• 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

综合基因组分析、肿瘤突变负担和 PD-L1 表达的整合,以鉴定非小细胞肺癌免疫治疗的新型生物标志物。

Integration of comprehensive genomic profiling, tumor mutational burden, and PD-L1 expression to identify novel biomarkers of immunotherapy in non-small cell lung cancer.

机构信息

Department of geriatric thoracic surgery, The First Hospital of Kunming Medical University, Kunming City, People's Republic of China.

Cancer Center, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, People's Republic of China.

出版信息

Cancer Med. 2021 Apr;10(7):2216-2231. doi: 10.1002/cam4.3649. Epub 2021 Mar 2.

DOI:10.1002/cam4.3649
PMID:33655698
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7982619/
Abstract

OBJECTIVES

This study aimed to explore the novel biomarkers for immune checkpoint inhibitor (ICI) responses in non-small cell lung cancer (NSCLC) by integrating genomic profiling, tumor mutational burden (TMB), and expression of programmed death receptor 1 ligand (PD-L1).

MATERIALS AND METHODS

Tumor and blood samples from 637 Chinese patients with NSCLC were collected for targeted panel sequencing. Genomic alterations, including single nucleotide variations, insertions/deletions, copy number variations, and gene rearrangements, were assessed and TMB was computed. TMB-high (TMB-H) was defined as ≥10 mutations/Mb. PD-L1 positivity was defined as ≥1% tumor cells with membranous staining. Genomic data and ICI outcomes of 240 patients with NSCLC were derived from cBioPortal.

RESULTS

EGFR-sensitizing mutations, ALK, RET, and ROS1 rearrangements were associated with lower TMB and PD-L1+/TMB-H proportions, whereas KRAS, ALK, RET, and ROS1 substitutions/indels correlated with higher TMB and PD-L1+/TMB-H proportions than wild-type genotypes. Histone-lysine N-methyltransferase 2 (KMT2) family members (KMT2A, KMT2C, and KMT2D) were frequently mutated in NSCLC tumors, and these mutations were associated with higher TMB and PD-L1 expression, as well as higher PD-L1+/TMB-H proportions. Specifically, patients with KMT2C mutations had higher TMB and PD-L1+/TMB-H proportions than wild-type patients. The median progression-free survival (PFS) was 5.47 months (95% CI 2.5-NA) in patients with KMT2C mutations versus 3.17 months (95% CI 2.6-4.27) in wild-type patients (p = 0.058). Furthermore, in patients with NSCLC who underwent ICI treatment, patients with TP53/KMT2C co-mutations had significantly longer PFS and greater durable clinical benefit (HR: 0.48, 95% CI: 0.24-0.94, p = 0.033). TP53 mutation combined with KMT2C or KRAS mutation was a better biomarker with expanded population benefit from ICIs therapy and increased the predictive power (HR: 0.46, 95% CI: 0.26-0.81, p = 0.007).

CONCLUSION

We found that tumors with different alterations in actionable target genes had variable expression of PD-L1 and TMB in NSCLC. TP53/KMT2C co-mutation might serve as a predictive biomarker for ICI responses in NSCLC.

IMPLICATIONS FOR PRACTICE

Cancer immunotherapies, especially immune checkpoint inhibitors (ICIs), have revolutionized the treatment of non-small cell lung cancer (NSCLC); however, only a proportion of patients derive durable responses to this treatment. Biomarkers with greater accuracy are highly needed. In total, 637 Chinese patients with NSCLC were analyzed using next-generation sequencing and IHC to characterize the unique features of genomic alterations and TMB and PD-L1 expression. Our study demonstrated that KMT2C/TP53 co-mutation might be an accurate, cost-effective, and reliable biomarker to predict responses to PD-1 blockade therapy in NSCLC patients and that adding KRAS to the biomarker combination creates a more robust parameter to identify the best responders to ICI therapy.

摘要

目的

本研究旨在通过整合基因组分析、肿瘤突变负担(TMB)和程序性死亡受体 1 配体(PD-L1)的表达,探索免疫检查点抑制剂(ICI)在非小细胞肺癌(NSCLC)中的新型生物标志物。

材料和方法

收集了 637 例中国 NSCLC 患者的肿瘤和血液样本,进行靶向 panel 测序。评估了包括单核苷酸变异、插入/缺失、拷贝数变异和基因重排在内的基因组改变,并计算了 TMB。TMB 高(TMB-H)定义为≥10 个突变/Mb。PD-L1 阳性定义为≥1%肿瘤细胞有膜染色。240 例 NSCLC 患者的基因组数据和 ICI 结果来自 cBioPortal。

结果

EGFR 敏感突变、ALK、RET 和 ROS1 重排与较低的 TMB 和 PD-L1+/TMB-H 比例相关,而 KRAS、ALK、RET 和 ROS1 替换/插入与野生型基因型相比,与更高的 TMB 和 PD-L1+/TMB-H 比例相关。组蛋白赖氨酸 N-甲基转移酶 2(KMT2)家族成员(KMT2A、KMT2C 和 KMT2D)在 NSCLC 肿瘤中经常发生突变,这些突变与更高的 TMB 和 PD-L1 表达以及更高的 PD-L1+/TMB-H 比例相关。具体而言,与野生型患者相比,KMT2C 突变患者的 TMB 和 PD-L1+/TMB-H 比例更高。KMT2C 突变患者的中位无进展生存期(PFS)为 5.47 个月(95%CI 2.5-NA),而野生型患者为 3.17 个月(95%CI 2.6-4.27)(p=0.058)。此外,在接受 ICI 治疗的 NSCLC 患者中,TP53/KMT2C 共突变患者的 PFS 显著延长,持久临床获益更大(HR:0.48,95%CI:0.24-0.94,p=0.033)。TP53 突变联合 KMT2C 或 KRAS 突变是一种更好的生物标志物,具有更广泛的人群获益,提高了预测能力(HR:0.46,95%CI:0.26-0.81,p=0.007)。

结论

我们发现,具有不同可操作靶基因突变的肿瘤在 NSCLC 中 PD-L1 和 TMB 的表达存在差异。TP53/KMT2C 共突变可能是 NSCLC 对 ICI 反应的预测生物标志物。

意义

癌症免疫疗法,尤其是免疫检查点抑制剂(ICI),已经彻底改变了非小细胞肺癌(NSCLC)的治疗方式;然而,只有一部分患者对这种治疗方法产生持久的反应。因此,需要更准确的生物标志物。本研究使用下一代测序和 IHC 对 637 例中国 NSCLC 患者进行了分析,以描述基因组改变和 TMB 以及 PD-L1 表达的独特特征。我们的研究表明,KMT2C/TP53 共突变可能是预测 NSCLC 患者对 PD-1 阻断治疗反应的准确、具有成本效益和可靠的生物标志物,并且将 KRAS 添加到生物标志物组合中可以创建更强大的参数,以识别对 ICI 治疗反应最佳的患者。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/595b/7982619/3a4c9807f0b7/CAM4-10-2216-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/595b/7982619/4028bf990d61/CAM4-10-2216-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/595b/7982619/2e268583f9b5/CAM4-10-2216-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/595b/7982619/3a4c9807f0b7/CAM4-10-2216-g004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/595b/7982619/4028bf990d61/CAM4-10-2216-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/595b/7982619/2e268583f9b5/CAM4-10-2216-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/595b/7982619/3a4c9807f0b7/CAM4-10-2216-g004.jpg

相似文献

1
Integration of comprehensive genomic profiling, tumor mutational burden, and PD-L1 expression to identify novel biomarkers of immunotherapy in non-small cell lung cancer.综合基因组分析、肿瘤突变负担和 PD-L1 表达的整合,以鉴定非小细胞肺癌免疫治疗的新型生物标志物。
Cancer Med. 2021 Apr;10(7):2216-2231. doi: 10.1002/cam4.3649. Epub 2021 Mar 2.
2
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.
3
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.
4
Association of TP53 mutations with response and longer survival under immune checkpoint inhibitors in advanced non-small-cell lung cancer.TP53 突变与晚期非小细胞肺癌免疫检查点抑制剂治疗应答和生存延长的相关性。
Lung Cancer. 2019 Jun;132:65-71. doi: 10.1016/j.lungcan.2019.04.005. Epub 2019 Apr 8.
5
Intrapatient variation in PD-L1 expression and tumor mutational burden and the impact on outcomes to immune checkpoint inhibitor therapy in patients with non-small-cell lung cancer.非小细胞肺癌患者中 PD-L1 表达和肿瘤突变负担的个体内变异及其对免疫检查点抑制剂治疗结局的影响。
Ann Oncol. 2024 Oct;35(10):902-913. doi: 10.1016/j.annonc.2024.06.014. Epub 2024 Jun 29.
6
TP53 or CDKN2A/B covariation in ALK/RET/ROS1-rearranged NSCLC is associated with a high TMB, tumor immunosuppressive microenvironment and poor prognosis.TP53 或 CDKN2A/B 共突变与 ALK/RET/ROS1 重排 NSCLC 相关,具有高 TMB、肿瘤免疫抑制微环境和不良预后。
J Cancer Res Clin Oncol. 2023 Sep;149(12):10041-10052. doi: 10.1007/s00432-023-04924-7. Epub 2023 Jun 1.
7
The prognostic role of PD-1, PD-L1, ALK, and ROS1 proteins expression in non-small cell lung carcinoma patients from Egypt.埃及非小细胞肺癌患者中 PD-1、PD-L1、ALK 和 ROS1 蛋白表达的预后作用。
J Egypt Natl Canc Inst. 2022 May 30;34(1):23. doi: 10.1186/s43046-022-00121-8.
8
Predictive value of oncogenic driver subtype, programmed death-1 ligand (PD-L1) score, and smoking status on the efficacy of PD-1/PD-L1 inhibitors in patients with oncogene-driven non-small cell lung cancer.致癌驱动子亚型、程序性死亡受体-1 配体(PD-L1)评分和吸烟状态对驱动基因非小细胞肺癌患者 PD-1/PD-L1 抑制剂疗效的预测价值。
Cancer. 2019 Apr 1;125(7):1038-1049. doi: 10.1002/cncr.31871. Epub 2018 Dec 11.
9
Tumor mutational burden assessed by targeted NGS predicts clinical benefit from immune checkpoint inhibitors in non-small cell lung cancer.基于靶向 NGS 检测的肿瘤突变负荷可预测非小细胞肺癌免疫检查点抑制剂的临床获益。
J Pathol. 2020 Jan;250(1):19-29. doi: 10.1002/path.5344. Epub 2019 Oct 24.
10
Molecular profiling of long-term responders to immune checkpoint inhibitors in advanced non-small cell lung cancer.晚期非小细胞肺癌中免疫检查点抑制剂长期应答者的分子谱分析。
Mol Oncol. 2021 Apr;15(4):887-900. doi: 10.1002/1878-0261.12891. Epub 2021 Jan 6.

引用本文的文献

1
Immune profiling in oncology: bridging the gap between technology and treatment.肿瘤学中的免疫分析:弥合技术与治疗之间的差距。
Med Oncol. 2025 Aug 26;42(10):446. doi: 10.1007/s12032-025-03002-x.
2
NK cell-derived extracellular vesicles enhance cytotoxicity and immune cell recruitment in non-small cell lung cancer.自然杀伤细胞衍生的细胞外囊泡增强非小细胞肺癌中的细胞毒性和免疫细胞募集。
Front Immunol. 2025 Jul 24;16:1633010. doi: 10.3389/fimmu.2025.1633010. eCollection 2025.
3
First-line immunotherapy in advanced non-squamous non-small cell lung cancer patients with rare mutations: a retrospective cohort study.

本文引用的文献

1
and mutations as prognostic biomarkers in an observational real-world lung adenocarcinoma cohort.并在观察性真实世界肺腺癌队列中作为预后生物标志物的突变。
ESMO Open. 2020 Apr;5(2). doi: 10.1136/esmoopen-2020-000706.
2
NFE2L2/KEAP1 Mutations Correlate with Higher Tumor Mutational Burden Value/PD-L1 Expression and Potentiate Improved Clinical Outcome with Immunotherapy.NFE2L2/KEAP1 突变与更高的肿瘤突变负担值/PD-L1 表达相关,并增强免疫治疗的临床获益。
Oncologist. 2020 Jun;25(6):e955-e963. doi: 10.1634/theoncologist.2019-0885. Epub 2020 Apr 28.
3
Clinicopathological and genomic correlates of programmed cell death ligand 1 (PD-L1) expression in nonsquamous non-small-cell lung cancer.
晚期非鳞状非小细胞肺癌罕见突变患者的一线免疫治疗:一项回顾性队列研究。
Transl Lung Cancer Res. 2025 Jul 31;14(7):2788-2798. doi: 10.21037/tlcr-2025-716. Epub 2025 Jul 28.
4
Neutrophil-to-lymphocyte ratio-based prognostic score can predict outcomes in patients with advanced non-small cell lung cancer treated with immunotherapy plus chemotherapy.基于中性粒细胞与淋巴细胞比值的预后评分可预测接受免疫治疗联合化疗的晚期非小细胞肺癌患者的预后。
BMC Cancer. 2025 Apr 15;25(1):697. doi: 10.1186/s12885-025-13811-y.
5
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.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.
6
Discover Mutational Differences Between Lung Adenocarcinoma and Lung Squamous Cell Carcinoma and Search for More Effective Biomarkers for Immunotherapy.发现肺腺癌和肺鳞状细胞癌之间的突变差异并寻找更有效的免疫治疗生物标志物。
Cancer Manag Res. 2024 Dec 10;16:1759-1773. doi: 10.2147/CMAR.S491661. eCollection 2024.
7
Case report: The outcomes of neoadjuvant immunotherapy combined with chemotherapy in pulmonary sarcomatoid carcinoma: case series and literature review.病例报告:肺肉瘤样癌新辅助免疫治疗联合化疗的疗效:病例系列研究与文献综述
Front Immunol. 2024 Nov 26;15:1467755. doi: 10.3389/fimmu.2024.1467755. eCollection 2024.
8
Daidzein Inhibits Non-small Cell Lung Cancer Growth by Pyroptosis.大豆苷元通过细胞焦亡抑制非小细胞肺癌生长。
Curr Pharm Des. 2025;31(11):884-924. doi: 10.2174/0113816128330530240918073721.
9
Landscape of targeted therapies for lung squamous cell carcinoma.肺鳞状细胞癌的靶向治疗概况
Front Oncol. 2024 Oct 31;14:1467898. doi: 10.3389/fonc.2024.1467898. eCollection 2024.
10
Epigenetic modification in radiotherapy and immunotherapy for cancers.癌症放疗和免疫治疗中的表观遗传修饰
Tzu Chi Med J. 2024 Sep 5;36(4):396-406. doi: 10.4103/tcmj.tcmj_3_24. eCollection 2024 Oct-Dec.
程序性细胞死亡配体 1(PD-L1)在非鳞状非小细胞肺癌中的表达与临床病理和基因组学相关性。
Ann Oncol. 2020 Jun;31(6):807-814. doi: 10.1016/j.annonc.2020.02.017. Epub 2020 Apr 27.
4
Association of Tumor Protein p53 and Ataxia-Telangiectasia Mutated Comutation With Response to Immune Checkpoint Inhibitors and Mortality in Patients With Non-Small Cell Lung Cancer.肿瘤蛋白 p53 和共济失调毛细血管扩张突变与非小细胞肺癌患者免疫检查点抑制剂反应和死亡率的关联。
JAMA Netw Open. 2019 Sep 4;2(9):e1911895. doi: 10.1001/jamanetworkopen.2019.11895.
5
An Accurate and Comprehensive Clinical Sequencing Assay for Cancer Targeted and Immunotherapies.一种用于癌症靶向和免疫治疗的准确而全面的临床测序检测方法。
Oncologist. 2019 Dec;24(12):e1294-e1302. doi: 10.1634/theoncologist.2019-0236. Epub 2019 Aug 13.
6
Immune checkpoint inhibitors for patients with advanced lung cancer and oncogenic driver alterations: results from the IMMUNOTARGET registry.免疫检查点抑制剂治疗晚期肺癌伴致癌驱动基因改变患者:来自 IMMUNOTARGET 登记研究的结果。
Ann Oncol. 2019 Aug 1;30(8):1321-1328. doi: 10.1093/annonc/mdz167.
7
Association of Patient Characteristics and Tumor Genomics With Clinical Outcomes Among Patients With Non-Small Cell Lung Cancer Using a Clinicogenomic Database.基于临床基因组数据库的非小细胞肺癌患者的患者特征和肿瘤基因组与临床结局的相关性分析。
JAMA. 2019 Apr 9;321(14):1391-1399. doi: 10.1001/jama.2019.3241.
8
Pembrolizumab versus chemotherapy for previously untreated, PD-L1-expressing, locally advanced or metastatic non-small-cell lung cancer (KEYNOTE-042): a randomised, open-label, controlled, phase 3 trial.帕博利珠单抗对比化疗用于未经治疗、PD-L1 表达、局部晚期或转移性非小细胞肺癌(KEYNOTE-042):一项随机、开放标签、对照、III 期临床试验。
Lancet. 2019 May 4;393(10183):1819-1830. doi: 10.1016/S0140-6736(18)32409-7. Epub 2019 Apr 4.
9
PD-L1 expression and tumor mutational burden are independent biomarkers in most cancers.PD-L1 表达和肿瘤突变负担是大多数癌症的独立生物标志物。
JCI Insight. 2019 Mar 21;4(6). doi: 10.1172/jci.insight.126908.
10
Mutations in DNA repair genes are associated with increased neoantigen burden and a distinct immunophenotype in lung squamous cell carcinoma.DNA 修复基因的突变与肺鳞状细胞癌中新抗原负担的增加和独特的免疫表型有关。
Sci Rep. 2019 Mar 1;9(1):3235. doi: 10.1038/s41598-019-39594-4.