354 Background: Gastric cancer (GC) is the fourth most common cause of cancer death worldwide. Studies have shown an association of higher macrophage density in the tumor microenvironment with worse outcomes in GC. The presence of M2 specific gene signatures in the peripheral blood of cancer patients are associated with poor prognosis. However, it is unknown whether these immunosuppressive M2 markers are prognostic when found in the primary GC tumors. Methods: Based on previously published differential gene expression profiles that distinguish M1 versus M2 macrophages in the peripheral blood, we used the UCSC Xena webtool to analyze the TCGA Stomach Cancer cohort for tumor-associated immune signatures for their prognostic value. We excluded null entries, normal tissue, and entries with incomplete data. We investigated both M1- and M2-macrophage signatures (M1 signature: CCR7, IL2RA, CXCL11, CCL19, CXCL10, PLA1A, PTX3 and M2 signature: MRC1, MS4A4A, CD36, CCL13, CCL18, CCL23, SLC38A6, FGL2, FN1, MAF); as well as a T cell cytolytic signature defined by genes with cytolytic functions ( GZMA, GZMB, GZMH, GZMM, PRF1). We analyzed the impact of transcriptional gene expression with relation to stage, histological subtype, overall survival (OS), and disease free interval (DFI). The UCSC Xena webtool uses log-rank test to compare Kaplan-Meier curves. Results: A total of 341 entries were analyzed with age ranging from 30-90 and 39.4% female. Increased CD168 expression was associated with increased stage of GC (p = 0.017). Higher expression of the M2-macrophage signature was associated with diffuse type adenocarcinoma and mucinous type intestinal adenocarcinoma, compared to tubular and papillary type intestinal adenocarcinoma (p < 0.001). In addition, higher M2-macrophage signature expression was associated with late stage (Stage II or above) compared to early stage (stage I) (p = 0.022). A low M2-macrophage signature was associated with improved 5-year OS (p = 0.029), and a significantly improved 5-year DFI (p = 0.042). CD8A, cytolytic T cell signature, and M1 macrophage signature were not associated with stage of disease or survival. Conclusions: A transcriptional signature derived from peripheral blood immunosuppressive M2 macrophage phenotype is found in GC primary tumors and associated with higher pathologic staging and with worse outcomes. These M2 defining molecular biomarkers of GC has the potential to serve as targets of novel immune-therapeutic strategies.