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Xiaoying Mi on Muck Rack

Xiaoying Mi

As seen in: Frontiers
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Articles

Ultrasound-based radiomics and habitat analysis for noninvasive assessment of Ki-67 overexpression in breast cancer

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By Li Zhu, Jiaqi Zhang, Xiaoshu Zhu, Yuting Liu, Shuangxi Chen, Shanni Dong, Xushuang Qin, Xiaoying Mi, Jiake Hua
| Frontiers
Abstract Background: Accurate preoperative assessment of Ki-67 proliferation index remains a clinical challenge in breast cancer management. Conventional ultrasound radiomics often fails to fully capture intratumoral heterogeneity, suffers from overfitting, and includes redundant features that limit generalizability. Methods: In this retrospective study, we analyzed preoperative ultrasound images and immunohistochemical results from 288 women with pathologically confirmed breast cancer.
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