In summary, HMGA1 expression is positively correlated with LNRScore and poor prognosis in lung adenocarcinoma, promotes tumour cell proliferation and migration, and is widely overexpressed in multiple cancer types, underscoring its potential as a universal oncogenic target. This evidence concerns the gene HMGA1 and cancer.