Focal compression of the cervical spinal cord alone does not indicate high risk of neurological deterioration in patients with a diagnosis of mild degenerative cervical myelopathy

被引:1
作者
Al-Shawwa, Abdul [1 ]
Craig, Mike [2 ]
Ost, Kalum [1 ]
Anderson, David [4 ]
Jacobs, W. Bradley [2 ,5 ]
Evaniew, Nathan [2 ,3 ]
Tripathy, Saswati [2 ]
Bouchard, Jacques [2 ,3 ]
Casha, Steve [2 ,5 ]
Cho, Roger [2 ,3 ]
du Plessis, Stephen [2 ,5 ]
Lewkonia, Peter [2 ,3 ]
Nicholls, Fred [2 ,3 ]
Salo, Paul T. [2 ,3 ]
Soroceanu, Alex [2 ,3 ]
Swamy, Ganesh [2 ,3 ]
Thomas, Kenneth C. [2 ,3 ]
Yang, Michael M. H. [2 ,5 ]
Cadotte, David W. [1 ,2 ,4 ,5 ,6 ]
机构
[1] Univ Calgary, Hotchkiss Brain Inst, Cumming Sch Med, Calgary, AB T2N 4N1, Canada
[2] Univ Calgary, Combined Orthoped & Neurosurg Spine Program, Calgary, AB T2N 2T9, Canada
[3] Univ Calgary, Dept Surg, Sect Orthopaed Surg, Calgary, AB T2N 2T9, Canada
[4] Univ Calgary, Cumming Sch Med, Dept Biochem & Mol Biol, Calgary, AB T2N 4N1, Canada
[5] Univ Calgary, Cumming Sch Med, Dept Clin Neurosci, Sect Neurosurg, Calgary, AB T2N 2T9, Canada
[6] Foothills Med Ctr, Dept Clin Neurosci, Room 1195,1403-29th St NW, Calgary, AB T2N 2T9, Canada
关键词
Degenerative cervical myelopathy; Spinal canal diameter; Spinal cord compression; Clustering; Machine learning; Spinal cord injury; ORTHOPEDIC ASSOCIATION SCALE; EPIDEMIOLOGY; RELIABILITY; GUIDELINE;
D O I
10.1016/j.jns.2024.123042
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Degenerative Cervical Myelopathy (DCM) is the functional derangement of the spinal cord resulting from vertebral column spondylotic degeneration. Typical neurological symptoms of DCM include gait imbalance, hand/arm numbness, and upper extremity dexterity loss. Greater spinal cord compression is believed to lead to a higher rate of neurological deterioration, although clinical experience suggests a more complex mechanism involving spinal canal diameter (SCD). In this study, we utilized machine learning clustering to understand the relationship between SCD and different patterns of cord compression (i.e. compression at one disc level, two disc levels, etc.) to identify patient groups at risk of neurological deterioration. 124 MRI scans from 51 non-operative DCM patients were assessed through manual scoring of cord compression and SCD measurements. Dimensionality reduction techniques and k-means clustering established patient groups that were then defined with their unique risk criteria. We found that the compression pattern is unimportant at SCD extremes (<= 14.5 mm or > 15.75 mm). Otherwise, severe spinal cord compression at two disc levels increases deterioration likelihood. Notably, if SCD is normal and cord compression is not severe at multiple levels, deterioration likelihood is relatively reduced, even if the spinal cord is experiencing compression. We elucidated five patient groups with their associated risks of deterioration, according to both SCD range and cord compression pattern. Overall, SCD and focal cord compression alone do not reliably predict an increased risk of neurological deterioration. Instead, the specific combination of narrow SCD with multi-level focal cord compression increases the likelihood of neurological deterioration in mild DCM patients.
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页数:10
相关论文
共 34 条
  • [1] MYELOPATHIC CERVICAL SPONDYLOTIC LESIONS DEMONSTRATED BY MAGNETIC-RESONANCE IMAGING
    ALMEFTY, O
    HARKEY, LH
    MIDDLETON, TH
    SMITH, RR
    FOX, JL
    [J]. JOURNAL OF NEUROSURGERY, 1988, 68 (02) : 217 - 222
  • [2] Amid E., 2019, arXiv, DOI DOI 10.48550/ARXIV.1910.00204
  • [3] CONTROLLING THE FALSE DISCOVERY RATE - A PRACTICAL AND POWERFUL APPROACH TO MULTIPLE TESTING
    BENJAMINI, Y
    HOCHBERG, Y
    [J]. JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1995, 57 (01) : 289 - 300
  • [4] CERVICAL LAMINECTOMY AND DENTATE LIGAMENT SECTION FOR CERVICAL SPONDYLOTIC MYELOPATHY
    BENZEL, EC
    LANCON, J
    KESTERSON, L
    HADDEN, T
    [J]. JOURNAL OF SPINAL DISORDERS, 1991, 4 (03): : 286 - 295
  • [5] CERVICAL MYELOPATHY - A COMPLICATION OF CERVICAL SPONDYLOSIS
    CLARKE, E
    ROBINSON, PK
    [J]. BRAIN, 1956, 79 (03) : 483 - 510
  • [6] Dalmia A, 2021, Arxiv, DOI [arXiv:2108.05525, DOI arXiv:2108.05525.v1]
  • [7] EASILY MISSED? Degenerative cervical myelopathy
    Davies, Benjamin M.
    Mowforth, Oliver D.
    Smith, Emma K.
    Kotter, Mark R. N.
    [J]. BMJ-BRITISH MEDICAL JOURNAL, 2018, 360
  • [8] 3D Slicer as an image computing platform for the Quantitative Imaging Network
    Fedorov, Andriy
    Beichel, Reinhard
    Kalpathy-Cramer, Jayashree
    Finet, Julien
    Fillion-Robin, Jean-Christophe
    Pujol, Sonia
    Bauer, Christian
    Jennings, Dominique
    Fennessy, Fiona
    Sonka, Milan
    Buatti, John
    Aylward, Stephen
    Miller, James V.
    Pieper, Steve
    Kikinis, Ron
    [J]. MAGNETIC RESONANCE IMAGING, 2012, 30 (09) : 1323 - 1341
  • [9] A Clinical Practice Guideline for the Management of Degenerative Cervical Myelopathy: Introduction, Rationale, and Scope
    Fehlings, Michael G.
    Tetreault, Lindsay A.
    Riew, K. Daniel
    Middleton, James W.
    Wang, Jeffrey C.
    [J]. GLOBAL SPINE JOURNAL, 2017, 7 : 21S - 27S
  • [10] A Global Perspective on the Outcomes of Surgical Decompression in Patients With Cervical Spondylotic Myelopathy
    Fehlings, Michael G.
    Ibrahim, Ahmed
    Tetreault, Lindsay
    Albanese, Vincenzo
    Alvarado, Manuel
    Arnold, Paul
    Barbagallo, Giuseppe
    Bartels, Ronald
    Bolger, Ciaran
    Defino, Helton
    Kale, Shashank
    Massicotte, Eric
    Moraes, Osmar
    Scerrati, Massimo
    Tan, Gamaliel
    Tanaka, Masato
    Toyone, Tomoaki
    Yukawa, Yasutsugu
    Zhou, Qiang
    Zileli, Mehmet
    Kopjar, Branko
    [J]. SPINE, 2015, 40 (17) : 1322 - 1328