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CcRCC_metabolic_heterogeneity

Heterogeneity is a hallmark of clear cell renal cell carcinoma (ccRCC). In this study, hyperpolarized [1-13C]pyruvate MRI (HP-13C-MRI) was used to probe metabolic heterogeneity non-invasively in 6 ccRCC patients from which 58 tumor and healthy tissues biopsies were acquired postoperatively. MRI parameters were correlated with 146 metabolite concentrations and the expression of 2523 metabolic genes across 34 metabolic pathways. Using metabologram projections and pathway consensus scoring, several metabolic pathways were correlated with the metabolic MRI, including glycolysis, pentose phosphate pathway, and the TCA cycle. A simple thresholding approach applied to the imaging metrics was sufficient to provide meaningful metabolic pathway information. We also show that tissue metabolic heterogeneity increases in regions with higher pyruvate-to-lactate conversion on imaging. These results provide validation of the biological relevance of HP-13C-MRI and support the possibility of its clinical use to improve disease characterization, stratification, targeting of biopsies, and providing novel methods to monitor treatment response.

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Studies are experimental investigations of a particular phenomenon, e.g., case-control studies on a particular trait or cancer research projects reporting matching cancer normal genomes from patients.

Study ID Study Title Study Type
EGAS00001003704 Transcriptome Analysis

This table displays only public information pertaining to the files in the dataset. If you wish to access this dataset, please submit a request. If you already have access to these data files, please consult the download documentation.

ID File Type Size Quality Report
Located in
EGAF00008800691 cram 942.7 MB
EGAF00008800692 cram 743.8 MB
EGAF00008800693 cram 784.2 MB
EGAF00008800694 cram 771.6 MB
EGAF00008800695 cram 772.9 MB
EGAF00008800696 cram 788.0 MB
EGAF00008800697 cram 512.0 MB
EGAF00008800698 cram 789.8 MB
EGAF00008800699 cram 672.0 MB
EGAF00008800700 cram 701.5 MB
EGAF00008800701 cram 712.3 MB
EGAF00008800702 cram 1.1 GB
EGAF00008800703 cram 721.0 MB
EGAF00008800704 cram 1.0 GB
EGAF00008800705 cram 903.2 MB
EGAF00008800706 cram 746.2 MB
EGAF00008800707 cram 1.0 GB
EGAF00008800708 cram 1.1 GB
EGAF00008800709 cram 970.6 MB
EGAF00008800710 cram 812.4 MB
EGAF00008800711 cram 775.6 MB
EGAF00008800712 cram 921.5 MB
EGAF00008800713 cram 837.8 MB
EGAF00008800714 cram 889.9 MB
EGAF00008800715 cram 697.3 MB
EGAF00008800716 cram 735.5 MB
EGAF00008800717 cram 730.0 MB
EGAF00008800718 cram 721.8 MB
EGAF00008800719 cram 746.7 MB
EGAF00008800720 cram 477.2 MB
EGAF00008800721 cram 742.2 MB
EGAF00008800722 cram 640.2 MB
EGAF00008800723 cram 666.0 MB
EGAF00008800724 cram 672.5 MB
EGAF00008800725 cram 1.0 GB
EGAF00008800726 cram 683.8 MB
EGAF00008800727 cram 942.0 MB
EGAF00008800728 cram 845.2 MB
EGAF00008800729 cram 705.1 MB
EGAF00008800730 cram 939.6 MB
EGAF00008800731 cram 1.0 GB
EGAF00008800732 cram 914.3 MB
EGAF00008800733 cram 762.4 MB
EGAF00008800734 cram 725.3 MB
EGAF00008800735 cram 867.9 MB
EGAF00008800736 cram 792.1 MB
EGAF00008800737 cram 921.9 MB
EGAF00008800738 cram 742.6 MB
EGAF00008800739 cram 765.0 MB
EGAF00008800740 cram 758.1 MB
EGAF00008800741 cram 749.2 MB
EGAF00008800742 cram 773.5 MB
EGAF00008800743 cram 495.8 MB
EGAF00008800744 cram 771.5 MB
EGAF00008800745 cram 664.7 MB
EGAF00008800746 cram 691.8 MB
EGAF00008800747 cram 698.8 MB
EGAF00008800748 cram 1.0 GB
EGAF00008800749 cram 709.6 MB
EGAF00008800750 cram 979.0 MB
EGAF00008800751 cram 878.4 MB
EGAF00008800752 cram 734.3 MB
EGAF00008800753 cram 976.8 MB
EGAF00008800754 cram 1.0 GB
EGAF00008800755 cram 947.4 MB
EGAF00008800756 cram 791.9 MB
EGAF00008800757 cram 753.8 MB
EGAF00008800758 cram 902.0 MB
EGAF00008800759 cram 821.6 MB
EGAF00008800760 cram 893.7 MB
EGAF00008800761 cram 722.4 MB
EGAF00008800762 cram 733.9 MB
EGAF00008800763 cram 732.4 MB
EGAF00008800764 cram 720.2 MB
EGAF00008800765 cram 747.1 MB
EGAF00008800766 cram 475.3 MB
EGAF00008800767 cram 743.5 MB
EGAF00008800768 cram 644.9 MB
EGAF00008800769 cram 667.1 MB
EGAF00008800770 cram 673.3 MB
EGAF00008800771 cram 1.0 GB
EGAF00008800772 cram 684.2 MB
EGAF00008800773 cram 942.3 MB
EGAF00008800774 cram 844.7 MB
EGAF00008800775 cram 709.0 MB
EGAF00008800776 cram 938.7 MB
EGAF00008800777 cram 1.0 GB
EGAF00008800778 cram 914.0 MB
EGAF00008800779 cram 761.1 MB
EGAF00008800780 cram 722.4 MB
EGAF00008800781 cram 870.5 MB
EGAF00008800782 cram 791.9 MB
EGAF00008862778 cram 863.1 MB
EGAF00008862779 cram 861.1 MB
EGAF00008862780 cram 710.2 MB
EGAF00008862781 cram 828.9 MB
EGAF00008862782 cram 699.6 MB
EGAF00008862783 cram 644.9 MB
EGAF00008862784 cram 611.5 MB
EGAF00008862785 cram 896.2 MB
EGAF00008862786 cram 764.5 MB
EGAF00008862787 cram 918.7 MB
EGAF00008862788 cram 862.9 MB
EGAF00008862789 cram 777.7 MB
EGAF00008862790 cram 673.4 MB
EGAF00008862791 cram 783.7 MB
EGAF00008862792 cram 591.9 MB
EGAF00008862793 cram 746.8 MB
EGAF00008862794 cram 755.2 MB
EGAF00008862795 cram 719.2 MB
EGAF00008862796 cram 852.3 MB
EGAF00008862797 cram 780.6 MB
EGAF00008862798 cram 832.9 MB
EGAF00008862799 cram 773.3 MB
EGAF00008862800 cram 854.3 MB
EGAF00008862801 cram 849.7 MB
EGAF00008862802 cram 704.9 MB
EGAF00008862803 cram 823.9 MB
EGAF00008862804 cram 695.0 MB
EGAF00008862805 cram 638.6 MB
EGAF00008862806 cram 592.6 MB
EGAF00008862807 cram 889.1 MB
EGAF00008862808 cram 752.1 MB
EGAF00008862809 cram 911.1 MB
EGAF00008862810 cram 862.3 MB
EGAF00008862811 cram 775.7 MB
EGAF00008862812 cram 667.7 MB
EGAF00008862813 cram 778.2 MB
EGAF00008862814 cram 594.1 MB
EGAF00008862815 cram 739.6 MB
EGAF00008862816 cram 752.7 MB
EGAF00008862817 cram 711.0 MB
EGAF00008862818 cram 846.9 MB
EGAF00008862819 cram 771.1 MB
EGAF00008862820 cram 819.6 MB
EGAF00008862821 cram 763.1 MB
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EGAF00008862823 cram 846.8 MB
EGAF00008862824 cram 702.4 MB
EGAF00008862825 cram 818.2 MB
EGAF00008862826 cram 694.4 MB
EGAF00008862827 cram 636.5 MB
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EGAF00008862829 cram 886.5 MB
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EGAF00008862831 cram 908.2 MB
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EGAF00008862833 cram 771.0 MB
EGAF00008862834 cram 665.7 MB
EGAF00008862835 cram 773.6 MB
EGAF00008862836 cram 592.2 MB
EGAF00008862837 cram 736.8 MB
EGAF00008862838 cram 751.7 MB
EGAF00008862839 cram 707.2 MB
EGAF00008862840 cram 842.5 MB
EGAF00008862841 cram 768.6 MB
EGAF00008862842 cram 817.9 MB
EGAF00008862843 cram 761.8 MB
EGAF00008862844 cram 861.1 MB
EGAF00008862845 cram 861.0 MB
EGAF00008862846 cram 707.8 MB
EGAF00008862847 cram 830.2 MB
EGAF00008862848 cram 701.9 MB
EGAF00008862849 cram 645.2 MB
EGAF00008862850 cram 611.6 MB
EGAF00008862851 cram 893.9 MB
EGAF00008862852 cram 756.7 MB
EGAF00008862853 cram 918.5 MB
EGAF00008862854 cram 862.8 MB
EGAF00008862855 cram 776.7 MB
EGAF00008862856 cram 677.0 MB
EGAF00008862857 cram 781.9 MB
EGAF00008862858 cram 594.2 MB
EGAF00008862859 cram 747.5 MB
EGAF00008862860 cram 757.8 MB
EGAF00008862861 cram 716.2 MB
EGAF00008862862 cram 849.5 MB
EGAF00008862863 cram 775.0 MB
EGAF00008862864 cram 830.8 MB
EGAF00008862865 cram 777.4 MB
180 Files (140.9 GB)