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The inherent complexity of cancer complicates treatment. Identifying higher-order principles that govern cancer biology can circumvent this problem and pinpoint broadly applicable treatment options. We recently found that opposite expression and pro- versus anti-cancer activity of a single transcriptional complex functionally stratifies cancer into binary superclasses.