Radiation injury vs. recurrent brain metastasis: combining textural feature radiomics analysis and standard parameters may increase 18F-FET PET accuracy without dynamic scans

Eur Radiol. 2017 Jul;27(7):2916-2927. doi: 10.1007/s00330-016-4638-2. Epub 2016 Nov 16.

Abstract

Objectives: We investigated the potential of textural feature analysis of O-(2-[18F]fluoroethyl)-L-tyrosine (18F-FET) PET to differentiate radiation injury from brain metastasis recurrence.

Methods: Forty-seven patients with contrast-enhancing brain lesions (n = 54) on MRI after radiotherapy of brain metastases underwent dynamic 18F-FET PET. Tumour-to-brain ratios (TBRs) of 18F-FET uptake and 62 textural parameters were determined on summed images 20-40 min post-injection. Tracer uptake kinetics, i.e., time-to-peak (TTP) and patterns of time-activity curves (TAC) were evaluated on dynamic PET data from 0-50 min post-injection. Diagnostic accuracy of investigated parameters and combinations thereof to discriminate between brain metastasis recurrence and radiation injury was compared.

Results: Diagnostic accuracy increased from 81 % for TBRmean alone to 85 % when combined with the textural parameter Coarseness or Short-zone emphasis. The accuracy of TBRmax alone was 83 % and increased to 85 % after combination with the textural parameters Coarseness, Short-zone emphasis, or Correlation. Analysis of TACs resulted in an accuracy of 70 % for kinetic pattern alone and increased to 83 % when combined with TBRmax.

Conclusions: Textural feature analysis in combination with TBRs may have the potential to increase diagnostic accuracy for discrimination between brain metastasis recurrence and radiation injury, without the need for dynamic 18F-FET PET scans.

Key points: • Textural feature analysis provides quantitative information about tumour heterogeneity • Textural features help improve discrimination between brain metastasis recurrence and radiation injury • Textural features might be helpful to further understand tumour heterogeneity • Analysis does not require a more time consuming dynamic PET acquisition.

Keywords: Brain metastasis; FET PET; Radiation injury; Radiomics; Textural analysis.

MeSH terms

  • Adolescent
  • Aged
  • Brain / diagnostic imaging*
  • Brain / radiation effects
  • Brain Neoplasms / diagnosis
  • Brain Neoplasms / secondary*
  • Female
  • Humans
  • Male
  • Middle Aged
  • Neoplasm Recurrence, Local / diagnosis*
  • Positron Emission Tomography Computed Tomography / methods*
  • Radiation Injuries / diagnosis*
  • Radiometry / methods*
  • Tyrosine / analogs & derivatives*
  • Tyrosine / pharmacology
  • Young Adult

Substances

  • (18F)fluoroethyltyrosine
  • Tyrosine