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Deciphering Intratumoral Molecular Heterogeneity in Clear Cell Renal Cell Carcinoma with a Radiogenomics Platform
- Source :
- Clin Cancer Res
- Publication Year :
- 2021
- Publisher :
- American Association for Cancer Research (AACR), 2021.
-
Abstract
- Purpose: Intratumoral heterogeneity (ITH) challenges the molecular characterization of clear cell renal cell carcinoma (ccRCC) and is a confounding factor for therapy selection. Most approaches to evaluate ITH are limited by two-dimensional ex vivo tissue analyses. Dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) can noninvasively assess the spatial landscape of entire tumors in their natural milieu. To assess the potential of DCE-MRI, we developed a vertically integrated radiogenomics colocalization approach for multi-region tissue acquisition and analyses. We investigated the potential of spatial imaging features to predict molecular subtypes using histopathologic and transcriptome correlatives. Experimental Design: We report the results of a prospective study of 49 patients with ccRCC who underwent DCE-MRI prior to nephrectomy. Surgical specimens were sectioned to match the MRI acquisition plane. RNA sequencing data from multi-region tumor sampling (80 samples) were correlated with percent enhancement on DCE-MRI in spatially colocalized regions of the tumor. Independently, we evaluated clinical applicability of our findings in 19 patients with metastatic RCC (39 metastases) treated with first-line antiangiogenic drugs or checkpoint inhibitors. Results: DCE-MRI identified tumor features associated with angiogenesis and inflammation, which differed within and across tumors, and likely contribute to the efficacy of antiangiogenic drugs and immunotherapies. Our vertically integrated analyses show that angiogenesis and inflammation frequently coexist and spatially anti-correlate in the same tumor. Furthermore, MRI contrast enhancement identifies phenotypes with better response to antiangiogenic therapy among patients with metastatic RCC. Conclusions: These findings have important implications for decision models based on biopsy samples and highlight the potential of more comprehensive imaging-based approaches.
- Subjects :
- Adult
Male
Cancer Research
Angiogenesis
medicine.medical_treatment
Radiogenomics
Angiogenesis Inhibitors
Article
Transcriptome
Biopsy
Radiation Genomics
Tumor Microenvironment
medicine
Humans
Prospective Studies
Carcinoma, Renal Cell
Aged
Aged, 80 and over
medicine.diagnostic_test
business.industry
Magnetic resonance imaging
Middle Aged
medicine.disease
Magnetic Resonance Imaging
Kidney Neoplasms
Nephrectomy
Clear cell renal cell carcinoma
Oncology
Cancer research
Female
business
Ex vivo
Subjects
Details
- ISSN :
- 15573265 and 10780432
- Volume :
- 27
- Database :
- OpenAIRE
- Journal :
- Clinical Cancer Research
- Accession number :
- edsair.doi.dedup.....44f601fde59df962a3b6d96f778e7269
- Full Text :
- https://doi.org/10.1158/1078-0432.ccr-21-0706