Taken together, our findings suggest that TAMs-associated TMSB10 promotes tumor through increasing TAMs proliferation and M2 phenotype conversion via PI3K/Akt signaling, which might be an indicator for prognosis, seems as a promising novel therapeutic target for human lung adenocarcinoma. The gene discussed is TMSB10; the disease is lung adenocarcinoma.