• 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

用于预测根治性切除的非小细胞肺癌患者首次复发为脑转移的列线图。

A nomogram to predict brain metastasis as the first relapse in curatively resected non-small cell lung cancer patients.

作者信息

Won Young-Woong, Joo Jungnam, Yun Tak, Lee Geon-Kook, Han Ji-Youn, Kim Heung Tae, Lee Jin Soo, Kim Moon Soo, Lee Jong Mog, Lee Hyun-Sung, Zo Jae Ill, Kim Sohee

机构信息

Center for Clinical Trials, National Cancer Center Hospital, National Cancer Center, 323 Ilsan-ro, Ilsandong-gu, Goyang-si, Gyeonggi-go, Republic of Korea; Division of Hematology and Oncology, Department of Internal Medicine, Hanyang University College of Medicine, 153 Gyeongchun-ro, Guri-si, Gyeonggi-do, Republic of Korea.

Biometric Research Branch, Research Institute, National Cancer Center, 323 Ilsan-ro, Ilsandong-gu, Goyang-si, Gyeonggi-go, Republic of Korea.

出版信息

Lung Cancer. 2015 May;88(2):201-7. doi: 10.1016/j.lungcan.2015.02.006. Epub 2015 Feb 16.

DOI:10.1016/j.lungcan.2015.02.006
PMID:25726044
Abstract

OBJECTIVES

Development of brain metastasis results in a significant reduction in overall survival. However, there is no an effective tool to predict brain metastasis in non-small cell lung cancer (NSCLC) patients. We conducted this study to develop a feasible nomogram that can predict metastasis to the brain as the first relapse site in patients with curatively resected NSCLC.

MATERIAL AND METHODS

A retrospective review of NSCLC patients who had received curative surgery at National Cancer Center (Goyang, South Korea) between 2001 and 2008 was performed. We chose metastasis to the brain as the first relapse site after curative surgery as the primary endpoint of the study. A nomogram was modeled using logistic regression.

RESULTS

Among 1218 patients, brain metastasis as the first relapse developed in 87 patients (7.14%) during the median follow-up of 43.6 months. Occurrence rates of brain metastasis were higher in patients with adenocarcinoma or those with a high pT and pN stage. Younger age appeared to be associated with brain metastasis, but this result was not statistically significant. The final prediction model included histology, smoking status, pT stage, and the interaction between adenocarcinoma and pN stage. The model showed fairly good discriminatory ability with a C-statistic of 69.3% and 69.8% for predicting brain metastasis within 2 years and 5 years, respectively. Internal validation using 2000 bootstrap samples resulted in C-statistics of 67.0% and 67.4% which still indicated good discriminatory performances.

CONCLUSION

The nomogram presented here provides the individual risk estimate of developing metastasis to the brain as the first relapse site in patients with NSCLC who have undergone curative surgery. Surveillance programs or preventive treatment strategies for brain metastasis could be established based on this nomogram.

摘要

目的

脑转移的发生会导致总生存期显著缩短。然而,目前尚无有效的工具来预测非小细胞肺癌(NSCLC)患者发生脑转移的情况。我们开展本研究旨在开发一种可行的列线图,以预测根治性切除的NSCLC患者发生脑转移作为首次复发部位的情况。

材料与方法

对2001年至2008年期间在韩国高阳国立癌症中心接受根治性手术的NSCLC患者进行回顾性研究。我们将根治性手术后发生脑转移作为首次复发部位作为研究的主要终点。使用逻辑回归建立列线图模型。

结果

在1218例患者中,87例(7.14%)在中位随访43.6个月期间发生脑转移作为首次复发。腺癌患者或pT和pN分期较高的患者发生脑转移的发生率更高。年龄较轻似乎与脑转移有关,但这一结果无统计学意义。最终的预测模型包括组织学类型、吸烟状态、pT分期以及腺癌与pN分期之间的相互作用。该模型在预测2年内和5年内发生脑转移方面具有相当好的区分能力,C统计量分别为69.3%和69.8%。使用2000个自抽样样本进行内部验证,C统计量分别为67.0%和67.4%,仍表明具有良好的区分性能。

结论

本文提出的列线图可提供接受根治性手术的NSCLC患者发生脑转移作为首次复发部位的个体风险估计。基于此列线图可建立脑转移的监测方案或预防性治疗策略。

相似文献

1
A nomogram to predict brain metastasis as the first relapse in curatively resected non-small cell lung cancer patients.用于预测根治性切除的非小细胞肺癌患者首次复发为脑转移的列线图。
Lung Cancer. 2015 May;88(2):201-7. doi: 10.1016/j.lungcan.2015.02.006. Epub 2015 Feb 16.
2
Development and Validation of Web-Based Nomograms to Precisely Predict Conditional Risk of Site-Specific Recurrence for Patients With Completely Resected Non-small Cell Lung Cancer: A Multiinstitutional Study.基于网络的Nomograms 模型的建立与验证:用于精准预测完全切除的非小细胞肺癌患者的特定部位复发的条件风险:一项多机构研究。
Chest. 2018 Sep;154(3):501-511. doi: 10.1016/j.chest.2018.04.040. Epub 2018 Jun 18.
3
Prognostic factors for cases with no extracranial metastasis in whom brain metastasis is detected after resection of non-small cell lung cancer.非小细胞肺癌切除术后检测到脑转移但无颅外转移病例的预后因素。
Lung Cancer. 2015 May;88(2):195-200. doi: 10.1016/j.lungcan.2015.02.013. Epub 2015 Feb 23.
4
Who may benefit from prophylactic cranial irradiation amongst stage III non-small cell lung cancer patients?在III期非小细胞肺癌患者中,哪些人可能从预防性颅脑照射中获益?
J BUON. 2013 Apr-Jun;18(2):453-8.
5
A Nomogram to Predict Brain Metastases of Resected Non-Small Cell Lung Cancer Patients.预测可切除非小细胞肺癌患者脑转移的列线图。
Ann Surg Oncol. 2016 Sep;23(9):3033-9. doi: 10.1245/s10434-016-5206-3. Epub 2016 Apr 18.
6
Brain metastasis is an early manifestation of distant failure in stage III nonsmall cell lung cancer patients treated with radical chemoradiation therapy.脑转移是接受根治性放化疗的Ⅲ期非小细胞肺癌患者远处转移的早期表现。
Am J Clin Oncol. 2008 Dec;31(6):561-6. doi: 10.1097/COC.0b013e318172d5f9.
7
Survival of patients treated surgically for synchronous single-organ metastatic NSCLC and advanced pathologic TN stage.同步单器官转移性 NSCLC 和晚期病理 TN 期患者的手术治疗生存情况。
Lung Cancer. 2012 Dec;78(3):234-8. doi: 10.1016/j.lungcan.2012.09.011. Epub 2012 Oct 3.
8
Factors associated with recurrence in patients with curatively resected stage I-II lung cancer.与根治性切除 I-II 期肺癌患者复发相关的因素。
Lung Cancer. 2011 Aug;73(2):222-9. doi: 10.1016/j.lungcan.2010.11.013. Epub 2010 Dec 18.
9
Elevated activities of MMP-2 in the non-tumorous lung tissues of curatively resected stage I NSCLC patients are associated with tumor recurrence and a poor survival.在接受根治性切除的I期非小细胞肺癌患者的非肿瘤性肺组织中,基质金属蛋白酶-2(MMP-2)活性升高与肿瘤复发及不良生存相关。
J Surg Oncol. 2007 Mar 15;95(4):337-46. doi: 10.1002/jso.20643.
10
Development and validation of a nomogram for predicting survival in patients with resected non-small-cell lung cancer.建立并验证一个列线图模型预测可切除非小细胞肺癌患者的生存情况。
J Clin Oncol. 2015 Mar 10;33(8):861-9. doi: 10.1200/JCO.2014.56.6661. Epub 2015 Jan 26.

引用本文的文献

1
Application of prediction model based on CT radiomics in prognosis of patients with non-small cell lung cancer.基于CT影像组学的预测模型在非小细胞肺癌患者预后中的应用
BMC Cancer. 2025 Aug 6;25(1):1273. doi: 10.1186/s12885-025-14544-8.
2
A web-based prediction model for brain metastasis in non-small cell lung cancer patients.一种用于非小细胞肺癌患者脑转移的基于网络的预测模型。
Discov Oncol. 2025 Jul 29;16(1):1438. doi: 10.1007/s12672-025-03298-1.
3
Deep learning radiomics and mediastinal adipose tissue-based nomogram for preoperative prediction of postoperative‌ brain metastasis risk in non-small cell lung cancer.
基于深度学习影像组学和纵隔脂肪组织的列线图用于非小细胞肺癌术后脑转移风险的术前预测
BMC Cancer. 2025 Jul 1;25(1):1133. doi: 10.1186/s12885-025-14466-5.
4
A clinical model to predict brain metastases in resected early-stage non-small cell lung cancer.一种预测切除的早期非小细胞肺癌脑转移的临床模型。
BMC Cancer. 2025 Feb 11;25(1):236. doi: 10.1186/s12885-025-13609-y.
5
Clinicopathologic and genomic features associated with brain metastasis after resection of lung adenocarcinoma.肺腺癌切除术后脑转移相关的临床病理及基因组特征
JTCVS Open. 2024 Oct 18;22:458-469. doi: 10.1016/j.xjon.2024.09.030. eCollection 2024 Dec.
6
Risk factors for brain metastasis in lung cancer: an umbrella review of systematic reviews and meta-analyses.肺癌脑转移的危险因素:系统评价和荟萃分析的伞状综述
BMJ Open. 2025 Jan 7;15(1):e087181. doi: 10.1136/bmjopen-2024-087181.
7
Impact of lung adenocarcinoma subtypes on survival and timing of brain metastases.肺腺癌亚型对生存及脑转移时间的影响。
Front Oncol. 2024 Sep 3;14:1433505. doi: 10.3389/fonc.2024.1433505. eCollection 2024.
8
Application of random survival forest to establish a nomogram combining clinlabomics-score and clinical data for predicting brain metastasis in primary lung cancer.应用随机生存森林构建列线图,结合临床实验室组学评分和临床数据预测原发性肺癌脑转移。
Clin Transl Oncol. 2025 Apr;27(4):1472-1483. doi: 10.1007/s12094-024-03688-x. Epub 2024 Sep 3.
9
Predictive risk score for isolated brain metastasis in non-small cell lung cancer.非小细胞肺癌孤立性脑转移的预测风险评分
J Thorac Dis. 2024 Jun 30;16(6):3794-3804. doi: 10.21037/jtd-23-1668. Epub 2024 Jun 19.
10
The clinical, molecular, and therapeutic implications of time from primary diagnosis to brain metastasis in lung and breast cancer patients.肺癌和乳腺癌患者从初次诊断到发生脑转移的时间的临床、分子和治疗意义。
Cancer Med. 2024 Jun;13(11):e7364. doi: 10.1002/cam4.7364.