荟萃分析和个体患者水平分析。
JAMA Netw Open. 2019 Jul 3;2(7):e196879. doi: 10.1001/jamanetworkopen.2019.6879.
7
Concomitant genomic features stratify prognosis to patients with advanced EGFR mutant lung cancer.同时存在的基因组特征可对晚期 EGFR 突变型肺癌患者的预后进行分层。
Mol Carcinog. 2024 Sep;63(9):1643-1653. doi: 10.1002/mc.23750. Epub 2024 Jun 11.
8
Clinical outcomes and immune phenotypes associated with co-occurring mutations in non-small cell lung cancer.与非小细胞肺癌共发突变相关的临床结局和免疫表型
J Thorac Dis. 2022 Jun;14(6):1772-1783. doi: 10.21037/jtd-21-1377.
9
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.
10
Oncogene-specific differences in tumor mutational burden, PD-L1 expression, and outcomes from immunotherapy in non-small cell lung cancer.非小细胞肺癌中致癌基因特异性的肿瘤突变负担、PD-L1 表达和免疫治疗结果的差异。
J Immunother Cancer. 2021 Aug;9(8). doi: 10.1136/jitc-2021-002891.

引用本文的文献

1
[Advances in Immunotherapy of KRAS-mutated Non-small Cell Lung Cancer].[KRAS 突变型非小细胞肺癌免疫治疗的进展]
Zhongguo Fei Ai Za Zhi. 2025 May 20;28(5):343-352. doi: 10.3779/j.issn.1009-3419.2025.101.08.
2
Exploring the tumor microenvironment of breast cancer to develop a prognostic model and predict immunotherapy responses.探索乳腺癌的肿瘤微环境以建立预后模型并预测免疫治疗反应。
Sci Rep. 2025 Apr 12;15(1):12569. doi: 10.1038/s41598-025-97784-9.
3
Comprehensive genetic variant analysis reveals combination of KRAS and LRP1B as a predictive biomarker of response to immunotherapy in patients with non-small cell lung cancer.

本文引用的文献

1
Tumor Mutational Burden Determined by Panel Sequencing Predicts Survival After Immunotherapy in Patients With Advanced Gastric Cancer.通过panel测序确定的肿瘤突变负荷可预测晚期胃癌患者免疫治疗后的生存情况。
Front Oncol. 2020 Mar 13;10:314. doi: 10.3389/fonc.2020.00314. eCollection 2020.
2
KRAS G12C Game of Thrones, which direct KRAS inhibitor will claim the iron throne?KRAS G12C 权游,谁是 KRAS 抑制剂的铁王座之王?
Cancer Treat Rev. 2020 Mar;84:101974. doi: 10.1016/j.ctrv.2020.101974. Epub 2020 Jan 23.
3
The superior efficacy of anti-PD-1/PD-L1 immunotherapy in KRAS-mutant non-small cell lung cancer that correlates with an inflammatory phenotype and increased immunogenicity.
全面的基因变异分析揭示,KRAS和LRP1B的组合可作为非小细胞肺癌患者免疫治疗反应的预测生物标志物。
J Exp Clin Cancer Res. 2025 Feb 27;44(1):75. doi: 10.1186/s13046-025-03342-6.
4
Identification of a novel immune-related gene signature by single-cell and bulk sequencing for the prediction of the immune landscape and prognosis of breast cancer.通过单细胞和批量测序鉴定一种新型免疫相关基因特征以预测乳腺癌的免疫格局和预后
Cancer Cell Int. 2024 Dec 3;24(1):393. doi: 10.1186/s12935-024-03589-7.
5
Hallmarks of a genomically distinct subclass of head and neck cancer.具有独特基因组亚类的头颈部癌症的特征。
Nat Commun. 2024 Oct 20;15(1):9060. doi: 10.1038/s41467-024-53390-3.
6
Impact of KRAS mutation on the tumor microenvironment in colorectal cancer.KRAS 突变对结直肠癌肿瘤微环境的影响。
Int J Biol Sci. 2024 Mar 3;20(5):1947-1964. doi: 10.7150/ijbs.88779. eCollection 2024.
7
Chromosomal Copy Number Variation Predicts EGFR-TKI Response and Prognosis for Patients with Non-Small Cell Lung Cancer.染色体拷贝数变异可预测非小细胞肺癌患者对表皮生长因子受体酪氨酸激酶抑制剂(EGFR-TKI)的反应及预后。
Pharmgenomics Pers Med. 2023 Sep 13;16:835-846. doi: 10.2147/PGPM.S418320. eCollection 2023.
8
KRAS mutation predict response and outcome in advanced non-small cell lung carcinoma without driver alterations receiving PD-1 blockade immunotherapy combined with platinum-based chemotherapy: a retrospective cohort study from China.KRAS突变对无驱动基因改变的晚期非小细胞肺癌患者接受PD-1阻断免疫疗法联合铂类化疗的疗效和预后的预测作用:一项来自中国的回顾性队列研究
Transl Lung Cancer Res. 2022 Oct;11(10):2136-2147. doi: 10.21037/tlcr-22-655.
9
Survival Prediction of Patients Treated With Immune Checkpoint Inhibitors KRAS/TP53/EGFR-Single Gene Mutation.免疫检查点抑制剂治疗的KRAS/TP53/EGFR单基因突变患者的生存预测
Front Pharmacol. 2022 Mar 23;13:878540. doi: 10.3389/fphar.2022.878540. eCollection 2022.
10
KRAS Mutation in Rare Tumors: A Landscape Analysis of 3453 Chinese Patients.罕见肿瘤中的KRAS突变:3453例中国患者的全景分析
Front Mol Biosci. 2022 Mar 11;9:831382. doi: 10.3389/fmolb.2022.831382. eCollection 2022.
抗 PD-1/PD-L1 免疫疗法在 KRAS 突变型非小细胞肺癌中的优越疗效与炎症表型和增加的免疫原性相关。
Cancer Lett. 2020 Feb 1;470:95-105. doi: 10.1016/j.canlet.2019.10.027. Epub 2019 Oct 20.
4
Baseline gut microbiota predicts clinical response and colitis in metastatic melanoma patients treated with ipilimumab.基线肠道微生物群可预测接受伊匹木单抗治疗的转移性黑色素瘤患者的临床反应和结肠炎。
Ann Oncol. 2019 Dec 1;30(12):2012. doi: 10.1093/annonc/mdz224.
5
Impact of KRAS mutation subtype and concurrent pathogenic mutations on non-small cell lung cancer outcomes.KRAS 突变亚型和同时存在的致病性突变对非小细胞肺癌结局的影响。
Lung Cancer. 2019 Jul;133:144-150. doi: 10.1016/j.lungcan.2019.05.015. Epub 2019 May 15.
6
Research progress and clinical application of predictive biomarker for immune checkpoint inhibitors.免疫检查点抑制剂预测生物标志物的研究进展及临床应用。
Expert Rev Mol Diagn. 2019 Jun;19(6):517-529. doi: 10.1080/14737159.2019.1617702. Epub 2019 May 22.
7
KRAS-mutant non-small cell lung cancer: Converging small molecules and immune checkpoint inhibition.KRAS 突变型非小细胞肺癌:小分子药物与免疫检查点抑制的融合。
EBioMedicine. 2019 Mar;41:711-716. doi: 10.1016/j.ebiom.2019.02.049. Epub 2019 Mar 7.
8
First-Line Nivolumab Plus Ipilimumab in Advanced Non-Small-Cell Lung Cancer (CheckMate 568): Outcomes by Programmed Death Ligand 1 and Tumor Mutational Burden as Biomarkers.纳武利尤单抗联合伊匹单抗一线治疗晚期非小细胞肺癌(CheckMate 568):程序性死亡配体 1 和肿瘤突变负荷作为生物标志物的结果。
J Clin Oncol. 2019 Apr 20;37(12):992-1000. doi: 10.1200/JCO.18.01042. Epub 2019 Feb 20.
9
The evolving landscape of biomarkers for checkpoint inhibitor immunotherapy.不断发展的免疫检查点抑制剂治疗生物标志物。
Nat Rev Cancer. 2019 Mar;19(3):133-150. doi: 10.1038/s41568-019-0116-x.
10
Characteristics and Outcomes of Patients With Metastatic KRAS-Mutant Lung Adenocarcinomas: The Lung Cancer Mutation Consortium Experience.转移性 KRAS 突变型肺腺癌患者的特征和结局:肺癌突变联盟的经验。
J Thorac Oncol. 2019 May;14(5):876-889. doi: 10.1016/j.jtho.2019.01.020. Epub 2019 Feb 5.