Deciphering Intratumoral Molecular Heterogeneity in Clear Cell Renal Cell Carcinoma with a Radiogenomics Platform

被引:31
作者
Udayakumar, Durga [1 ,2 ,3 ]
Zhang, Ze [4 ,5 ]
Xi, Yin [5 ]
Dwivedi, Durgesh K. [1 ]
Fulkerson, Michael [1 ]
Haldeman, Sydney [1 ]
McKenzie, Tiffani [6 ]
Yousuf, Qurratulain [3 ,7 ]
Joyce, Allison [3 ,7 ]
Hajibeigi, Asghar [1 ]
Notgrass, Hollis [6 ]
de Leon, Alberto Diaz [1 ]
Yuan, Qing [1 ]
Lewis, Matthew A. [1 ]
Madhuranthakam, Ananth J. [1 ,2 ]
Sibley, Robert C. [1 ]
Elias, Roy [3 ,7 ]
Guo, Junyu [1 ]
Christie, Alana [3 ,7 ]
McKay, Renee M. [3 ,7 ]
Cadeddu, Jeffrey A. [1 ,3 ,8 ]
Bagrodia, Aditya [3 ,8 ]
Margulis, Vitaly [8 ,9 ]
Brugarolas, James [3 ,7 ]
Wang, Tao [4 ,5 ,10 ]
Kapur, Payal [3 ,6 ,8 ]
Pedrosa, Ivan [1 ,2 ,3 ]
机构
[1] UT Southwestern Med Ctr, Dept Radiol, 2201 Inwood Rd, Dallas, TX 75390 USA
[2] UT Southwestern Med Ctr, Adv Imaging Res Ctr, Dallas, TX USA
[3] UT Southwestern Med Ctr, Simmons Comprehens Canc Ctr, Kidney Canc Program, Dallas, TX USA
[4] UT Southwestern Med Ctr, Quantitat Biomed Res Ctr, Dallas, TX USA
[5] UT Southwestern Med Ctr, Dept Populat & Data Sci, Dallas, TX USA
[6] UT Southwestern Med Ctr, Dept Pathol, Dallas, TX USA
[7] UT Southwestern Med Ctr, Dept Internal Med, Dallas, TX USA
[8] UT Southwestern Med Ctr, Dept Urol, Dallas, TX USA
[9] Sechenov Univ, Inst Urol & Reprod Hlth, Moscow, Russia
[10] UT Southwestern Med Ctr, Ctr Genet Host Def, Dallas, TX USA
关键词
ANTIANGIOGENIC THERAPY; COLORECTAL-CANCER; EVOLUTION; GROWTH; ANGIOGENESIS; TUMORS; RNA; PROGRESSION; SORAFENIB; BIOMARKER;
D O I
10.1158/1078-0432.CCR-21-0706
中图分类号
R73 [肿瘤学];
学科分类号
100214 [肿瘤学];
摘要
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.
引用
收藏
页码:4794 / 4806
页数:13
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