Comparison and modification of survival predicting system for breast cancer patients with bone metastases

IF 0.5 4区 医学 Q4 ORTHOPEDICS Annals of Joint Pub Date : 2021-05-18 DOI:10.21037/AOJ-20-120
W. Du, Jichuan Wang, Jie Xu, Zhiqing Zhao, Siyao Liu, Liu Yang, Rui Yang, Shu Wang, Weiling Guo
{"title":"Comparison and modification of survival predicting system for breast cancer patients with bone metastases","authors":"W. Du, Jichuan Wang, Jie Xu, Zhiqing Zhao, Siyao Liu, Liu Yang, Rui Yang, Shu Wang, Weiling Guo","doi":"10.21037/AOJ-20-120","DOIUrl":null,"url":null,"abstract":"Background: Breast cancer is the most common malignancy in the female. Survival for patients with breast cancer has improved substantially over the past two decades, accompanied by increased patients with skeletal-related events. Since surgery is most commonly needed for complete or pending pathological fractures, an accurate preoperative survival estimation for patients with symptomatic bone metastases is crucial in surgical decision making. Several prognostic models for survival estimation in metastatic cancer patients have been developed in western centers without external validation in Asian patient populations and breast cancer-specific cohorts. Methods: Seven survival prediction models were externally validated by a cohort of metastatic breast cancer patients from an Asian center. The prediction ability and accuracy were valued using receiver operating characteristic analysis and Brier score at different time points. Univariate and multivariate Cox regression was used to identify independent prognostic factors. A multivariable prediction model was further established and validated. Results: In our metastatic breast cancer patients cohort, the PathFx model demonstrated superior accuracy at predicting 3- and 6-month survival while the SSG model showed the highest accuracy at 12-month. None of these models exhibit accurate predictions beyond 12-month. Cox regression further identified five independent prognostic factors. A prognostic scoring system with breast cancer-specific prognostic factors was established. Internal validation showed consistent discrimination and accuracy. Conclusions: Current prognostic models showed inconsistent and limited accuracy in Asian metastatic breast cancer patients, especially for more prolonged estimated survival. A disease-based predicting model with cancer-specific prognostic factors would increase the prediction accuracy and help with surgical decision making.","PeriodicalId":44459,"journal":{"name":"Annals of Joint","volume":" ","pages":""},"PeriodicalIF":0.5000,"publicationDate":"2021-05-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Annals of Joint","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.21037/AOJ-20-120","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q4","JCRName":"ORTHOPEDICS","Score":null,"Total":0}
引用次数: 0

Abstract

Background: Breast cancer is the most common malignancy in the female. Survival for patients with breast cancer has improved substantially over the past two decades, accompanied by increased patients with skeletal-related events. Since surgery is most commonly needed for complete or pending pathological fractures, an accurate preoperative survival estimation for patients with symptomatic bone metastases is crucial in surgical decision making. Several prognostic models for survival estimation in metastatic cancer patients have been developed in western centers without external validation in Asian patient populations and breast cancer-specific cohorts. Methods: Seven survival prediction models were externally validated by a cohort of metastatic breast cancer patients from an Asian center. The prediction ability and accuracy were valued using receiver operating characteristic analysis and Brier score at different time points. Univariate and multivariate Cox regression was used to identify independent prognostic factors. A multivariable prediction model was further established and validated. Results: In our metastatic breast cancer patients cohort, the PathFx model demonstrated superior accuracy at predicting 3- and 6-month survival while the SSG model showed the highest accuracy at 12-month. None of these models exhibit accurate predictions beyond 12-month. Cox regression further identified five independent prognostic factors. A prognostic scoring system with breast cancer-specific prognostic factors was established. Internal validation showed consistent discrimination and accuracy. Conclusions: Current prognostic models showed inconsistent and limited accuracy in Asian metastatic breast cancer patients, especially for more prolonged estimated survival. A disease-based predicting model with cancer-specific prognostic factors would increase the prediction accuracy and help with surgical decision making.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
乳腺癌骨转移患者生存预测系统的比较与改进
背景:乳腺癌是女性最常见的恶性肿瘤。在过去的二十年中,乳腺癌患者的生存率大大提高,同时伴有骨骼相关事件的患者也在增加。由于完全性或待决的病理性骨折最常需要手术,因此对有症状的骨转移患者进行准确的术前生存评估对于手术决策至关重要。一些转移性癌症患者生存评估的预后模型已经在西方中心开发出来,但没有在亚洲患者群体和乳腺癌特异性队列中进行外部验证。方法:来自亚洲中心的转移性乳腺癌患者队列对七个生存预测模型进行了外部验证。采用不同时间点的受试者工作特征分析和Brier评分对预测能力和准确性进行评价。采用单因素和多因素Cox回归来确定独立的预后因素。进一步建立并验证了多变量预测模型。结果:在我们的转移性乳腺癌患者队列中,PathFx模型在预测3个月和6个月生存率方面表现出更高的准确性,而SSG模型在预测12个月生存率方面表现出最高的准确性。这些模型都不能准确预测12个月以后的情况。Cox回归进一步确定了5个独立的预后因素。建立了具有乳腺癌特异性预后因素的预后评分系统。内部验证表明鉴别和准确性一致。结论:目前的预后模型在亚洲转移性乳腺癌患者中显示出不一致和有限的准确性,特别是对于更长的估计生存期。结合肿瘤特异性预后因素的基于疾病的预测模型将提高预测的准确性并有助于手术决策。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
Annals of Joint
Annals of Joint ORTHOPEDICS-
CiteScore
1.10
自引率
-25.00%
发文量
17
期刊最新文献
The role of anterolateral complex surgery and slope-reducing osteotomies in revision ACL reconstructions: a narrative review. Three- or four-part proximal humeral fractures in middle-aged and active elderly group of patients: a narrative review of treatment options. Weightlessness damaged the ultrastructure of knee cartilage and quadriceps muscle, aggravated the degeneration of cartilage. Diagnostic strategies for chronic lateral ankle instability: a narrative review. Bone loss in shoulder instability and shoulder arthroplasty.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1