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The TCGA data portal has extensive clinical and genomic data which can be matched to the patient identifiers of the images here in TCIA.  Here is a sample.snapshot of the data obtained from the data portal on 2/6/2014:

Verbose explanations of the clinical data can be found on the Biospecimen Core Resource Clinical Data Forms linked below:

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