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The extracellular matrix (ECM) signature can be used in detection, diagnosis, monitoring, and treatment of cancers. The signature sets can be used to profile the stage of cancer as well as monitor the progression over time. Antibodies against proteins in these signature sets can also be used to target chemotherapy drugs to treat cancer or detectable agents to image the tumors.