Prediction Model for Individualized Precision Surgery in Breast Cancer Patients with Complete Response on MRI and Residual Calcifications on Mammography after Neoadjuvant Chemotherapy

Author:

Kwon Mi-ri1ORCID,Ko Eun Young2ORCID,Lee Jeong Eon2,Han Boo-Kyung2,Ko Eun Sook2,Choi Ji Soo2,Kim Haejung2,Kim Myoung Kyoung2,Yu Jonghan2,Lee Hyunwoo2,Youn Inyoung3

Affiliation:

1. Kangbuk Samsung Hospital: Kangbuk Samsung Medical Center

2. Samsung Medical Center

3. Kangbuk Samsung Medical Center: Kangbuk Samsung Hospital

Abstract

Abstract

Background To investigate factors predicting calcifications without residual carcinoma (ypCalc_0) or with residual carcinoma (ypCalc_ca) and to develop a prediction model for patients exhibiting residual suspicious calcifications on mammography but complete response on MRI after neoadjuvant chemotherapy (NAC). Methods This retrospective study included breast cancer patients undergoing NAC, showing residual suspicious mammographic calcifications but complete response on MRI between January 2019 and December 2020 (development set) and between January 2021 and December 2022 (validation set). Multivariable logistic regression analysis identified significant factors associated with ypCalc_0. The prediction model, developed using a decision tree and factors from logistic regression analysis, was validated in the validation set. Results The development set included 134 women (mean age, 50.6 years; 91 with ypCalc_0 and 43 with ypCalc_ca) and validation set included 146 women (mean age, 51.0 years; 108 with ypCalc_0 and 38 with ypCalc_ca). Molecular subtype (P = .0002) and high Ki-67 (P = .02) emerged as significant independent factors associated with ypCalc_0 in the development set. The prediction model, incorporating hormone receptor (HR)−/human epidermal growth factor receptor 2 (HER2) + with high Ki-67 as ypCalc_0 predictors, and HR+/HER2 − cancers or HR+/HER2 + or triple negative (TN) cancers with low Ki-67, as ypCalc_ca predictors, achieved an area under receiver operating characteristic curve of 0.844 (95% CI, 0.774 − 0.914) in the validation set. Conclusion Minimized surgery may be considered for managing residual calcifications in HR−/HER2 + with high Ki-67 cancers, while complete excision is recommended for HR+/HER2 − breast cancers or for HR+/HER2 + or TN breast cancers with low Ki-67.

Publisher

Springer Science and Business Media LLC

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3