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Multiparametric MRI-based habitat analysis integrating deep learning and radiomics for predicting preoperative Ki-67

Yuqian Wang1, Yue Zhang1, Zaiyi Liu2,3

  • 1Guangzhou University of Chinese Medicine, Shenzhen Clinical Medical College, Shenzhen, 518116, China.

BMC Medical Imaging
|January 16, 2026
PubMed
Abstract

No abstract available in PubMed .

Keywords:
Breast cancerDeep learningHabitatKi-67 expression levelMachine learningRadiomics

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Radiological Investigation II: MRI and Ventilation Perfusion Scan01:30

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Description
Magnetic Resonance Imaging (MRI) and Ventilation Perfusion Scans are two radiological investigations that offer detailed diagnostic images of the body, particularly lung structures.
MRI
MRI uses magnetic fields and radiofrequency signals to distinguish between normal and abnormal tissues. This technology provides a more detailed diagnostic image than CT scans, enabling it to characterize pulmonary nodules, stage bronchogenic carcinoma, and evaluate inflammatory activity in...
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