Nature Communications · 2024 · 85 citations · 43 references
MedicineOncologyRadiologyDiagnostic ImagingDiagnostic RadiologyThoracic ImagingLung CancerMolecular Imaging In OncologyPositron Emission TomographyThoracic Oncology ImagingTumor CharacterizationTumor Imaging18F-fluorodeoxyglucose Positron Emission TomographyEarly Recurrence PredictionFluorine-18 Fluorodeoxyglucose Positron Emission TomographyNon-small Cell Lung Cancer ImagingPersonalized Treatment SelectionPet-computed TomographyPredictors Of Disease RecurrenceRadiogenomic Biomarkers
Abstract While we recognize the prognostic importance of clinicopathological measures and circulating tumor DNA (ctDNA), the independent contribution of quantitative image markers to prognosis in non-small cell lung cancer (NSCLC) remains underexplored. In our multi-institutional study of 394 NSCLC patients, we utilize pre-treatment computed tomography (CT) and 18 F-fluorodeoxyglucose positron emission tomography (FDG-PET) to establish a habitat imaging framework for assessing regional heterogeneity within individual tumors. This framework identifies three PET/CT subtypes, which maintain prognostic value after adjusting for clinicopathologic risk factors including tumor volume. Additionally, these subtypes complement ctDNA in predicting disease recurrence. Radiogenomics analysis unveil the molecular underpinnings of these imaging subtypes, highlighting downregulation in interferon alpha and gamma pathways in the high-risk subtype. In summary, our study demonstrates that these habitat imaging subtypes effectively stratify NSCLC patients based on their risk levels for disease recurrence after initial curative surgery or radiotherapy, providing valuable insights for personalized treatment approaches.
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