Enhancer demethylation-regulated gene score identified molecular subtypes, inspiring immunotherapy or CDK4/6 inhibitor therapy in oesophageal squamous cell carcinoma

EBioMedicine. 2024 Jul:105:105177. doi: 10.1016/j.ebiom.2024.105177. Epub 2024 Jun 25.

Abstract

Background: The 5-year survival rate of oesophageal squamous cell carcinoma (ESCC) is approximately 20%. The prognosis and drug response exhibit substantial heterogeneity in ESCC, impeding progress in survival outcomes. Our goal is to identify a signature for tumour subtype classification, enabling precise clinical treatments.

Methods: Utilising pre-treatment multi-omics data from an ESCC dataset (n = 310), an enhancer methylation-eRNA-target gene regulation network was constructed and validated by in vitro experiments. Four machine learning methods collectively identified core target genes, establishing an Enhancer Demethylation-Regulated Gene Score (EDRGS) model for classification. The molecular function of EDRGS subtyping was explored in scRNA-seq (n = 60) and bulk-seq (n = 310), and the EDRGS's potential to predict treatment response was assessed in datasets of various cancer types.

Findings: EDRGS stratified ESCCs into EDRGS-high/low subtypes, with EDRGS-high signifying a less favourable prognosis in ESCC and nine additional cancer types. EDRGS-high exhibited an immune-hot but immune-suppressive phenotype with elevated immune checkpoint expression, increased T cell infiltration, and IFNγ signalling in ESCC, suggesting a better response to immunotherapy. Notably, EDRGS outperformed PD-L1 in predicting anti-PD-1/L1 therapy effectiveness in ESCC (n = 42), kidney renal clear cell carcinoma (KIRC, n = 181), and bladder urothelial carcinoma (BLCA, n = 348) cohorts. EDRGS-low showed a cell cycle-activated phenotype with higher CDK4 and/or CDK6 expression, demonstrating a superior response to the CDK4/6 inhibitor palbociclib, validated in ESCC (n = 26), melanoma (n = 18), prostate cancer (n = 15) cells, and PDX models derived from patients with pancreatic cancer (n = 30).

Interpretation: Identification of EDRGS subtypes enlightens ESCC categorisation, offering clinical insights for patient management in immunotherapy (anti-PD-1/L1) and CDK4/6 inhibitor therapy across cancer types.

Funding: This study was supported by funding from the National Key R&D Program of China (2021YFC2501000, 2020YFA0803300), the National Natural Science Foundation of China (82030089, 82188102), the CAMS Innovation Fund for Medical Sciences (2021-I2M-1-018, 2022-I2M-2-001, 2021-I2M-1-067), the Fundamental Research Funds for the Central Universities (3332021091).

Keywords: CDK4/6 inhibitor therapy; Enhancer methylation; Immunotherapy; Oesophageal squamous cell carcinoma (ESCC); eRNA.

MeSH terms

  • Animals
  • Biomarkers, Tumor*
  • Cell Line, Tumor
  • Computational Biology / methods
  • Cyclin-Dependent Kinase 4* / antagonists & inhibitors
  • Cyclin-Dependent Kinase 4* / genetics
  • Cyclin-Dependent Kinase 6* / antagonists & inhibitors
  • Cyclin-Dependent Kinase 6* / genetics
  • DNA Methylation
  • Enhancer Elements, Genetic
  • Esophageal Neoplasms* / drug therapy
  • Esophageal Neoplasms* / genetics
  • Esophageal Neoplasms* / metabolism
  • Esophageal Neoplasms* / mortality
  • Esophageal Neoplasms* / therapy
  • Esophageal Squamous Cell Carcinoma* / drug therapy
  • Esophageal Squamous Cell Carcinoma* / genetics
  • Esophageal Squamous Cell Carcinoma* / immunology
  • Esophageal Squamous Cell Carcinoma* / metabolism
  • Esophageal Squamous Cell Carcinoma* / mortality
  • Esophageal Squamous Cell Carcinoma* / pathology
  • Esophageal Squamous Cell Carcinoma* / therapy
  • Gene Expression Profiling
  • Gene Expression Regulation, Neoplastic*
  • Gene Regulatory Networks
  • Humans
  • Immunotherapy* / methods
  • Prognosis
  • Protein Kinase Inhibitors / pharmacology
  • Protein Kinase Inhibitors / therapeutic use

Substances

  • Cyclin-Dependent Kinase 6
  • Cyclin-Dependent Kinase 4
  • CDK6 protein, human
  • Biomarkers, Tumor
  • CDK4 protein, human
  • Protein Kinase Inhibitors