We identified novel cancer‐associated secretory (CAS) cells and interleukin (IL)‐1β+ macrophages as key contributors to the progression of lung adenocarcinoma (LUAD) exhibiting part‐solid radiological features in female never‐smokers. This evidence concerns the gene IL1B and cancer.