In conclusion, this study discovered that chrysin suppresses autophagy activation in lung adenocarcinoma cells mediated by TAMs through the regulation of the CDK1/ULK1 pathway, which reverses the growth-promoting effect of TAMs on lung adenocarcinoma. The gene discussed is CDK1; the disease is lung adenocarcinoma.