Deep learning-based predictive biomarker of pathological complete response to neoadjuvant chemotherapy from histological images in breast cancer.
Fengling LiYongquan YangYani WeiPing HeJie ChenZhongxi ZhengHong BuPublished in: Journal of translational medicine (2021)
The DL-based pCR-score from histological images is predictive of pCR better than sTILs and subtype, and holds the great potentials for a more accurate stratification of patients for NAC.
Keyphrases
- deep learning
- neoadjuvant chemotherapy
- convolutional neural network
- end stage renal disease
- newly diagnosed
- locally advanced
- chronic kidney disease
- ejection fraction
- lymph node
- artificial intelligence
- sentinel lymph node
- prognostic factors
- optical coherence tomography
- transcription factor
- machine learning
- early stage
- young adults
- mass spectrometry