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MRI-based habitat imaging in cancer treatment: current technology, applications, and challenges
Shaolei Li1, Yongming Dai2, Jiayi Chen3
1Institute for Medical Imaging Technology, Ruijin Hospital, Shanghai, 201800, China.
Abstract:
Extensive efforts have been dedicated to exploring the impact of tumor heterogeneity on cancer treatment at both histological and genetic levels. To accurately measure intra-tumoral heterogeneity, a non-invasive imaging technique, known as habitat imaging, was developed. The technique quantifies intra-tumoral heterogeneity by dividing complex tumors into distinct sub- regions, called habitats. This article reviews the following aspects of habitat imaging in cancer treatment, with a focus on radiotherapy: (1) Habitat imaging biomarkers for assessing tumor physiology; (2) Methods for habitat generation; (3) Efforts to combine radiomics, another imaging quantification method, with habitat imaging; (4) Technical challenges and potential solutions related to habitat imaging; (5) Pathological validation of habitat imaging and how it can be utilized to evaluate cancer treatment by predicting treatment response including survival rate, recurrence, and pathological response as well as ongoing open clinical trials.
Insights
Habitat imaging offers a non-invasive method to measure tumor heterogeneity by identifying distinct tumor sub-regions (habitats). This technique aids in assessing tumor physiology and predicting treatment response in cancer care.
Area of Science:
- Oncology
- Medical Imaging
- Radiotherapy
Background:
- Tumor heterogeneity significantly impacts cancer treatment efficacy.
- Accurate measurement of intra-tumoral heterogeneity is crucial for personalized medicine.
- Non-invasive techniques are needed to assess complex tumor characteristics.
Purpose of the Study:
- To review habitat imaging as a technique for quantifying intra-tumoral heterogeneity.
- To focus on the application of habitat imaging in cancer radiotherapy.
- To explore the potential of habitat imaging in predicting treatment outcomes.
Main Methods:
- Habitat imaging divides tumors into distinct sub-regions (habitats) for analysis.
- Review of habitat imaging biomarkers for assessing tumor physiology.
- Integration of radiomics with habitat imaging techniques.
- Discussion of technical challenges and solutions in habitat imaging.
Main Results:
- Habitat imaging provides quantitative biomarkers for tumor physiology.
- Combining radiomics and habitat imaging enhances analytical capabilities.
- Pathological validation supports habitat imaging's predictive power.
- Habitat imaging can predict treatment response, survival, and recurrence.
Conclusions:
- Habitat imaging is a promising non-invasive tool for evaluating tumor heterogeneity.
- The technique shows potential for predicting radiotherapy response and patient outcomes.
- Further research and clinical trials are ongoing to optimize its application.
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