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Pan S, Liu C, Chen J, Chen L, Liang T, Ye Y, Zhan X. Age and flexors as risk factors for cervical radiculopathy: A new machine learning method. Medicine (Baltimore) 2024; 103:e36939. [PMID: 38277568 PMCID: PMC10817112 DOI: 10.1097/md.0000000000036939] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/14/2023] [Accepted: 12/20/2023] [Indexed: 01/28/2024] Open
Abstract
This study aimed to investigate the risk factors for cervical radiculopathy (CR) along with identifying the relationships between age, cervical flexors, and CR. This was a retrospective cohort study, including 60 patients with CR enrolled between December 2018 and June 2020. In this study, we measured C2 to C7 Cobb angle, disc degeneration, endplate degeneration, and morphology of paraspinal muscles and evaluated the value of predictive methods using receiver operating characteristic curves. Next, we established a diagnostic model for CR using Fisher discriminant model and compared different models by calculating the kappa value. Age and cervical flexor factors were used to construct clinical predictive models, which were further evaluated by C-index, receiver operating characteristic curve, calibration curve, and decision curve analysis. Multivariate analysis showed that age and cervical flexors were potential risk factors for CR, while the diagnostic model indicated that both exerted the best diagnostic effect. The obtained diagnostic equation was as follows: y1 = 0.33 × 1 + 10.302 × 2-24.139; y2 = 0.259 × 1 + 13.605 × 2-32.579. Both the C-index and AUC in the training set reached 0.939. Moreover, the C-index and AUC values in the external validation set reached 0.961. We developed 2 models for predicting CR and also confirmed their validity. Age and cervical flexors were considered potential risk factors for CR. Our noninvasive inspection method could provide clinicians with a more potential diagnostic value to detect CR accurately.
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Affiliation(s)
- Shixin Pan
- Spine and Osteopathy Ward, Guangxi Medical University First Affiliated Hospital, Nanning, Guangxi Province, China
| | - Chong Liu
- Guangxi Medical University First Affiliated Hospital, Nanning, Nanning, Guangxi Province, China
| | - Jiarui Chen
- Spine and Osteopathy Ward, Guangxi Medical University First Affiliated Hospital, Nanning, Guangxi Province, China
| | - Liyi Chen
- Spine and Osteopathy Ward, Guangxi Medical University First Affiliated Hospital, Nanning, Guangxi Province, China
| | - Tuo Liang
- Spine and Osteopathy Ward, Guangxi Medical University First Affiliated Hospital, Nanning, Guangxi Province, China
| | - Yongqing Ye
- Spine Ward, Wuzhou Red Cross Hospital, Wuzhou, Guangxi Province, China
| | - Xinli Zhan
- Spine and Osteopathy Ward, First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi Province, China
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Young MW, Abtahi AM. Impact of Posterior Cervical Foraminotomy Before or After Cervical Disk Replacement: Current Evidence. Clin Spine Surg 2023; 36:391-397. [PMID: 37798824 DOI: 10.1097/bsd.0000000000001524] [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: 06/21/2023] [Accepted: 08/10/2023] [Indexed: 10/07/2023]
Abstract
STUDY DESIGN Narrative review. OBJECTIVES The purpose of this study was to provide a review of the current evidence on the impact of posterior cervical foraminotomy (PCF) performed before or after cervical disk replacement (CDR). SUMMARY OF BACKGROUND DATA The impact of PCF on outcomes in the setting of CDR is an evolving field, given the recent widespread adoption of CDR and the relative rarity of patients who have undergone both procedures. METHODS A literature search was conducted using PubMed to determine current evidence regarding the indications, outcomes, and biomechanical effects of CDR and PCF when performed alone or in combination. RESULTS When radicular symptoms persist following PCF, a CDR can be safely performed to provide further decompression. Conversely, a PCF can be safely performed following CDR for these same indications. The biomechanical effects of these procedures in combination demonstrate maintained stability when the facetectomy is less than 50% of the facet joint. Studies demonstrate that stability is not significantly decreased by the presence, amount, or level of posterior foraminotomies in the setting of CDR. CONCLUSIONS A PCF can be safely performed before or after cervical disk arthroplasty for recurrent radicular symptoms. LEVEL OF EVIDENCE Level V.
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Affiliation(s)
- Mason W Young
- Department of Orthopaedic Surgery, Vanderbilt University Medical Center, Nashville, TN
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Byvaltsev VA, Kalinin AA, Aliyev MA, Aglakov BM, Kuharev AV, Azhibekov NO. Treatment of the two-level degenerative cervical disk diseases based on algorithmic anterior approach: a multicenter prospective study. Neurosurg Rev 2023; 46:247. [PMID: 37723281 DOI: 10.1007/s10143-023-02157-3] [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: 07/03/2023] [Revised: 09/04/2023] [Accepted: 09/12/2023] [Indexed: 09/20/2023]
Abstract
To analyze the effectiveness of an algorithmic anterior approach to the surgical treatment of patients with two-level cervical degenerative disk disease based on the preoperative clinical and imaging parameters. The study included 244 patients with two-level cervical degenerative disk disease. Three groups of patients were evaluated at 3 neurosurgical centers between 2016-2019. The prospective group (Group I, n = 126) consisted of patients who were treated using an algorithm to decide whether they should be treated with a two-level Total Disk replacement (TDR), Anterior Cervical Discectomy and Fusion (ACDF) and hybrid technique. The control group (Group II, n = 118) consisted of patients who underwent two-level anterior decompression with TDR, ACDF and hybrid stabilization between 2005-2015. Visual Analogue Scale (VAS) neck pain, VAS upper limbs pain, Neck Disability Index (NDI), SF-36, Macnab and Nurick scales were collected. Perioperative complications were identified. At 2 years of follow up Group I had significantly better clinical outcomes based on VAS neck pain score (p = 0.02), VAS upper limbs pain (p = 0.04), NDI score (p = 0.02), SF-36 score (p = 0.01), satisfaction with surgery on the Macnab scale (p < 0.001) and outcome of surgery based on Nurick scale (p < 0.001). Complication rate was lower in Group I, 6.3% compared to 24.6% in Group II, p = 0.0001. The algorithmic anterior approach to the surgical treatment of patients with two-level cervical degenerative disk disease resulted in significant improvement of functional outcomes and a decrease in complications at a minimum 2 years of follow-up.
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Affiliation(s)
- Vadim A Byvaltsev
- Department of Neurosurgery, Irkutsk State Medical University, 1 Krassnogo Vosstaniya Street, off 201, 664003, Irkutsk, Irkutskaya Oblast', Russia.
- Department of Neurosurgery, Railway Clinical Hospital, Irkutsk, Russia.
- Department of Traumatology, Orthopedic and Neurosurgery, Irkutsk State Medical Academy of Postgraduate Education, Irkutsk, Russia.
| | - Andrei A Kalinin
- Department of Neurosurgery, Irkutsk State Medical University, 1 Krassnogo Vosstaniya Street, off 201, 664003, Irkutsk, Irkutskaya Oblast', Russia
- Department of Neurosurgery, Railway Clinical Hospital, Irkutsk, Russia
| | - Marat A Aliyev
- Department of Neurosurgery, Irkutsk State Medical University, 1 Krassnogo Vosstaniya Street, off 201, 664003, Irkutsk, Irkutskaya Oblast', Russia
- Department of Neurosurgery, Asfendiyarov Kazakh National Medical University, Almaty, Kazakhstan
| | - Bakhyt M Aglakov
- Department of Neurosurgery, Irkutsk State Medical University, 1 Krassnogo Vosstaniya Street, off 201, 664003, Irkutsk, Irkutskaya Oblast', Russia
- Department of Neurosurgery, Asfendiyarov Kazakh National Medical University, Almaty, Kazakhstan
| | - Alexander V Kuharev
- Department of Neurosurgery, Irkutsk State Medical University, 1 Krassnogo Vosstaniya Street, off 201, 664003, Irkutsk, Irkutskaya Oblast', Russia
- Department of Neurosurgery, Federal Siberian Scientific and Clinical Center of the Federal Medical and Biological Agency, Krasnoyarsk, Russia
| | - Nurzhan O Azhibekov
- Kazakhstan Medical University "Higher School of Public Health", Almaty, Kazakhstan
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