Acetitomaculum and Romboutsia showed positive correlation with lymphocyte stimulating cytokines whereas Aerococcus, Saccharimonas, Stoquefichus, Enterorhabdus, Ruminicocaccae, Staphylococcus, Streptococcus positively correlated with inflammatory, pro-tumoral cytokines like IL-1, M-CSF, MIP-2, IL12p40 or IL-17, etc. Similar to tumor growth, Desulfovibrio and Turicibacter showed contrasting correlation with IL-5 and Eotaxin serum levels. Here, IL1A is linked to neoplasm.