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Published on: December 15, 2014
Images Are Data: A Breast Imaging Perspective on a Contemporary Paradigm
Matthias Dietzel1, Paola Clauser2, Panagiotis Kapetas2
1Department of Radiology, University Hospital Erlangen, Germany.
Radiomics transforms breast imaging by analyzing images as data, not just visuals. This approach yields imaging biomarkers for personalized cancer diagnosis and treatment in precision medicine.
Area of Science:
- Radiology
- Medical Imaging
- Computer Science
Background:
- The paradigm shift in diagnostic imaging views radiological examinations as data sources, particularly in breast imaging.
- This enables the application of computer science algorithms for innovative clinical applications and refined methods.
- Key terms include "imaging biomarker," "radiomics," and "artificial intelligence," promising noninvasive, cost-effective, and efficient clinical information delivery.
Purpose of the Study:
- To provide a narrative review of the paradigm shift in breast imaging, treating images as data.
- To explain key concepts and buzzwords like radiomics and imaging biomarkers.
- To discuss exemplary studies and potential clinical use cases in breast imaging.
Main Methods:
- This paper is a narrative review.
- It focuses on the "images as data" paradigm in breast imaging.
- Exemplary studies and clinical use cases are discussed.
Main Results:
- Radiomics treats breast images as a data source, extracting information beyond visual interpretation.
- Radiomic signatures act as imaging biomarkers, offering diagnostic, predictive, and prognostic value.
- These biomarkers can guide individualized breast cancer treatment.
Conclusions:
- Viewing radiological examinations as data sources optimizes patient management.
- It facilitates individualized breast cancer diagnosis and oncologic treatment within precision medicine.
- Radiomics-derived imaging biomarkers are crucial for personalized cancer care.
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