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CaPTk radiomic feature extraction

Flywheel gear that implements CaPTk's application for single-subject radiomic feature extraction. Gear will output a CSV file with the subject's radiomic features within the tumor mask, for all of the input scans.

NOTE: input images must be co-registered

Normalization (to range 0-255) is an optional step.

Dependencies:

  • CaPTk (gear uses the existing Docker container 2021.03.29)

Required inputs:

  • Tumor segmentation mask (gear automatically binarizes input mask - all non-zero voxels become 1)

Optional inputs:

  • T1
  • T1CE
  • T2
  • FLAIR
  • ADC
  • Radiomic feature parameter file (if not specified, gear will use CaPTk's default 3D parameters)
  • brain mask (for normalization step)

Optional configuration:

  • subject label to use in the output file
  • output file name (defaults to radiomic_features.csv)
  • perform normalization (for T1/T1CE/T2/FLAIR inputs)
  • use intersection of tumor segmentation & brain mask during normalization

Version history

0.1.0 - Added optional normalization step with associated configurations

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Flywheel gear that implements CaPTk feature extraction tool

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