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Published on: May 23, 2025
Background, current role, and potential applications of radiogenomics
Katja Pinker1,2, Fuki Shitano3, Evis Sala3
1Department of Radiology, Breast Imaging Service, Memorial Sloan Kettering Cancer Center, New York, New York, USA.
Radiogenomics links medical imaging phenotypes with genomic data to understand tumor biology. This approach aids in developing precise cancer therapies and diagnostic imaging biomarkers for improved patient outcomes.
Area of Science:
- Oncology
- Genomics
- Medical Imaging
Background:
- The genomic revolution spurred precision medicine and targeted cancer therapies.
- Diagnostic tests must identify specific genetic alterations for effective treatment.
- Advances in imaging and high-throughput methods enable correlation of imaging parameters with genomic data.
Purpose of the Study:
- Introduce radiogenomics, an emerging field correlating imaging phenotypes with genomic characteristics.
- Facilitate a deeper understanding of tumor biology and heterogeneity.
- Develop imaging biomarkers for patient outcomes using phenotypic and genotypic metrics.
Main Methods:
- Correlating imaging characteristics (imaging phenotype) with gene expression patterns and mutations.
- Utilizing high-throughput methods to extract and analyze multiple imaging parameters.
- Integrating genomic data with imaging findings to capture tumor biology.
Main Results:
- Radiogenomics aims to bridge the gap between imaging and genomic data in cancer research.
- The field holds promise for understanding tumor heterogeneity and biology.
- Initial results in various tumor types are encouraging.
Conclusions:
- Radiogenomics is a rapidly evolving field with significant potential in oncology.
- Noninvasive medical imaging combined with genomic data offers novel diagnostic and therapeutic insights.
- The approach is applicable to brain, liver, prostate, gynecological, and breast tumors.
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