Perspective on the integration of radiomics and spatial omics in the analysis of the tumor microenvironment of bladder cancer and prospects for precision diagnosis and treatment - Summary - MDSpire
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Perspective on the integration of radiomics and spatial omics in the analysis of the tumor microenvironment of bladder cancer and prospects for precision diagnosis and treatment
To summarize recent advances in radiomics and spatial omics for characterizing the bladder cancer immune microenvironment and their applications in precision medicine.
Approach:
Radiomics: Enables non-invasive quantification of tumor phenotypes through extraction of medical imaging features.
Spatial Omics: Utilizes technologies like single-cell and spatial transcriptomics to analyze cellular and molecular components within the tumor microenvironment.
Key Findings:
Bladder cancer has a heterogeneous tumor immune microenvironment influencing disease progression and treatment response.
Current assessment methods like tissue biopsies have limitations in capturing spatial heterogeneity and dynamic evolution of tumors.
High-throughput technologies allow for detailed analysis of immune cell infiltration patterns and tumor microenvironment dynamics.
Radiomics provides a non-invasive approach to assess tumor biology and immune status, but traditional imaging techniques have significant limitations.
Interpretation:
The integration of radiomics and spatial omics can enhance understanding of the bladder cancer immune microenvironment.
Limitations:
Challenges in multi-omics data integration.
Issues with model generalization and clinical translation.
Conclusion:
This review summarizes the advances in radiomics and spatial omics for characterizing the bladder cancer immune microenvironment.