In summary, CDK1, STAT1, COL1A2, and COL1A1 identified through bioinformatics methods show promise as early diagnostic molecular markers and potential therapeutic targets for AKI in gastrointestinal cancer patients, offering valuable references for clinical treatment and personalized management. The gene discussed is COL1A1; the disease is acute kidney injury.