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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

Journal of the Neurological Sciences(2024)

Univ Calgary | Foothills Med Ctr

Cited 1|Views25
Abstract
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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Key words
Degenerative cervical myelopathy,Spinal canal diameter,Spinal cord compression,Clustering,Machine learning,Spinal cord injury
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要点】:本研究通过机器学习聚类分析,发现单纯的颈椎脊髓压迫并不一定预示轻度退行性颈椎脊髓病患者的神经系统恶化高风险,而狭窄的脊髓直径与多级局部脊髓压迫的特定组合会增加神经恶化风险。

方法】:研究采用手动评分和机器学习聚类技术分析51例未手术轻度退行性颈椎脊髓病患者(共124次MRI扫描),以了解脊髓直径和不同压迫模式之间的关系。

实验】:研究结果表明,在脊髓直径极端值(≤14.5 mm 或 > 15.75 mm)时,压迫模式不重要。而在其他情况下,两个椎间盘水平上的严重脊髓压迫会增加恶化可能性。特别是,如果脊髓直径正常且在多个水平上的压迫不严重,则恶化可能性相对较低,即使脊髓正在受到压迫。研究揭示了五个与脊髓直径范围和压迫模式相关的患者组及其恶化风险。