Semi-automated volumetry of MRI serves as a biomarker in neuromuscular patients

Muscle Nerve. 2020 May;61(5):600-607. doi: 10.1002/mus.26827. Epub 2020 Feb 17.

Abstract

Background: Muscle MRI is of increasing importance for neuromuscular patients to detect changes in muscle volume, fat-infiltration, and edema. We developed a method for semi-automated segmentation of muscle MRI datasets.

Methods: An active contour-evolution algorithm implemented within the ITK-SNAP software was used to segment T1-weighted MRI, and to quantify muscle volumes of neuromuscular patients (n = 65).

Results: Semi-automated compared with manual segmentation was shown to be accurate and time-efficient. Muscle volumes and ratios of thigh/lower leg volume were lower in myopathy patients than in controls (P < .0001; P < .05). We found a decrease of lower leg muscle volume in neuropathy patients compared with controls (P < .01), which correlated with clinical parameters. In myopathy patients, muscle volume showed a positive correlation with muscle strength (rleft = 0.79, pleft < .0001). Muscle volumes were independent of body mass index and age.

Conclusions: Our method allows for exact and time-efficient quantification of muscle volumes with possible use as a biomarker in neuromuscular patients.

Keywords: MR imaging; biomarker; muscle dystrophy; neuromuscular disorders; segmentation; thresholding.

MeSH terms

  • Adult
  • Aged
  • Automation
  • Case-Control Studies
  • Charcot-Marie-Tooth Disease / diagnostic imaging
  • Charcot-Marie-Tooth Disease / pathology
  • Diabetic Neuropathies / diagnostic imaging
  • Diabetic Neuropathies / pathology
  • Female
  • Humans
  • Image Processing, Computer-Assisted
  • Magnetic Resonance Imaging*
  • Male
  • Middle Aged
  • Muscle, Skeletal / diagnostic imaging*
  • Muscle, Skeletal / pathology
  • Muscular Diseases / diagnostic imaging*
  • Muscular Diseases / pathology
  • Muscular Dystrophies, Limb-Girdle / diagnostic imaging
  • Muscular Dystrophies, Limb-Girdle / pathology
  • Myositis / diagnostic imaging
  • Myositis / pathology
  • Myositis, Inclusion Body / diagnostic imaging
  • Myositis, Inclusion Body / pathology
  • Organ Size
  • Peripheral Nervous System Diseases / diagnostic imaging*
  • Peripheral Nervous System Diseases / pathology
  • Polymyositis / diagnostic imaging
  • Polymyositis / pathology
  • Polyradiculoneuropathy, Chronic Inflammatory Demyelinating / diagnostic imaging
  • Polyradiculoneuropathy, Chronic Inflammatory Demyelinating / pathology
  • Retrospective Studies
  • Software*