High lung adenocarcinoma PRSs were associated with strong antitumoral traits (decreased TGF-β dominance) in advanced stages, whereas high PRS for lung squamous cell carcinoma was associated with strong pro-tumoral traits (increased TGF-β dominance) in advanced stages. Here, TGFB1 is linked to squamous cell lung carcinoma.