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Lactylation-related prognostic signature characterized in pancreatic ductal adenocarcinoma through public scRNA-seq dataset and machine learning algorithms: the TOP2A-H3K18la-NQO1 axis orchestrates ma

3 hours ago
  • #lactylation
  • #prognostic model
  • #pancreatic ductal adenocarcinoma
  • A lactylation-related prognostic risk score model was developed for pancreatic ductal adenocarcinoma (PDAC) using single-cell RNA sequencing data and machine learning.
  • The lactate-TOP2A-H3K18la-NQO1 signaling axis forms a positive feedback loop that accelerates malignant progression in PDAC.
  • The study links risk scores to clinical features, immune profiles, mutation burden, and biological functions, validated through in vitro experiments and xenograft models.