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Fast multimodal imaging combined with machine learning identifying taurine as a potential marker for breast cancer margin assessment

  • Chunyan Lan
  • , Ying Peng
  • , Mateng Bai
  • , Hengtong Zuo
  • , Yue Li
  • , Hainan Wu
  • , Ting Zhang
  • , Xin Zhu
  • , Jie He
  • , Dan Guo*
  • , Xiaofang Chen*
  • , Hongmei Zhao*
  • , Huafang Gao*
  • *此作品的通讯作者
  • Chinese Academy of Medical Sciences
  • Peking University
  • Beihang University
  • National Research Institute for Family Planning, Beijing
  • Tsinghua University
  • Guangzhou Medical College
  • Ltd

科研成果: 期刊稿件文章同行评审

摘要

Sensitive and accurate determination of margins between breast-conserving surgery (BCS) is challenging. This study provided a novel approach and biomarker for margin detection of BC through multi-modality imaging of femtosecond label-free imaging (FLI) microscopy and imaging mass spectrometry (IMS) plus machine learning (ML). The regions of interest (ROI) identified by FLI microscopy closely match tissue micro-regions diagnosed by pathologists. Additionally, a biomarker panel comprising taurine, threonate, and glutamate was established for classifying BC and tumor-adjacent noncancerous breast (TANB) tissues. Among these, taurine with higher abundance was confirmed as a potential biomarker to assess positive margins. Elevated level of taurine was associated with poor overall survival in BC patients. Functional analysis validated pro-tumorigenic effect of taurine in BC cell lines. Overall, the integration of FLI microscopy and IMS enables rapid visualization of cellular structures and metabolites in unlabeled tissues, with further analysis identifying taurine as a potential biomarker for margin evaluation.

源语言英语
文章编号32
期刊npj Digital Medicine
9
1
DOI
出版状态已出版 - 12月 2026

联合国可持续发展目标

此成果有助于实现下列可持续发展目标:

  1. 可持续发展目标 3 - 良好健康与福祉
    可持续发展目标 3 良好健康与福祉

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