Tumor vessel normalization can increase pericyte coverage, perfusion efficiency and immune infiltration, while reducing hypoxia, vessel leakage, CTC and metastasis. In this study, we systemically presented the expression pattern of tumor angiogenesis gene signatures in 31 cancer types and its association with immune infiltration and cancer metastasis. Specifically, READ, COAD etc. have relatively similar expression patterns with low GPAGs and high PPAGs. Patients with this expression pattern may benefit from tumor vessel normalization. COAD was selected for further investigation and we found GPAG CXCL12 was downregulated while PPAG EPHB3 was overexpressed in COAD, which were further validated using two independent colon cancer dataset. Further study indicated that CXCL12 expression was positively correlated innate inflammation pathways such as NE kappa B and negatively correlated with metastasis, while EPHB3 had a reverse result. Moreover, CXCL12 was positively correlated with cancer immune infiltration while EPHB3 was negatively correlated with cancer immune infiltration. Besides, the association between CXCL12/EPHB3 and mutation/CNA landscape were also explored. We also discussed the potential application of gut microbiota in cancer treatment. In summary, blood vessel normalization could promote immune infiltration and repress cancer metastasis while immune cell infiltration can promote blood vessel normalization through a positive feedback loop. (C) 2018 Published by Elsevier Inc.