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Corr F, Grimm D, Leach P. Deep learning for identifying cervical ossification of the posterior longitudinal ligament: a systematic review and meta-analysis. Quant Imaging Med Surg 2025; 15:1719-1740. [PMID: 40160638 PMCID: PMC11948434 DOI: 10.21037/qims-24-1485] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2024] [Accepted: 12/31/2024] [Indexed: 04/02/2025]
Abstract
Background Ossification of the posterior longitudinal ligament (OPLL) is a significant contributor for unintentional durotomy following anterior spinal surgery, neural compression, and cervical myelopathy. While traditional diagnostic methods like plain radiography are commonly used, they may yield false negatives. The diagnostic accuracy and reliability of artificial intelligence methods for detecting this condition remain largely unexplored. This study aimed to systematically evaluate the performance of deep learning models (DLMs) in diagnosing and predicting cervical OPLL. Methods This systematic review assesses the utilization of DLMs in diagnosing and predicting OPLL. Inclusion criteria were defined as the use of DLM for the diagnosis and prediction of cervical OPLL in adult patients. Databases included PubMed, Google Scholar, Cochrane Library, ScienceDirect, and BASE. The risk of bias was assessed using the QUADAS-2 tool. Results Seven studies with a pooled sample size of 3,373 patients were included. The pooled accuracy, area under the curve, sensitivity, and accuracy are 0.93, 0.92, 0.88, and 0.9. DLM demonstrated superior diagnostic performance, outperforming human comparator groups in terms of sensitivity (0.86 vs. 0.77), specificity (0.98 vs. 0.74), and accuracy (0.89 vs. 0.76). The meta-analysis with a pooled sample size of 1,016 patients revealed the highest proportion of right-identified OPLL subtypes in the mixed- and continuous subtypes (0.93 and 0.87). Accuracy and sensitivity of DLM were higher in the upper compared to the lower cervical spine. Conclusions Despite limitations in methodological variations and deep learning challenges, the findings support integrating these models into diagnostic protocols. Their robust performance suggests potential value in clinical practice, offering improved diagnostic accuracy and enhanced subtype differentiation.
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Affiliation(s)
- Felix Corr
- Faculty of Medicine and Health Sciences, University of Buckingham, Buckingham, UK
- Department of Spine Surgery, Isarklinikum Munich, Munich, Germany
| | - Dustin Grimm
- Department of Spine Surgery, Isarklinikum Munich, Munich, Germany
| | - Paul Leach
- Faculty of Medicine and Health Sciences, University of Buckingham, Buckingham, UK
- Department of Neurosurgery, University Hospital Wales, Cardiff, UK
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Bak AB, Moghaddamjou A, Alvi M, Ahn H, Farhadi HF, Shaffrey CI, Nassr A, Mummaneni P, Arnold PM, Jacobs WB, Riew KD, Kelly M, Brodke DS, Vaccaro AR, Hilibrand AS, Wilson J, Harrop JS, Yoon ST, Kim KD, Fourney DR, Santaguida C, Massicotte EM, Kopjar B, Fehlings MG. Postoperative C5 Palsy after Anterior or Posterior Decompression for Degenerative Cervical Myelopathy: A Subgroup Analysis of the Multicenter, Prospective, Randomized, Phase III, CSM-Protect Clinical Trial. Spine (Phila Pa 1976) 2024; 49:1410-1416. [PMID: 38616732 DOI: 10.1097/brs.0000000000005007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/16/2024] [Accepted: 03/14/2024] [Indexed: 04/16/2024]
Abstract
STUDY DESIGN Retrospective cohort study of prospectively accrued data. OBJECTIVE To evaluate a large, prospective, multicentre dataset of surgically treated degenerative cervical myelopathy (DCM) cases on the contemporary risk of C5 palsy with surgical approach. SUMMARY OF BACKGROUND DATA The influence of surgical technique on postoperative C5 palsy after decompression for DCM is intensely debated. Comprehensive, covariate-adjusted analyses are needed using contemporary data. METHODS Patients with moderate to severe DCM were prospectively enrolled in the multicenter, randomized, Phase III CSM-Protect clinical trial and underwent either anterior or posterior decompression between Jan 31, 2012 and May 16, 2017. The primary outcome was the incidence of postoperative C5 palsy, defined as the onset of muscle weakness by at least one grade in manual muscle test at the C5 myotome with slight or absent sensory disruption after cervical surgery. Two comparative cohorts were made based on the anterior or posterior surgical approach. Multivariate hierarchical mixed-effects logistic regression was used to estimate odds ratios (OR) with 95% confidence intervals (CI) for C5 palsy. RESULTS A total of 283 patients were included, and 53.4% underwent posterior decompression. The total incidence of postoperative C5 palsy was 7.4% and was significantly higher in patients who underwent posterior decompression compared with anterior decompression (11.26% vs. 3.03%, P =0.008). After multivariable regression, the posterior approach was independently associated with greater than four times the likelihood of postoperative C5 palsy ( P =0.017). Rates of C5 palsy recovery were comparable between the two surgical approaches. CONCLUSION The odds of postoperative C5 palsy are significantly higher after posterior decompression compared to anterior decompression for DCM. This may influence surgical decision-making when there is equipoise in deciding between anterior and posterior treatment options for DCM. LEVEL OF EVIDENCE Therapeutic Level-II.
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Affiliation(s)
- Alex B Bak
- Department of Anesthesiology and Pain Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Ali Moghaddamjou
- Division of Neurosurgery, Toronto Western Hospital, University of Toronto, Toronto, ON, Canada
| | - Mohammed Alvi
- Division of Neurosurgery, Toronto Western Hospital, University of Toronto, Toronto, ON, Canada
| | - Henry Ahn
- Division of Orthopaedic Surgery, St Michael's Hospital, University of Toronto, Toronto, ON, Canada
| | - H Francis Farhadi
- Department of Neurological Surgery, Ohio State University, Columbus, OH
| | | | - Ahmad Nassr
- Department of Orthopedic Surgery, Mayo Clinic, Rochester, MN
| | - Praveen Mummaneni
- Department of Neurosurgery, University of California, San Francisco, San Francisco, CA
| | - Paul M Arnold
- Department of Neurosurgery, Kansas University Medical Center, Kansas City, KS
| | - W Bradley Jacobs
- Department of Clinical Neurosciences, University of Calgary, Calgary, Alberta, Canada
| | - K Daniel Riew
- Department of Orthopedic Surgery, Columbia University, New York, NY
| | - Michael Kelly
- Department of Orthopaedic Surgery, Washington University in St Louis, St Louis, MO
| | - Darrel S Brodke
- Department of Orthopaedics, University of Utah, Salt Lake City, UT
| | - Alexander R Vaccaro
- Department of Orthopaedic Surgery, Thomas Jefferson University, Rothman Orthopaedic Institute, Philadelphia, PA
| | - Alan S Hilibrand
- Department of Orthopaedic Surgery, Thomas Jefferson University, Rothman Orthopaedic Institute, Philadelphia, PA
| | - Jason Wilson
- Department of Neurosurgery, Louisiana State University, New Orleans, LA
| | - James S Harrop
- Department of Neurological Surgery, Thomas Jefferson University, Philadelphia, PA
| | - S Tim Yoon
- Department of Orthopaedics, Emory University, Atlanta, GA
| | - Kee D Kim
- Department of Neurological Surgery, University of California, Davis, Sacramento, CA
| | - Daryl R Fourney
- Division of Neurosurgery, University of Saskatchewan, Saskatoon, SK, Canada
| | - Carlo Santaguida
- Department of Neurology and Neurosurgery, McGill University Health Centre, Montreal, QC, Canada
| | - Eric M Massicotte
- Division of Neurosurgery, Toronto Western Hospital, University of Toronto, Toronto, ON, Canada
- Division of Neurosurgery and Spine Program, Department of Surgery, University of Toronto, Toronto, ON, Canada
| | - Branko Kopjar
- Department of Health Services, University of Washington, Seattle, WA
| | - Michael G Fehlings
- Division of Neurosurgery, Toronto Western Hospital, University of Toronto, Toronto, ON, Canada
- Division of Neurosurgery and Spine Program, Department of Surgery, University of Toronto, Toronto, ON, Canada
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Kang JH, Im SB, Jeong JH, Lee SJ, Cho SH, Hossain M. Effectiveness of nasotracheal intubation in anterior cervical surgery including C3 lesions. Br J Neurosurg 2024; 38:111-115. [PMID: 35016576 DOI: 10.1080/02688697.2021.2024504] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2021] [Accepted: 12/27/2021] [Indexed: 11/02/2022]
Abstract
OBJECTIVE Anterior approach cervical surgery is widely used for accessing C3 lesions. When operating with an anterior approach, the surgical field is obstructed by mandible. Neck extension is popular method to secure better surgical field but risk devastating neurological damage. To overcome this limited surgical field without neck extension, we adopted nasotracheal intubation and evaluated its efficiency. METHODS We retrospectively analyzed 16 patients who underwent anterior cervical discectomy or corpectomy of C3 lesions via nasotracheal intubation. We enrolled an additional 29 patients who underwent anterior cervical discectomy or corpectomy of C3 lesions via orotracheal intubation as a control group. All patients had been diagnosed with cervical spondylotic myelopathy or ossification of the posterior longitudinal ligament. We measured the mandibular-cervical angle, which is the angle between the lower mandibular line and anterior vertebral line. RESULTS The mandibular-cervical angle was increased by 7.3 with nasotracheal intubation compared to orotracheal intubation. CONCLUSIONS Nasotracheal intubation is an effective surgical option for securing the surgical field without neck extension in anterior cervical surgery including C3 lesions.
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Affiliation(s)
- Jung Hoon Kang
- Department of Neurosurgery, Soonchunhyang University Bucheon Hospital, Bucheon, Republic of Korea
| | - Soo Bin Im
- Department of Neurosurgery, Soonchunhyang University Bucheon Hospital, Bucheon, Republic of Korea
| | - Je Hoon Jeong
- Department of Neurosurgery, Soonchunhyang University Bucheon Hospital, Bucheon, Republic of Korea
| | - Seong-Jong Lee
- Department of Neurosurgery, Wooridul spine Hospital, Seoul, Republic of Korea
| | - Sung-Hwan Cho
- Department of Anesthesiology and Pain Medicine, Soonchunhyang University Bucheon Hospital, Bucheon, Republic of Korea
| | - Mosharraf Hossain
- Department of Neurosurgery, Soonchunhyang University Bucheon Hospital, Bucheon, Republic of Korea
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Lee JJ, Kim HC, Jeon HS, An SB, Kim TW, Shin DA, Yi S, Kim KN, Yoon DH, Shin HC, Nagoshi N, Watanabe K, He D, Hoh DJ, Riew KD, Shin JJ, Ha Y. Laminectomy with instrumented fusion vs. laminoplasty in the surgical treatment of cervical ossification of the posterior longitudinal ligament: A multicenter retrospective study. J Clin Neurosci 2021; 94:271-280. [PMID: 34863450 DOI: 10.1016/j.jocn.2021.10.012] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2021] [Revised: 08/22/2021] [Accepted: 10/05/2021] [Indexed: 10/19/2022]
Abstract
Laminectomy with instrumented fusion (LF) has demonstrated better prevention of ossification of posterior longitudinal ligament (OPLL) growth compared to laminoplasty (LP). There remains uncertainty, however, as to which surgical approach is more beneficial with respect to clinical outcomes and complications. We retrospectively reviewed 273 cervical OPLL patients of more than 3 levels, from the two institutions' databases, who underwent LF or LP between January 1998 and January 2016. Each 273 patient (85 with LF, 188 with LP) was assessed for postoperative neurologic and radiologic outcomes, complications and reoperations. The mean length of follow-up was 40.11 months. There were baseline differences between cohorts. Overall, postoperative JOA recovery rate at last follow up was significantly better in the LP group with similar improvement in visual analog neck score. Postoperative C2-7 Cobb angle was decreased compared to baseline for both LF and LP cohorts, but there was no significant difference between groups. Complications occurred in 19 (22.35%) LF patients, and 11 (5.85%) LP patients, with higher incidence of C5 palsy and instrumentation failure in the LF group. Four LF patients (4.71%) and five LP patients (2.66%) underwent reoperation during the follow up period.
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Affiliation(s)
- Jong Joo Lee
- Department of Medicine, Graduate School, Kyung Hee University; Department of Neurosurgery, Kangbuk Samsung Hospital, Sungkyunkwan University College of Medicine, Seoul, Republic of Korea
| | - Hyung Cheol Kim
- Department of Neurosurgery, Bundang Jesaeng Hospital, Gyeonggi-do, Republic of Korea
| | - Hyeong Seok Jeon
- Department of Neurosurgery, Knee and Spine Hospital, Seoul, Republic of Korea
| | - Seong Bae An
- Department of Neurosurgery, Spine Center, CHA Bundang Medical Center, CHA University College of Medicine, Gyeonggi-do, Republic of Korea
| | - Tae Woo Kim
- Department of Neurosurgery, Sanggye Paik Hospital, Inje University College of Medicine, Seoul, Republic of Korea
| | - Dong Ah Shin
- Department of Neurosurgery, Spine and Spinal Cord Institute, Severance Hospital, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Seong Yi
- Department of Neurosurgery, Spine and Spinal Cord Institute, Severance Hospital, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Keung Nyun Kim
- Department of Neurosurgery, Spine and Spinal Cord Institute, Severance Hospital, Yonsei University College of Medicine, Seoul, Republic of Korea
| | - Do Heum Yoon
- Department of Neurosurgery, Spine Center, CHA Bundang Medical Center, CHA University College of Medicine, Gyeonggi-do, Republic of Korea
| | - Hyun Chul Shin
- Department of Neurosurgery, Kangbuk Samsung Hospital, Sungkyunkwan University College of Medicine, Seoul, Republic of Korea
| | - Narihito Nagoshi
- Department of Orthopaedic Surgery, Keio University School of Medicine, Tokyo, Republic of Korea
| | - Kota Watanabe
- Department of Orthopaedic Surgery, Keio University School of Medicine, Tokyo, Republic of Korea
| | - Da He
- Department of Spine Surgery, Beijing Jishuitan Hospital, 4th Clinical Medical College of Peking University, Beijing, China
| | - Daniel J Hoh
- Lillian S. Wells Department of Neurological Surgery, University of Florida, FL, USA
| | - K Daniel Riew
- Department of Orthopaedic Surgery, Columbia University Medical Center, NewYork-Presbyterian Och Spine Hospital, NY, USA
| | - Jun Jae Shin
- Department of Neurosurgery, Yongin Severance Hospital, Yonsei University College of Medicine, Seoul, Republic of Korea.
| | - Yoon Ha
- Department of Neurosurgery, Spine and Spinal Cord Institute, Severance Hospital, Yonsei University College of Medicine, Seoul, Republic of Korea.
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Lee JJ, Lee N, Oh SH, Shin DA, Yi S, Kim KN, Yoon DH, Shin HC, Ha Y. Clinical and radiological outcomes of multilevel cervical laminoplasty versus three-level anterior cervical discectomy and fusion in patients with cervical spondylotic myelopathy. Quant Imaging Med Surg 2020; 10:2112-2124. [PMID: 33139991 DOI: 10.21037/qims-20-220] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
Background Cervical spondylotic myelopathy (CSM) is one of the most common causes of spinal cord impairment in elderly patients. However, a consensus has yet to be reached on the ideal method of surgical intervention. In this study, we investigated serial changes of radiological findings after three-level anterior cervical discectomy and fusion (ACDF) and multilevel laminoplasty and attempted to identify the radiological parameters affecting long-term clinical outcomes in CSM. Methods Of the 152 patients with multilevel CSM treated with three-level ACDF and multilevel laminoplasty, 42 had complete radiological parameters both before and 2 years after surgery (three-level ACDF, 22 patients; multilevel laminoplasty, 20 patients). Radiological parameters included spinal cord signal intensity (SI) changes on magnetic resonance imaging (MRI). Clinical outcomes including the Japanese Orthopaedic Association (JOA) score, neck disability index (NDI), Oswestry disability index (ODI), and 36-Item Short Form Health Survey score were measured. Results The ACDF group showed significant restoration of segmental lordosis postoperatively (preoperatively: 2.21°, 6 months: 8.37°, P=0.026), and segmental and cervical range of motion (ROM) was markedly reduced and well maintained until the final follow-up (preoperatively: 25.48°, 24 months: 4.35°, P<0.001; preoperatively: 41.71°, 24 months: 20.18°, P<0.001). The recovery rates of the JOA score were 42.85% and 57.40% in the ACDF and laminoplasty groups, respectively, although this difference was not statistically significant. Multivariate regression analysis demonstrated that signal change on MRI significantly affected the recovery rate (P=0.003). The visual analog scale (VAS) score and NDI decreased considerably only in the laminoplasty group, and device complications were confirmed only in the ACDF group (incidence rate =36.5%). Conclusions Multilevel laminoplasty showed better radiological and similar clinical outcomes. ACDF had more surgical complications. Spinal cord SI change on preoperative MRI was the independent risk factor for poor clinical outcomes. We recommend laminoplasty instead of three-level ACDF to treat multilevel CSM.
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Affiliation(s)
- Jong Joo Lee
- Department of Neurosurgery, Bundang Jesaeng Hospital, Seongnam, Korea
| | - Nam Lee
- Department of Neurosurgery, Yonsei Cheok Hospital, Busan, Korea
| | - Sung Han Oh
- Department of Neurosurgery, Bundang Jesaeng Hospital, Seongnam, Korea
| | - Dong Ah Shin
- Department of Neurosurgery, Spine, and Spinal Cord Institute, Yonsei University College of Medicine, Seoul, Korea
| | - Seong Yi
- Department of Neurosurgery, Spine, and Spinal Cord Institute, Yonsei University College of Medicine, Seoul, Korea
| | - Keung Nyun Kim
- Department of Neurosurgery, Spine, and Spinal Cord Institute, Yonsei University College of Medicine, Seoul, Korea
| | - Do Heum Yoon
- Department of Neurosurgery, Spine, and Spinal Cord Institute, Yonsei University College of Medicine, Seoul, Korea
| | - Hyun Chul Shin
- Department of Neurosurgery, Kangbuk Samsung Hospital, Sungkyunkwan University School of Medicine, Seoul, Korea
| | - Yoon Ha
- Department of Neurosurgery, Spine, and Spinal Cord Institute, Yonsei University College of Medicine, Seoul, Korea
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