Fatty infiltration in cervical flexors and extensors in patients with degenerative cervical myelopathy using a multi-muscle segmentation model

PLoS One. 2021 Jun 25;16(6):e0253863. doi: 10.1371/journal.pone.0253863. eCollection 2021.

Abstract

Background: In patients with degenerative cervical myelopathy (DCM) that have spinal cord compression and sensorimotor deficits, surgical decompression is often performed. However, there is heterogeneity in clinical presentation and post-surgical functional recovery.

Objectives: Primary: a) to assess differences in muscle fat infiltration (MFI) in patients with DCM versus controls, b) to assess association between MFI and clinical disability. Secondary: to assess association between MFI pre-surgery and post-surgical functional recovery.

Study design: Cross-sectional case control study.

Methods: Eighteen patients with DCM (58.6 ± 14.2 years, 10 M/8F) and 25 controls (52.6 ± 11.8 years, 13M/12 F) underwent 3D Dixon fat-water imaging. A convolutional neural network (CNN) was used to segment cervical muscles (MFSS- multifidus and semispinalis cervicis, LC- longus capitis/colli) and quantify MFI. Modified Japanese Orthopedic Association (mJOA) and Nurick were collected.

Results: Patients with DCM had significantly higher MFI in MFSS (20.63 ± 5.43 vs 17.04 ± 5.24, p = 0.043) and LC (18.74 ± 6.7 vs 13.66 ± 4.91, p = 0.021) than controls. Patients with increased MFI in LC and MFSS had higher disability (LC: Nurick (Spearman's ρ = 0.436, p = 0.003) and mJOA (ρ = -0.399, p = 0.008)). Increased MFI in LC pre-surgery was associated with post-surgical improvement in Nurick (ρ = -0.664, p = 0.026) and mJOA (ρ = -0.603, p = 0.049).

Conclusion: In DCM, increased muscle adiposity is significantly associated with sensorimotor deficits, clinical disability, and functional recovery after surgery. Accurate and time efficient evaluation of fat infiltration in cervical muscles may be conducted through implementation of CNN models.

Publication types

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

MeSH terms

  • Cervical Vertebrae / diagnostic imaging
  • Cervical Vertebrae / metabolism
  • Cervical Vertebrae / pathology
  • Cervical Vertebrae / surgery*
  • Decompression, Surgical*
  • Female
  • Humans
  • Male
  • Middle Aged
  • Musculoskeletal System / metabolism
  • Musculoskeletal System / pathology
  • Musculoskeletal System / surgery
  • Neck / pathology
  • Neck / surgery
  • Neck Muscles / metabolism
  • Neck Muscles / pathology
  • Neck Muscles / surgery
  • Paraspinal Muscles
  • Recovery of Function / physiology
  • Spinal Cord Compression / pathology
  • Spinal Cord Compression / surgery
  • Spinal Cord Diseases / diagnostic imaging
  • Spinal Cord Diseases / metabolism
  • Spinal Cord Diseases / pathology
  • Spinal Cord Diseases / surgery*
  • Spondylosis / diagnostic imaging
  • Spondylosis / metabolism
  • Spondylosis / pathology
  • Spondylosis / surgery*
  • Treatment Outcome