A clinicopathological-imaging nomogram for the prediction of pathological complete response in breast cancer cases administered neoadjuvant therapy

列线图 医学 乳腺癌 队列 新辅助治疗 接收机工作特性 逻辑回归 内科学 病态的 肿瘤科 癌症 放射科
作者
Wei Yang,Yan Yang,Chaolin Zhang,Qingyun Yin,Ningmei Zhang
出处
期刊:Magnetic Resonance Imaging [Elsevier BV]
卷期号:111: 120-130
标识
DOI:10.1016/j.mri.2024.05.002
摘要

To construct a user-friendly nomogram with MRI and clinicopathological parameters for the prediction of pathological complete response (pCR) after neoadjuvant therapy (NAT) in patients with breast cancer (BC). We retrospectively enrolled consecutive female patients pathologically confirmed with breast cancer who received NAT followed by surgery between January 2018 and December 2022 as the development cohort. Additionally, we prospectively collected eligible candidates between January 2023 and December 2023 as an external validation group at our institution. Pretreatment MRI features and clinicopathological variables were collected, and the pre- and post-treatment background parenchymal enhancement (BPE) and the changes in BPE on two MRIs were compared between patients who achieved pCR and those who did not. Multivariable logistic regression analysis was used to identify independent variables associated with pCR in the development cohort. These independent variables were combined into a predictive nomogram for which performance was assessed using the area under the receiver operating characteristic curve (AUC), calibration plot, decision curve analysis, and external validation. In the development cohort, there were a total of 276 female patients with a mean age of 48.3 ± 8.7 years, while in the validation cohort, there were 87 female patients with a mean age of 49.0 ± 9.5 years. Independent prognostic factors of pCR included small tumor size, HER2(+), high Ki-67 index,high signal enhancement ratio (SER), low minimum value of apparent diffusion coefficient (ADCmin), and significantly decreased BPE after NAT(change of BPE). The nomogram, which incorporates the above parameters, demonstrated excellent predictive performance in both the development and external validation cohorts, with AUC values of 0.900 and 0.850, respectively. Additionally, the nomogram showed excellent calibration capacities, as indicated by Hosmer-Lemeshow test p values of 0.508 and 0.423 in the two cohorts. Furthermore, the nomogram provided greater net benefits compared to the default simple schemes in both cohorts. A nomogram constructed using tumor size, HER2 status, Ki-67 index, SER, ADCmin, and changes in pre- and post-NAT BPE demonstrated strong predictive performance, calibration ability, and greater net benefits for predicting pCR in patients with BC after NAT. This suggests that the user-friendly nomogram could be a valuable imaging biomarker for identifying suitable candidates for NAT.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
更新
PDF的下载单位、IP信息已删除 (2025-6-4)

科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
魁梧的败发布了新的文献求助10
1秒前
2秒前
聪慧紫菱发布了新的文献求助10
3秒前
拼搏的飞薇完成签到,获得积分10
5秒前
5秒前
10秒前
123完成签到 ,获得积分10
10秒前
10秒前
12秒前
12秒前
12秒前
13秒前
科研通AI2S应助博修采纳,获得10
14秒前
14秒前
Dongbalal发布了新的文献求助10
15秒前
纪震宇发布了新的文献求助10
16秒前
wuhao88完成签到 ,获得积分10
17秒前
nancy发布了新的文献求助10
17秒前
17秒前
小红帽发布了新的文献求助10
19秒前
19秒前
天天快乐应助笑点低的不采纳,获得10
19秒前
念姬发布了新的文献求助10
20秒前
大喜子发布了新的文献求助10
23秒前
23秒前
Amb1tionG发布了新的文献求助10
24秒前
hannah完成签到 ,获得积分10
26秒前
26秒前
笑点低的不完成签到,获得积分10
26秒前
27秒前
27秒前
猪猪hero应助liujun采纳,获得10
27秒前
nancy发布了新的文献求助10
29秒前
yy发布了新的文献求助10
30秒前
幽默的南蕾完成签到 ,获得积分10
30秒前
31秒前
31秒前
32秒前
娉娉0520发布了新的文献求助10
32秒前
34秒前
高分求助中
Ophthalmic Equipment Market by Devices(surgical: vitreorentinal,IOLs,OVDs,contact lens,RGP lens,backflush,diagnostic&monitoring:OCT,actorefractor,keratometer,tonometer,ophthalmoscpe,OVD), End User,Buying Criteria-Global Forecast to2029 2000
A new approach to the extrapolation of accelerated life test data 1000
Cognitive Neuroscience: The Biology of the Mind 1000
Technical Brochure TB 814: LPIT applications in HV gas insulated switchgear 1000
Nucleophilic substitution in azasydnone-modified dinitroanisoles 500
不知道标题是什么 500
A Preliminary Study on Correlation Between Independent Components of Facial Thermal Images and Subjective Assessment of Chronic Stress 500
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 生物化学 物理 内科学 纳米技术 计算机科学 化学工程 复合材料 遗传学 基因 物理化学 催化作用 冶金 细胞生物学 免疫学
热门帖子
关注 科研通微信公众号,转发送积分 3962932
求助须知:如何正确求助?哪些是违规求助? 3508908
关于积分的说明 11143865
捐赠科研通 3241789
什么是DOI,文献DOI怎么找? 1791700
邀请新用户注册赠送积分活动 873095
科研通“疑难数据库(出版商)”最低求助积分说明 803579