Automated signal intensity analysis of the spinal cord for detection of degenerative cervical myelopathy - a matched-pair MRI study

被引:1
|
作者
Hohenhaus, Marc [1 ]
Klingler, Jan-Helge [1 ]
Scholz, Christoph [1 ]
Volz, Florian [1 ]
Hubbe, Ulrich [1 ]
Beck, Juergen [1 ]
Reisert, Marco [2 ]
Wuertemberger, Urs [3 ]
Kremers, Nico [3 ]
Wolf, Katharina [4 ]
机构
[1] Univ Freiburg, Dept Neurosurg, Fac Med, Med Ctr, Freiburg, Germany
[2] Univ Freiburg, Dept Radiol, Fac Med, Med Ctr,Med Phys, Freiburg, Germany
[3] Univ Freiburg, Dept Neuroradiol, Fac Med, Med Ctr, Freiburg, Germany
[4] Univ Freiburg, Dept Neurol, Fac Med, Med Ctr, Freiburg, Germany
关键词
Degenerative cervical myelopathy; T2; hyperintensity; Myelopathy sign; Magnetic resonance imaging; Spinal cord segmentation; SPONDYLOTIC MYELOPATHY; PREDICT; SEGMENTATION; PROGNOSIS; SURGERY; IMAGES;
D O I
10.1007/s00234-023-03187-w
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
PurposeDetection of T2 hyperintensities in suspected degenerative cervical myelopathy (DCM) is done subjectively in clinical practice. To gain objective quantification for dedicated treatment, signal intensity analysis of the spinal cord is purposeful. We investigated fully automated quantification of the T2 signal intensity (T2-SI) of the spinal cord using a high-resolution MRI segmentation.MethodsMatched-pair analysis of prospective acquired cervical 3D T2-weighted sequences of 114 symptomatic patients and 88 healthy volunteers. Cervical spinal cord was segmented automatically through a trained convolutional neuronal network with subsequent T2-SI registration slice-by-slice. Received T2-SI curves were subdivided for each cervical level from C2 to C7. Additionally, all levels were subjectively classified concerning a present T2 hyperintensity. For T2-positive levels, corresponding T2-SI curves were compared to curves of age-matched volunteers at the identical level.ResultsForty-nine patients showed subjective T2 hyperintensities at any level. The corresponding T2-SI curves showed higher signal variabilities reflected by standard deviation (18.51 vs. 7.47 a.u.; p < 0.001) and range (56.09 vs. 24.34 a.u.; p < 0.001) compared to matched controls. Percentage of the range from the mean absolute T2-SI per cervical level, introduced as "T2 myelopathy index" (T2-MI), was correspondingly significantly higher in T2-positive segments (23.99% vs. 10.85%; p < 0.001). ROC analysis indicated excellent differentiation for all three parameters (AUC 0.865-0.920).ConclusionThis fully automated T2-SI quantification of the spinal cord revealed significantly increased signal variability for DCM patients compared to healthy volunteers. This innovative procedure and the applied parameters showed sufficient diagnostic accuracy, potentially diagnosing radiological DCM more objective to optimize treatment recommendation.
引用
收藏
页码:1545 / 1554
页数:10
相关论文
共 50 条
  • [1] Automated signal intensity analysis of the spinal cord for detection of degenerative cervical myelopathy — a matched-pair MRI study
    Marc Hohenhaus
    Jan-Helge Klingler
    Christoph Scholz
    Florian Volz
    Ulrich Hubbe
    Jürgen Beck
    Marco Reisert
    Urs Würtemberger
    Nico Kremers
    Katharina Wolf
    Neuroradiology, 2023, 65 : 1545 - 1554
  • [2] Spinal Cord Signal Intensity Predicts Functional Outcomes in the Operative Management of Degenerative Cervical Myelopathy
    Firempong, Gaylinn Kwame
    Sheppard, William L.
    Gelfand, Yaroslav
    Ellingson, Benjamin M.
    Holly, Langston T.
    CLINICAL SPINE SURGERY, 2023, 36 (10): : 438 - 443
  • [3] Deep learning model for automated diagnosis of degenerative cervical spondylosis and altered spinal cord signal on MRI
    Lee, Aric
    Wu, Junran
    Liu, Changshuo
    Makmur, Andrew
    Ting, Yong Han
    Nor, Faimee Erwan Muhamat
    Tan, Loon Ying
    Ong, Wilson
    Tan, Wei Chuan
    Lee, You Jun
    Huang, Juncheng
    Beh, Joey Chan Yiing
    Lim, Desmond Shi Wei
    Low, Xi Zhen
    Teo, Ee Chin
    Chan, Yiong Huak
    Lim, Joshua Ian
    Lin, Shuxun
    Tan, Jiong Hao
    Kumar, Naresh
    Ooi, Beng Chin
    Quek, Swee Tian
    Hallinan, James Thomas Patrick Decourcy
    SPINE JOURNAL, 2025, 25 (02): : 255 - 264
  • [4] Focal cervical spinal stenosis causes mechanical strain on the entire cervical spinal cord tissue-A prospective controlled, matched-pair analysis based on phase-contrast MRI
    Wolf, Katharina
    Reisert, Marco
    Beltran, Saul Felipe
    Klingler, Jan-Helge
    Hubbe, Ulrich
    Krafft, Axel J.
    Egger, Karl
    Hohenhaus, Marc
    NEUROIMAGE-CLINICAL, 2021, 30
  • [5] Effect of Early Postoperative Resolution of MRI Signal Intensity Changes on the Outcomes of Degenerative Cervical Myelopathy
    Tozawa, Keiichiro
    Nagata, Kosei
    Ohtomo, Nozomu
    Ito, Yusuke
    Nakamoto, Hideki
    Kato, So
    Doi, Toru
    Taniguchi, Yuki
    Matsubayashi, Yoshitaka
    Tanaka, Sakae
    Oshima, Yasushi
    SPINE, 2023, 48 (09) : 591 - 599
  • [6] The Relationship Between MRI Signal Intensity Changes, Clinical Presentation, and Surgical Outcome in Degenerative Cervical Myelopathy: Analysis of a Global Cohort
    Nouri, Aria
    Martin, Allan R.
    Kato, So
    Reihani-Kermani, Hamed
    Riehm, Lauren
    Fehlings, Michael G.
    NEUROSURGERY, 2017, 64 : 246 - 246
  • [7] The Relationship Between MRI Signal Intensity Changes, Clinical Presentation, and Surgical Outcome in Degenerative Cervical Myelopathy Analysis of a Global Cohort
    Nouri, Aria
    Martin, Allan R.
    Kato, So
    Reihani-Kermani, Hamed
    Riehm, Lauren E.
    Fehlings, Michael G.
    SPINE, 2017, 42 (24) : 1851 - 1858
  • [8] Intensity of Intraoperative Spinal Cord Hyperechogenicity as a Novel Potential Predictive Indicator of Neurological Recovery for Degenerative Cervical Myelopathy
    Chen, Guoliang
    Wei, Fuxin
    Li, Jiachun
    Shi, Liangyu
    Zhang, Wei
    Wang, Xianxiang
    Xu, Zuofeng
    Liu, Xizhe
    Zou, Xuenong
    Liu, Shaoyu
    KOREAN JOURNAL OF RADIOLOGY, 2021, 22 (07) : 1163 - 1171
  • [9] Clinical and Research MRI Techniques for Assessing Spinal Cord Integrity in Degenerative Cervical Myelopathy-A Scoping Review
    He, Brandon
    Sheldrick, Kyle
    Das, Abhirup
    Diwan, Ashish
    BIOMEDICINES, 2022, 10 (10)
  • [10] Surgical outcomes after laminoplasty for cervical spondylotic myelopathy: A focus on the dynamic factors and signal intensity changes in the intramedullary spinal cord on MRI
    Miyazaki, Masashi
    Notani, Naoki
    Ishihara, Toshinobu
    Kanezaki, Shozo
    Tsumura, Hiroshi
    CLINICAL NEUROLOGY AND NEUROSURGERY, 2017, 162 : 108 - 114