FET-PET radiomics in recurrent glioblastoma: prognostic value for outcome after re-irradiation?

Radiat Oncol. 2021 Mar 3;16(1):46. doi: 10.1186/s13014-020-01744-8.

Abstract

Purpose: The value of O-(2-[18F]fluoroethyl)-L-tyrosine (FET)-positron emission tomography (PET)-radiomics in the outcome assessment of patients with recurrent glioblastoma (rGBM) has not been evaluated until now. The aim of this study was to evaluate whether a prognostic model based on FET-PET radiomics features (RF) is feasible and can identify rGBM patients that would most benefit from re-irradiation.

Methods: We prospectively recruited rGBM patients who underwent FET-PET before re-irradiation (GLIAA-Pilot trial, DRKS00000633). Tumor volume was delineated using a semi-automatic method with a threshold of 1.8 times the standardized-uptake-value of the background. 135 FET-RF (histogram parameters, shape and texture features) were extracted. The analysis involved the characterization of tumor and non-tumor tissue with FET-RF and the evaluation of the prognostic value of FET-RF for time-to-progression (TTP), overall survival (OS) and recurrence location (RL).

Results: Thirty-two rGBM patients constituted our cohort. FET-RF discriminated significantly between tumor and non-tumor. The texture feature Small-Zone-Low-Gray-Level-Emphasis (SZLGE) showed the best performance for the prediction of TTP (p = 0.001, satisfying Bonferroni-multiple-test significance level). Additionally, two radiomics signatures could predict TTP (TTP-radiomics-signature, p = 0.001) and OS (OS-radiomics-signature, p = 0.038). SZLGE and the TTP-radiomics-signature additionally predicted RL. Specifically, high values for TTP-radiomics-signature and for SZLGE indicated not only earlier progression, but also a RL within the initial FET-PET active volume.

Conclusion: Our findings suggest that FET-PET radiomics could contribute to the prognostic assessment and selection of rGBM-patients benefiting from re-irradiation. Trial registration DRKS00000633. Registered on 8th of December in 2010. https://www.drks.de/drks_web/navigate.do?navigationId=trial.HTML&TRIAL_ID=DRKS00000633 .

Keywords: FET-PET; Radiomics; Re-irradiation; Recurrent-glioblastoma.

MeSH terms

  • Adult
  • Aged
  • Female
  • Glioblastoma / diagnostic imaging*
  • Glioblastoma / pathology
  • Glioblastoma / radiotherapy*
  • Humans
  • Male
  • Middle Aged
  • Neoplasm Recurrence, Local*
  • Positron-Emission Tomography / methods*
  • Prognosis
  • Prospective Studies
  • Radiopharmaceuticals / therapeutic use
  • Re-Irradiation*
  • Treatment Outcome
  • Tyrosine / analogs & derivatives*
  • Tyrosine / therapeutic use

Substances

  • Radiopharmaceuticals
  • (18F)fluoroethyltyrosine
  • Tyrosine