The ErbB, mTOR, TGF-beta and neurotrophin signaling pathways are identified as the cancer-specific pathways according to network fingerprint analysis, which have all believed to play crucial roles in controlling cell growth, proliferation, and survival, and therefore have close relations with cancer. The gene discussed is BDNF; the disease is cancer.