Incorporating radiomic feature of pretreatment 18F-FDG PET improves survival stratification in patients with EGFR-mutated lung adenocarcinoma

PLoS One. 2020 Dec 28;15(12):e0244502. doi: 10.1371/journal.pone.0244502. eCollection 2020.

Abstract

Background: To investigate the survival prognostic value of the radiomic features of 18F-FDG PET in patients who had EGFR (epidermal growth factor receptor) mutated lung adenocarcinoma and received targeted TKI (tyrosine kinase inhibitor) treatment.

Methods: Fifty-one patients with stage III-IV lung adenocarcinoma and actionable EGFR mutation who received first-line TKI were retrospectively analyzed. All patients underwent pretreatment 18F-FDG PET/CT, and we calculated the PET-derived radiomic features. Cox proportional hazard model was used to examine the association between the radiomic features and the survival outcomes, including progression-free survival (PFS) and overall survival (OS). A score model was established according to the independent prognostic predictors and we compared this model to the TNM staging system using Harrell's concordance index (c-index).

Results: Forty-eight patients (94.1%) experienced disease progression and 41 patients (80.4%) died. Primary tumor SUV entropy > 5.36, and presence of pleural effusion were independently associated with worse OS (both p < 0.001) and PFS (p = 0.001, and 0.003, respectively). We used these two survival predictors to devise a scoring system (score 0-2). Patients with a score of 1 or 2 had a worse survival than those with a score of 0 (HR for OS: 3.6, p = 0.006 for score 1, and HR: 21.8, p < 0.001 for score 2; HR for PFS: 2.2, p = 0.027 for score 1 and HR: 8.8, p < 0.001 for score 2). Our scoring system surpassed the TNM staging system (c-index = 0.691 versus 0.574, p = 0.013 for OS, and c-index = 0.649 versus 0.517, p = 0.004 for PFS).

Conclusions: In this preliminary study, combining PET radiomics with clinical risk factors may improve survival stratification in stage III-IV lung adenocarcinoma with actionable EFGR mutation. Our proposed scoring system may assist with optimization of individualized treatment strategies in these patients.

MeSH terms

  • Adenocarcinoma of Lung / diagnosis
  • Adenocarcinoma of Lung / drug therapy
  • Adenocarcinoma of Lung / genetics
  • Adenocarcinoma of Lung / mortality*
  • Aged
  • ErbB Receptors / antagonists & inhibitors
  • ErbB Receptors / genetics
  • Feasibility Studies
  • Female
  • Fluorodeoxyglucose F18 / administration & dosage
  • Follow-Up Studies
  • Humans
  • Image Interpretation, Computer-Assisted*
  • Lung / diagnostic imaging*
  • Lung Neoplasms / diagnosis
  • Lung Neoplasms / drug therapy
  • Lung Neoplasms / genetics
  • Lung Neoplasms / mortality*
  • Male
  • Middle Aged
  • Models, Statistical
  • Mutation
  • Neoplasm Staging
  • Positron Emission Tomography Computed Tomography
  • Prognosis
  • Progression-Free Survival
  • Protein Kinase Inhibitors / therapeutic use*
  • Retrospective Studies
  • Risk Assessment / methods
  • Risk Factors

Substances

  • Protein Kinase Inhibitors
  • Fluorodeoxyglucose F18
  • EGFR protein, human
  • ErbB Receptors

Grants and funding

The author(s) received no specific funding for this work.