A Prediction Model to Help with Oncologic Mediastinal Evaluation for Radiation: HOMER

Am J Respir Crit Care Med. 2020 Jan 15;201(2):212-223. doi: 10.1164/rccm.201904-0831OC.

Abstract

Rationale: When stereotactic ablative radiotherapy is an option for patients with non-small cell lung cancer (NSCLC), distinguishing between N0, N1, and N2 or N3 (N2|3) disease is important.Objectives: To develop a prediction model for estimating the probability of N0, N1, and N2|3 disease.Methods: Consecutive patients with clinical-radiographic stage T1 to T3, N0 to N3, and M0 NSCLC who underwent endobronchial ultrasound-guided staging from a single center were included. Multivariate ordinal logistic regression analysis was used to predict the presence of N0, N1, or N2|3 disease. Temporal validation used consecutive patients from 3 years later at the same center. External validation used three other hospitals.Measurements and Main Results: In the model development cohort (n = 633), younger age, central location, adenocarcinoma, and higher positron emission tomography-computed tomography nodal stage were associated with a higher probability of having advanced nodal disease. Areas under the receiver operating characteristic curve (AUCs) were 0.84 and 0.86 for predicting N1 or higher (vs. N0) disease and N2|3 (vs. N0 or N1) disease, respectively. Model fit was acceptable (Hosmer-Lemeshow, P = 0.960; Brier score, 0.36). In the temporal validation cohort (n = 473), AUCs were 0.86 and 0.88. Model fit was acceptable (Hosmer-Lemeshow, P = 0.172; Brier score, 0.30). In the external validation cohort (n = 722), AUCs were 0.86 and 0.88 but required calibration (Hosmer-Lemeshow, P < 0.001; Brier score, 0.38). Calibration using the general calibration method resulted in acceptable model fit (Hosmer-Lemeshow, P = 0.094; Brier score, 0.34).Conclusions: This prediction model can estimate the probability of N0, N1, and N2|3 disease in patients with NSCLC. The model has the potential to facilitate decision-making in patients with NSCLC when stereotactic ablative radiotherapy is an option.

Keywords: endobronchial ultrasound; lung cancer; lung cancer staging; mediastinal adenopathy.

Publication types

  • Research Support, N.I.H., Extramural

MeSH terms

  • Adenocarcinoma / diagnostic imaging
  • Adenocarcinoma / pathology*
  • Adenocarcinoma / radiotherapy
  • Aged
  • Carcinoma, Non-Small-Cell Lung / diagnostic imaging
  • Carcinoma, Non-Small-Cell Lung / pathology*
  • Carcinoma, Non-Small-Cell Lung / radiotherapy
  • Carcinoma, Squamous Cell / diagnostic imaging
  • Carcinoma, Squamous Cell / pathology*
  • Carcinoma, Squamous Cell / radiotherapy
  • Clinical Decision Rules
  • Endoscopic Ultrasound-Guided Fine Needle Aspiration
  • Female
  • Humans
  • Logistic Models
  • Lung Neoplasms / diagnostic imaging
  • Lung Neoplasms / pathology*
  • Lung Neoplasms / radiotherapy
  • Lymph Nodes / diagnostic imaging
  • Lymph Nodes / pathology*
  • Male
  • Mediastinum / diagnostic imaging
  • Middle Aged
  • Multivariate Analysis
  • Neoplasm Staging
  • Positron Emission Tomography Computed Tomography
  • Radiosurgery
  • Reproducibility of Results
  • Risk Assessment