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Karabacak M, Bhimani AD, Schupper AJ, Carr MT, Steinberger J, Margetis K. Machine learning models on a web application to predict short-term postoperative outcomes following anterior cervical discectomy and fusion. BMC Musculoskelet Disord 2024; 25:401. [PMID: 38773464 PMCID: PMC11110429 DOI: 10.1186/s12891-024-07528-5] [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: 01/17/2024] [Accepted: 05/15/2024] [Indexed: 05/23/2024] Open
Abstract
BACKGROUND The frequency of anterior cervical discectomy and fusion (ACDF) has increased up to 400% since 2011, underscoring the need to preoperatively anticipate adverse postoperative outcomes given the procedure's expanding use. Our study aims to accomplish two goals: firstly, to develop a suite of explainable machine learning (ML) models capable of predicting adverse postoperative outcomes following ACDF surgery, and secondly, to embed these models in a user-friendly web application, demonstrating their potential utility. METHODS We utilized data from the National Surgical Quality Improvement Program database to identify patients who underwent ACDF surgery. The outcomes of interest were four short-term postoperative adverse outcomes: prolonged length of stay (LOS), non-home discharges, 30-day readmissions, and major complications. We utilized five ML algorithms - TabPFN, TabNET, XGBoost, LightGBM, and Random Forest - coupled with the Optuna optimization library for hyperparameter tuning. To bolster the interpretability of our models, we employed SHapley Additive exPlanations (SHAP) for evaluating predictor variables' relative importance and used partial dependence plots to illustrate the impact of individual variables on the predictions generated by our top-performing models. We visualized model performance using receiver operating characteristic (ROC) curves and precision-recall curves (PRC). Quantitative metrics calculated were the area under the ROC curve (AUROC), balanced accuracy, weighted area under the PRC (AUPRC), weighted precision, and weighted recall. Models with the highest AUROC values were selected for inclusion in a web application. RESULTS The analysis included 57,760 patients for prolonged LOS [11.1% with prolonged LOS], 57,780 for non-home discharges [3.3% non-home discharges], 57,790 for 30-day readmissions [2.9% readmitted], and 57,800 for major complications [1.4% with major complications]. The top-performing models, which were the ones built with the Random Forest algorithm, yielded mean AUROCs of 0.776, 0.846, 0.775, and 0.747 for predicting prolonged LOS, non-home discharges, readmissions, and complications, respectively. CONCLUSIONS Our study employs advanced ML methodologies to enhance the prediction of adverse postoperative outcomes following ACDF. We designed an accessible web application to integrate these models into clinical practice. Our findings affirm that ML tools serve as vital supplements in risk stratification, facilitating the prediction of diverse outcomes and enhancing patient counseling for ACDF.
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Affiliation(s)
- Mert Karabacak
- Department of Neurosurgery, Mount Sinai Health System, 1468 Madison Ave, New York, NY, 10029, USA
| | - Abhiraj D Bhimani
- Department of Neurosurgery, Mount Sinai Health System, 1468 Madison Ave, New York, NY, 10029, USA
| | - Alexander J Schupper
- Department of Neurosurgery, Mount Sinai Health System, 1468 Madison Ave, New York, NY, 10029, USA
| | - Matthew T Carr
- Department of Neurosurgery, Mount Sinai Health System, 1468 Madison Ave, New York, NY, 10029, USA
| | - Jeremy Steinberger
- Department of Neurosurgery, Mount Sinai Health System, 1468 Madison Ave, New York, NY, 10029, USA
| | - Konstantinos Margetis
- Department of Neurosurgery, Mount Sinai Health System, 1468 Madison Ave, New York, NY, 10029, USA.
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Alsoof D, Perry J, Yang DS, Zhang AS, McDonald CL, Kuris EO, Daniels AH. Risk of Dysphagia and Dysphonia in Patients With Prior Thyroidectomy Undergoing Anterior Cervical Discectomy and Fusion. Global Spine J 2024; 14:494-502. [PMID: 35835538 PMCID: PMC10802520 DOI: 10.1177/21925682221111095] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
STUDY DESIGN Retrospective cohort study using PearlDiver database. OBJECTIVES To evaluate the effect of prior thyroidectomy on complications of Anterior Cervical Discectomy and Fusion (ACDF) surgery. METHODS PearlDiver was used to identify patients without prior dysphagia or dysphonia undergoing ACDF between the years 2010-2020Q1. Patients with and without prior thyroidectomy were matched by levels of fusion, alcohol use, and gastroesophageal reflux disease in a 1:5 ratio. Postoperative outcomes were assessed for each cohort with multivariable logistic regression, controlling for age, sex, and Elixhauser Comorbidity Index. RESULTS Between 2010 and 2019, matched cohorts of 792 ACDF patients with prior thyroidectomy and 3960 ACDF only patients were included in the study. Of patients with previous thyroidectomy undergoing ACDF, 16.3% experienced dysphagia at 1-year compared with 10.6% for patients undergoing ACDF only (aOR=1.39, P=.004). Patients with previous thyroidectomy also had higher odds of dysphonia at 1-year following ACDF, as compared to patients with ACDF alone (2.7% vs 1.2%, aOR=1.74, P= .048). Patients undergoing ACDF with prior thyroidectomy did not have increased risk of revision at 1 year (aOR=1.10, P=.698), 2 years (aOR=1.16, P=.457), or 5 years (aOR=1.20, P=.255) following surgery. There were no differences in postoperative opioid utilization rates at 1 month (aOR=2.07, P=.138), 3 months (aOR=2.45, P=.095), 6 months (aOR=1.34, P=.520), and 12 months (aOR=1.69, P=.202). Prior thyroidectomy was not associated with reintubation following ACDF (P=.995). CONCLUSIONS Patients with prior thyroidectomy undergoing ACDF surgery experience increased odds of dysphagia and dysphonia at 1-year follow-up compared to those without prior thyroidectomy.
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Affiliation(s)
- Daniel Alsoof
- Alpert Medical School of Brown University, Providence, RI, USA
- Department of Orthopaedic Surgery, Alpert Medical School of Brown University, Providence, RI, USA
| | - Justin Perry
- Alpert Medical School of Brown University, Providence, RI, USA
| | - Daniel S. Yang
- Alpert Medical School of Brown University, Providence, RI, USA
| | - Andrew S. Zhang
- Department of Orthopaedic Surgery, Alpert Medical School of Brown University, Providence, RI, USA
| | - Christopher L. McDonald
- Department of Orthopaedic Surgery, Alpert Medical School of Brown University, Providence, RI, USA
| | - Eren O. Kuris
- Department of Orthopaedic Surgery, Alpert Medical School of Brown University, Providence, RI, USA
| | - Alan H. Daniels
- Department of Orthopaedic Surgery, Alpert Medical School of Brown University, Providence, RI, USA
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Gao H, Tian Z, Wang Y, Lou Z. Comparison study of anterior cervical zero-profile fusion cage (ROI-C) and traditional titanium plate plus fusion technique for the treatment of spinal cord type cervical spondylosis. Medicine (Baltimore) 2023; 102:e36651. [PMID: 38115244 PMCID: PMC10727562 DOI: 10.1097/md.0000000000036651] [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: 07/20/2023] [Revised: 10/03/2023] [Accepted: 11/22/2023] [Indexed: 12/21/2023] Open
Abstract
A retrospective comparative study. To compare and analyze the differences in the efficiency and safety of ROI-C and traditional titanium plate with fusion cage for the treatment of CSM patients. Clinical data of 105 patients with CSM who underwent surgical treatment at our hospital from January 2019 to December 2020 were retrospectively reviewed. Patients were divided into ROI-C and traditional groups according to the different fusion methods. The operation time, intraoperative blood loss, preoperative and postoperative JOA score, NDI score, cervical Cobb angle, intervertebral space height, and postoperative complications were recorded and compared between the 2 groups. A total of 105 patients were included in this study, with 57 patients in the ROI-C group and 48 patients in the traditional group. The baseline data were similar between the 2 groups (P > .05). The operative time, intraoperative blood loss, and the incidence of postoperative dysphagia were significantly lower in the ROI-C group than in the traditional group (P < .05). There were no significant differences in the JOA score, NDI score, cervical Cobb angle, intervertebral space height, the incidence of postoperative axial symptoms, and adjacent segment degeneration between the 2 groups (P > .05). However, both groups showed significant improvement in the JOA score, NDI score, cervical Cobb angle, and intervertebral space height compared with before surgery (P < .05). The ROI-C zero-profile internal fixation system and traditional titanium plates with fusion cages can achieve satisfactory clinical treatment results for CSM patients. However, ROI-C has advantages of a shorter operative time, less blood loss, and less postoperative dysphagia. Therefore, the ROI-C zero-profile internal fixation system can be safely and effectively used to treat patients with CSM.
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Affiliation(s)
- Haoran Gao
- Department of the Orthopedic Surgery, the First Affiliated Hospital of Zhengzhou University, Zhengzhou University, Henan, China
| | - Zhen Tian
- Department of the Orthopedic Surgery, the First Affiliated Hospital of Zhengzhou University, Zhengzhou University, Henan, China
| | - Yong Wang
- Department of the Orthopedic Surgery, the First Affiliated Hospital of Zhengzhou University, Zhengzhou University, Henan, China
| | - Zhaohui Lou
- Department of the Orthopedic Surgery, the First Affiliated Hospital of Zhengzhou University, Zhengzhou University, Henan, China
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Roth SG, Robles Ortiz MJ, Vulapalli M, Riew KD. Revision Strategies for Cervical Disc Arthroplasty. Clin Spine Surg 2023; 36:411-418. [PMID: 37752631 DOI: 10.1097/bsd.0000000000001542] [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: 08/22/2023] [Accepted: 08/28/2023] [Indexed: 09/28/2023]
Abstract
STUDY DESIGN Narrative review. OBJECTIVE To review indications and strategies for revision of cervical disc arthroplasty (CDA). SUMMARY OF BACKGROUND DATA No data were generated as part of this review. METHODS A narrative review of the literature was performed. RESULTS No results were generated as part of this review. CONCLUSIONS CDA is a proven, motion-sparing surgical option for the treatment of myelopathy or radiculopathy secondary to cervical degenerative disc disease. As is the case with any operation, a small percentage of CDA will require revision, which can be a technically demanding endeavor. Here we review available revision strategies and associated indications, a thorough understanding of which will aid the surgeon in finely tailoring their approach to varying presentations.
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Affiliation(s)
- Steven G Roth
- Department of Neurological Surgery, Weill Cornell Medical Center
- Department of Orthopedic Surgery, Daniel and Jane Och Spine Hospital, Columbia University Medical Center, New York, NY
| | | | - Meghana Vulapalli
- Department of Orthopedic Surgery, Daniel and Jane Och Spine Hospital, Columbia University Medical Center, New York, NY
| | - K Daniel Riew
- Department of Neurological Surgery, Weill Cornell Medical Center
- Department of Orthopedic Surgery, Daniel and Jane Och Spine Hospital, Columbia University Medical Center, New York, NY
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Change in Physical and Mental Quality-of-Life between the Short- and Mid-Term Periods after Cervical Laminoplasty for Cervical Spondylotic Myelopathy: A Retrospective Cohort Study with Minimum 5 Years Follow-up. J Clin Med 2022; 11:jcm11175230. [PMID: 36079160 PMCID: PMC9457037 DOI: 10.3390/jcm11175230] [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: 08/11/2022] [Revised: 08/31/2022] [Accepted: 09/02/2022] [Indexed: 11/29/2022] Open
Abstract
The mid-term surgical outcomes of cervical spondylotic myelopathy (CSM), evaluated using the cervical Japanese Orthopedic Association (cJOA) score, are reported to be satisfactory. However, there remains room for improvement in quality-of-life (QOL), especially after short-term follow-up. We aimed to demonstrate changes in mental and physical QOL between short- and mid-term follow-ups and determine the predictive factors for deterioration of QOL. In this retrospective cohort study, 80 consecutive patients underwent laminoplasty for CSM. The outcome measures were Short Form-36 Physical Component Summary (PCS), Mental Component Summary (MCS), and cJOA scores. PCS and MCS scores were compared at the 2- and 5-year postoperative time points. Additionally, a multivariate logistic regression model was used to identify the predictive factors for deterioration. Significant factors in the logistic regression analysis were analyzed using receiver-operating characteristic curves. The results showed that MCS scores did not deteriorate after 2 years postoperatively (p = 0.912). Meanwhile, PCS significantly declined between 2 and 5 years postoperatively (p = 0.008). cJOA scores at 2 years postoperatively were significantly associated with PCS deterioration at 2-year follow-up. In conclusion, only physical QOL might show deterioration after short-term follow-up. Such deterioration is likely in patients with a cJOA score <13.0 at 2 years postoperatively.
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Lee DH, Park S, Cho JH, Hwang CJ, Lee CS. Vertebral Body Rotational Osteotomy for Decompressing an Eccentrically Protruded Ossification of the Posterior Longitudinal Ligament: A Technical Note. Clin Spine Surg 2022; 35:111-117. [PMID: 33605610 DOI: 10.1097/bsd.0000000000001138] [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: 01/28/2020] [Accepted: 12/22/2020] [Indexed: 11/26/2022]
Abstract
Vertebral body sliding osteotomy has been reported as a technique to manage cervical myelopathy caused by ossification of the posterior longitudinal ligament. It involves mobilization and anteriorly translating the vertebral body and ossified mass as a whole. The main advantage of the procedure is decreased rate of complication such as dural tear, implant dislodgement, and pseudarthrosis, which demonstrates high rate in anterior cervical corpectomy and fusion. Vertebral body rotational osteotomy is a modification of vertebral body sliding osteotomy. It is indicated for laterally deviated ossified mass to achieve further decompression. This is a technical note describing the procedures of vertebral body rotational osteotomy.
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Affiliation(s)
- Dong-Ho Lee
- Department of Orthopedic Surgery, Asan Medical Center, University of Ulsan College of Medicine, Seoul
| | - Sehan Park
- Department of Orthopedic Surgery, Dongguk University Ilsan Hospital, Goyangsi, Gyeonggido Province, Republic of Korea
| | - Jae Hwan Cho
- Department of Orthopedic Surgery, Asan Medical Center, University of Ulsan College of Medicine, Seoul
| | - Chang Ju Hwang
- Department of Orthopedic Surgery, Asan Medical Center, University of Ulsan College of Medicine, Seoul
| | - Choon Sung Lee
- Department of Orthopedic Surgery, Asan Medical Center, University of Ulsan College of Medicine, Seoul
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Trends in Spinal Surgery Performed by American Board of Orthopaedic Surgery Part II Candidates (2008 to 2017). J Am Acad Orthop Surg 2021; 29:e563-e575. [PMID: 32947350 DOI: 10.5435/jaaos-d-20-00437] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/24/2020] [Accepted: 07/30/2020] [Indexed: 02/01/2023] Open
Abstract
INTRODUCTION The American Board of Orthopaedic Surgery (ABOS) Part II Oral Examination is typically taken two calendar years after fellowship completion. Despite previous studies using ABOS Part II Oral Examination data in other subspecialties, types of cases performed by spine surgeons in initial independent practice have not been well-studied. Such data may help trainees anticipate case composition observed in early practice and allow spine fellowship programs to understand emerging trends. METHODS We retrospectively reviewed surgical cases submitted to the ABOS by candidates taking the Part II Oral Examination between 2008 and 2017 whose designated subspecialty was spine. A hierarchical, restrictive algorithm was used to determine procedures based on candidate-reported International Classification of Diseases 9th/10th Revision and Current Procedural Terminology codes. Adjusted multivariable Poisson regression analyses were used to assess changes in procedure incidence rates over time. RESULTS We identified 37,539 cases, averaging 3,754 cases/yr, and an average of 49 cases per candidate per 6-month collection period. The most common procedures were lumbar diskectomy (22% of all procedures), posterolateral spinal fusion (PSF) (19%), and anterior cervical diskectomy and fusion (ACDF) (17%). Rates of ACDF and cervical disk arthroplasty significantly increased over time (incidence rate ratios of 1.41 and 23.3 times higher, respectively, at the end of the study period), whereas rates of cervical foraminotomy, lumbar diskectomy, PSF, and structural autograft use decreased (incidence rate ratios of 0.35, 0.84, 0.55, and 0.30). Rates of anterior lumbar interbody fusion/lateral lumbar interbody fusion and transforaminal lumbar interbody fusion did not significantly change over the study period. DISCUSSION Recent spine fellowship graduates are performing more cervical disk arthroplasties and ACDFs while decreasingly using structural autograft as well as performing fewer PSFs and lumbar diskectomies. Techniques such as anterior lumbar interbody fusion/lateral lumbar interbody fusions and transforaminal lumbar interbody fusions have not changed significantly over the last decade. LEVEL OF EVIDENCE Level IV (retrospective case series study).
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Abstract
Cervical radiculopathy is a neurological condition caused by dysfunction or compression of a cervical nerve root. Patients often report unilateral neck pain with radiation to the ipsilateral arm, often with sensory changes in a dermatomal distribution. Weakness and reflex changes are also commonly found and can be very troubling for patients. Careful history and examination is important to identify any more concerning features such as progressive symptoms and features of myelopathy, which could prompt surgical management. Although the majority of patients will see an improvement in their symptoms over time with conservative management, surgery is indicated in patients with debilitating pain, progressive neurology, significant weakness, instability or myelopathy. Advancements in surgical techniques offer a range of potential operations that should be considered carefully for each patient. This article outlines the clinical approach to presentation, pathophysiology, diagnosis and management.
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Affiliation(s)
- Surendra Patnaik
- Department of Trauma and Orthopaedic Surgery, East Surrey Hospital, Surrey and Sussex Healthcare NHS Trust, Redhill, UK
| | - Alastair Carr
- Department of Trauma and Orthopaedic Surgery, East Surrey Hospital, Surrey and Sussex Healthcare NHS Trust, Redhill, UK
| | - Praveen Inaparthy
- Department of Trauma and Orthopaedic Surgery, East Surrey Hospital, Surrey and Sussex Healthcare NHS Trust, Redhill, UK
| | - Will Km Kieffer
- Department of Trauma and Orthopaedic Surgery, East Surrey Hospital, Surrey and Sussex Healthcare NHS Trust, Redhill, UK
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Gowd AK, Vahidi NA, Magdycz WP, Zollinger PL, Carmouche JJ. Correlation of Voice Hoarseness and Vocal Cord Palsy: A Prospective Assessment of Recurrent Laryngeal Nerve Injury Following Anterior Cervical Discectomy and Fusion. Int J Spine Surg 2021; 15:12-17. [PMID: 33900952 DOI: 10.14444/8001] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
BACKGROUND Injury to the recurrent laryngeal nerve (RLN) has been implicated as a common complication following anterior cervical discectomy and fusion (ACDF) surgery. The purpose of this study is to determine the true incidence of voice hoarseness and RLN palsy following ACDF surgery, to determine the reliability of symptoms in the diagnosis of RLN injury, and to evaluate factors related to the development of these symptoms. METHODS All patients undergoing elective (primary or secondary) ACDF surgery at a single institution consented to and enrolled in the present study. All approaches were through the left side. Enrolled patients received both preoperative and postoperative (within 1 month following surgery) laryngoscopy by a fellowship-trained ENT physician for evaluation of RLN function. Patients also responded as to whether they were experiencing postoperative symptoms of dysphagia, aspiration, and voice changes. RESULTS In total, 108 patients were included in this study. Mean age of the population was 59.2 ± 10.7 years and mean body mass index was 31.2 ± 7.1 kg/m2. Three patients had previously undergone a thyroidectomy, whereas 20 patients had undergone a previous ACDF. Average intubation time for ACDF surgery was 121.6 ± 38.5 minutes. After surgery and excluding patients who were experiencing preoperative symptoms, 19 patients (20.4%) complained of dysphagia, 2 patients (1.9%) complained of aspiration symptoms, and 5 patients (4.6%) complained of voice hoarseness. There was no incidence of vocal cord palsy from postoperative laryngoscopy. From multivariate analysis, endotracheal cuff pressure after retractor placement was correlated to postoperative voice hoarseness, dysphagia, and aspiration symptoms. CONCLUSIONS From the results of this prospective study, the RLN remained functional even a month after surgery despite several cases of postoperative dysphagia, aspiration, and voice changes. Endotracheal cuff pressure, number of vertebral levels, body mass index, and intubation time were important variables related to postoperative symptoms. CLINICAL RELEVANCE Voice hoarseness does not necessarily indicate recurrent laryngeal nerve injury after ACDF but may be caused by compressive forces on laryngeal tissue during retraction or intubation. Laryngoscopy should be performed in cases with high clinical suspicion. LEVEL OF EVIDENCE 2.
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Affiliation(s)
- Anirudh K Gowd
- Department of Orthopaedic Surgery, Wake Forest University Baptist Medical Center, Winston-Salem, North Carolina
| | - Nima A Vahidi
- Department of Orthopaedic Surgery, Virginia Commonwealth University Medical Center, Richmond, Virginia
| | - William P Magdycz
- Department of Orthopedic Surgery, Virginia Tech Carilion School of Medicine, Roanoke, Virginia
| | - Pamela L Zollinger
- Department of Orthopedic Surgery, Virginia Tech Carilion School of Medicine, Roanoke, Virginia
| | - Jonathan J Carmouche
- Department of Orthopedic Surgery, Virginia Tech Carilion School of Medicine, Roanoke, Virginia
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Galivanche AR, Gala R, Bagi PS, Boylan AJ, Dussik CM, Coutinho PD, Grauer JN, Varthi AG. Perioperative Outcomes in 17,947 Patients Undergoing 2-Level Anterior Cervical Discectomy and Fusion Versus 1-Level Anterior Cervical Corpectomy for Treatment of Cervical Degenerative Conditions: A Propensity Score Matched National Surgical Quality Improvement Program Analysis. Neurospine 2021; 17:871-878. [PMID: 33401865 PMCID: PMC7788425 DOI: 10.14245/ns.2040134.067] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/01/2018] [Accepted: 09/30/2018] [Indexed: 11/26/2022] Open
Abstract
Objective To compare the perioperative morbidity of 2-level anterior cervical discectomy and fusion (ACDF) with that of 1-level anterior cervical corpectomy and fusion (ACCF) for the treatment of cervical degenerative conditions.
Methods A retrospective study of the 2005–2016 National Surgical Quality Improvement Program database for patients undergoing 2-level ACDF and 1-level ACCF was performed. Patient data included: age, sex, body mass index (BMI), functional status, and American Society of Anesthesiologists (ASA) physical status (PS) classification. Hospital data included: operative time and length of hospital stay (LOS). Thirty-day outcome data included: any, serious, and minor adverse events, return to the operating room, readmission, and mortality. After propensity matching for age, sex, ASA PS classification, functional status, and BMI, multivariate logistic regression analysis was used to compare outcomes between the 2 propensity-matched subcohorts. Finally, multivariate logistic regression that additionally controlled for operative time was performed to compare the 2 propensity-matched subcohorts.
Results A total of 17,497 cases were identified, with 90.20% undergoing 2-level ACDF and 9.80% undergoing 1-level ACCF. Patients undergoing 2-level ACDF were younger, more likely to be female, had higher functional status, and had shorter operative time and LOS (p < 0.001). After propensity score matching, cases undergoing 1-level ACCF had a statistically significant higher rate of serious adverse events (p = 0.005). This difference was no longer significant after controlling for operative time.
Conclusion While there was noted to be additional morbidity in 1-level ACCF cases relative to 2-level ACDF cases, the lack of difference once controlling for the surgical time supports using the procedure that best accomplishes the surgical objectives.
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Affiliation(s)
- Anoop R Galivanche
- Department of Orthopaedics and Rehabilitation, Yale School of Medicine, New Haven, CT, USA
| | - Raj Gala
- Department of Orthopaedics and Rehabilitation, Yale School of Medicine, New Haven, CT, USA
| | - Preetpaul S Bagi
- Department of Orthopaedics and Rehabilitation, Yale School of Medicine, New Haven, CT, USA
| | - Arianne J Boylan
- Department of Neurosurgery, Yale School of Medicine, New Haven, CT, USA
| | - Christopher M Dussik
- Department of Orthopaedics and Rehabilitation, Yale School of Medicine, New Haven, CT, USA
| | - Pedro D Coutinho
- Department of Orthopaedics and Rehabilitation, Yale School of Medicine, New Haven, CT, USA
| | - Jonathan N Grauer
- Department of Orthopaedics and Rehabilitation, Yale School of Medicine, New Haven, CT, USA
| | - Arya G Varthi
- Department of Orthopaedics and Rehabilitation, Yale School of Medicine, New Haven, CT, USA
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Liang XJ, Zhong WY, Tang K, Quan ZX, Luo XJ, Jiang DM. Implant complications after one-level or two-level cervical disc arthroplasty: A retrospective single-centre study of 105 patients. Medicine (Baltimore) 2020; 99:e22184. [PMID: 32957345 PMCID: PMC7505342 DOI: 10.1097/md.0000000000022184] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/22/2019] [Revised: 08/10/2020] [Accepted: 08/14/2020] [Indexed: 11/26/2022] Open
Abstract
The aim of study was to investigate the complications of cervical disc arthroplasty (CDA) and to discuss the factors affecting the mobility of the prosthesis and the measures to prevent these complications. Hundred and five patients who underwent CDA between 2009 and 2016 were enrolled. The clinical and radiographic outcomes were used to assess and the complications were recorded as well.All the patients were followed-up with an average of 41.30 ± 16.90 months with an average age of 47.90 ± 9.22 years. The visual analogue scale (VAS), neck disability index (NDI), and Japanese Orthopaedic Association (JOA) scores improved significantly at the final follow-up (FU) compared with the preoperative values. At the final FU, the overall incidence of heterotopic ossification (HO) was 51.42%. The distribution of different grades of HO was low-level HO (53.7%) and high-level HO (46.3%). No significant differences were found in the NDI, VAS, or JOA scores between patients with HO and those without HO (P > .05). In the high-level HO patients, the range of mobility (ROM) was significantly reduced compared with the low-level HO patients and those without HO (P < .05). The anterior displacement, subsidence, and instability were observed in 1 patient respectively and the segmental kyphosis, adjacent segment degeneration in 3 patients respectively. The patient of CDA instability also suffered severe neck pain and the revision surgery was performed.Postoperative complications in CDA such as HO, segmental kyphosis, and prosthesis displacement are prone to occur, affecting prosthesis mobility. Surgical indications should be strictly controlled, and intraoperative and postoperative treatments should be given great attention in order to reduce prosthesis-related complications.
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Affiliation(s)
| | - Wei-yang Zhong
- Department of Orthopedic Surgery, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Ke Tang
- Department of Orthopedic Surgery, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Zheng-xue Quan
- Department of Orthopedic Surgery, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Xiao-ji Luo
- Department of Orthopedic Surgery, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
| | - Dian-ming Jiang
- Department of Orthopedic Surgery, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
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Abstract
STUDY DESIGN Retrospective cohort study. OBJECTIVE The aim of this study was to investigate changes in mental well-being after surgery for cervical spondylotic myelopathy (CSM) and identify factors associated with improvement. SUMMARY OF BACKGROUND DATA Posterior cervical surgery with laminoplasty significantly improves myelopathy and physical function in patients with CSM. However, its impact on mental well-being is unclear. METHODS Patients who underwent laminoplasty for CSM and had >2 years of follow-up were reviewed (n = 111). The mental component summary (MCS) score was used as a measure of mental well-being. The trend in MCS score change was evaluated using the Jonckheere-Terpstra trend test. Preoperative clinical scores were compared between patients with improvements greater and less than the minimal clinically important difference (MCID). Significant variables were included in a multinomial logistic regression analysis and further validated in a receiver-operating characteristic (ROC) curve analysis. Additionally, the results were confirmed in a long-term observation cohort of patients followed up for >5 years (n = 46). RESULTS The improvement in the average MCS score (5.6) was greater than the MCID (4.0). The trend of improvement was sustained for 2 years (P = 0.002), but not for 5 years (P = 0.130). In terms of individual cases, 56 patients (50.5%) achieved MCS score improvement greater than the MCID. These patients showed significantly lower preoperative MCS scores than those without meaningful improvement (P < 0.001). The preoperative "social functioning (SF)" score was independently associated with MCS score improvement (P = 0.001). ROC curve analysis validated the ability of preoperative SF to predict MCS score improvement at 2 and 5 years postoperatively (area under the curve: 0.744, 0.893, respectively). CONCLUSION Half of the patients achieved meaningful improvement in mental well-being. A lower preoperative SF score was independently associated with improvement. These results may help identify patients who could experience an improvement in mental well-being after surgery and develop novel approaches to achieve further improvement. LEVEL OF EVIDENCE 3.
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Clinical Impact of Cervical Imbalance on Surgical Outcomes of Laminoplasty: A Propensity Score-Matching Analysis. Clin Spine Surg 2020; 33:E1-E7. [PMID: 31162189 DOI: 10.1097/bsd.0000000000000849] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
STUDY DESIGN This is a retrospective cohort study. OBJECTIVE The objective of this study was to identify the impact of preoperative cervical sagittal balance on the 2-year surgical outcomes of laminoplasty. SUMMARY OF BACKGROUND DATA The cervical imbalance is considered associated with poor health-related quality of life and poor outcomes for cervical deformity surgery. However, the influences of cervical imbalance on the clinical outcomes of laminoplasty for cervical spondylotic myelopathy (CSM) patients are unclear. MATERIALS AND METHODS A total of 277 consecutive CSM patients who underwent laminoplasty were analyzed. From the last consecutive 136 patients, matched control group [cervical sagittal vertical axis (cSVA)<40 mm, n=30] and matched imbalance group (≥40 mm, n=30) were selected based on their propensity score adjusted for age, sex, cervical alignment, and preoperative Japanese Orthopaedic Association (JOA) score. Change in clinical outcomes and radiographic parameters at 2 years postoperatively were compared between the 2 matched groups using mixed-effects model. For the validation of the primary results, factors that correlated with the recovery rate of JOA score of another 141 patients were analyzed using multiple linear regression analysis. RESULTS There was no significant interaction between the 2 matched groups in all clinical outcomes, including the severity of myelopathy, patient-oriented health-related quality of life score, physical and mental status, physical functions, and pain score. Regarding the radiographic evaluation, change in cSVA showed significant differences (P=0.038); cSVA was kept stable in the matched control group, whereas its value significantly decreased in the matched imbalance group. Multiple linear regression models demonstrated that preoperative cSVA is not significantly related to the recovery rate of JOA score at 2 years postoperatively (P=0.114). CONCLUSIONS Preoperative cervical imbalance did not significantly affect the 2-year surgical outcomes of laminoplasty. Furthermore, cervical imbalance improved after surgery. These results can suggest physicians consider laminoplasty as a treatment for CSM patients regardless of their cervical balance. LEVEL OF EVIDENCE Level III-treatment benefits: nonrandomized controlled cohort/follow-up study.
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Preoperative severity of facet joint degeneration does not impact the 2-year clinical outcomes and cervical imbalance following laminoplasty. Spine J 2019; 19:246-252. [PMID: 29959100 DOI: 10.1016/j.spinee.2018.06.343] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/21/2018] [Revised: 06/09/2018] [Accepted: 06/13/2018] [Indexed: 02/03/2023]
Abstract
BACKGROUND CONTEXT The impact of preoperative facet degeneration (FD) on surgical outcomes following laminoplasty has not been established. PURPOSE To elucidate the influence of preoperative FD on pre and postoperative clinical symptoms and radiographic parameters. STUDY DESIGN Retrospective analysis of prospectively collected data. PATIENT SAMPLE A total of 135 consecutive patients who underwent laminoplasty for cervical spondylotic myelopathy with greater than 2 years follow-up. OUTCOME MEASURES The cervical Japanese Orthopedic Association score, visual analog scale, Short Form-36, Japanese Orthopedic Association Cervical Myelopathy Evaluation Questionnaire, and radiographic parameters (C7 slope, C2-C7 sagittal vertical axis, C2-C7 lordotic angle, and scoring of FD). METHODS FD severity of the bilateral facets of C2-3 to C7-T1 was graded using preoperative computer tomography images. Patients were divided into two quantiles according to the mean score of their FD grading: mild (n=69) and severe FD groups (n=66). The preoperative clinical score and radiographic parameters of the two groups were compared. Variables with p<.05 were included in the multinomial logistic regression model. The changes in clinical scores and radiographic parameters between both groups (from the preoperative to 2-year postoperative period) were compared using a mixed-effect model, after adjusting for age and sex. RESULTS Mean age and neck pain visual analog scale were independently associated with FD severity (age: p=.004, neck pain: p=.004). However, the other preoperative clinical scores and radiographic parameters were not significantly different. In terms of the change in clinical scores 2 years postlaminoplasty, no significant differences between the severe and mild FD groups were noted. While the mild FD group had a reduced C2-C7 lordotic angle, the severe FD group demonstrated an increased C2-C7 lordotic angle 2 years postlaminoplasty (p=.044). The change in C7 slope and C2-C7 sagittal vertical axis showed no significant differences. CONCLUSIONS Preoperative FD severity did not influence the 2-year surgical outcomes of laminoplasty, in terms of improvement in myelopathy, patient-oriented score of quality of life, physical and mental status, as well as neck pain. Furthermore, preoperative FD severity correlated with neither preoperative cervical imbalance nor balance deterioration after laminoplasty. These results may encourage physicians to consider laminoplasty for patients with cervical spondylotic myelopathy, regardless of the severity of FD.
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Perioperative Catheter Use as a Risk Factor for Surgical Site Infection After Cervical Surgery: An Analysis of 39,893 Patients. Spine (Phila Pa 1976) 2019; 44:E157-E161. [PMID: 30005050 DOI: 10.1097/brs.0000000000002790] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
STUDY DESIGN Retrospective cohort study. OBJECTIVE To demonstrate the relationship between perioperative use of catheters and the incidence of surgical site infection (SSI) after cervical spine surgery, after adjusting for patient's age, severity of comorbidity, surgical approach, and use of instrumentation. SUMMARY OF BACKGROUND DATA Although the association between SSI and the use of arterial catheters (ACs) or central venous catheters (CVCs) is established in cardiac surgery, the relation in the cervical spine was not well elucidated. METHODS A private insurance database was analyzed. The incidence of SSI within 1 month postoperatively and the crude odds ratio (cOR) and 95% confidence interval (95% CI) were calculated based on the use of catheters. Subsequently, logistic regression analysis was performed to identify independent factors for SSI. Independent variables of the regression analysis included Charlson comorbidity index with the score of age, the use of CVC, the use of AC, surgical approach (anterior or posterior), and instrumentation (fusion or decompression alone). RESULTS A total of 39,893 patients received cervical surgery between 2007 and 2015. Of these, 1.6% patients experienced an SSI. The incidence of SSI in patients treated with and without AC was 3.2% and 1.3%, respectively (cOR 2.44, 95% CI: 2.05-2.99, P < 0.001). Likewise, incidence of SSI in patients with and without CVC was 5.8% and 1.5%, respectively (cOR 2.61, 95% CI: 2.97-5.55, P < 0.001). Multivariate logistic regression analysis demonstrated that the adjusted OR was 1.66 in CVC use (95% CI: 1.08-2.46, P = 0.016), whereas the AC use was not significant variable (P = 0.086). CONCLUSION The use of CVC can be a potential risk factor for SSI regardless of age, severity of comorbidity, surgical approach, or presence of instrumentation. Although the essential benefits of catheters are undisputed, our data can bring up the surgeon's attention to appropriate management of the CVC. LEVEL OF EVIDENCE 3.
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Cervical disc arthroplasty: tips and tricks. INTERNATIONAL ORTHOPAEDICS 2018; 43:777-783. [PMID: 30519869 DOI: 10.1007/s00264-018-4259-2] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/23/2018] [Accepted: 11/26/2018] [Indexed: 12/26/2022]
Abstract
Cervical disc arthroplasty (CDA) is a powerful, motion-sparing treatment option for managing cervical radiculopathy or myelopathy. While CDA can be an excellent surgery for properly indicated patients, it is also less forgiving than cervical fusion. Optimally resolving patient symptoms while maintaining range of motion relies on near perfection in the surgical technique. Different CDA options exist on the market, with some having long-term proven success and others in early stages of clinical trials. We discuss the different options available for use, as well as strategies of positioning, approach, disc space preparation, implantation, and fusion prevention that we believe can help improve performance and outcomes of CDA.
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Kelly MP, Eliasberg CD, Riley MS, Ajiboye RM, SooHoo NF. Reoperation and complications after anterior cervical discectomy and fusion and cervical disc arthroplasty: a study of 52,395 cases. EUROPEAN SPINE JOURNAL : OFFICIAL PUBLICATION OF THE EUROPEAN SPINE SOCIETY, THE EUROPEAN SPINAL DEFORMITY SOCIETY, AND THE EUROPEAN SECTION OF THE CERVICAL SPINE RESEARCH SOCIETY 2018; 27:1432-1439. [PMID: 29605899 DOI: 10.1007/s00586-018-5570-8] [Citation(s) in RCA: 27] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/15/2017] [Revised: 02/11/2018] [Accepted: 03/27/2018] [Indexed: 01/10/2023]
Abstract
PURPOSE The aim of this study was to analyze rates of perioperative complications and subsequent cervical surgeries in patients treated for cervical degenerative disc disease with anterior cervical discectomy and fusion (ACDF) and those treated with artificial cervical disc arthroplasty (ACDA) for up to 5-year follow-up. METHODS California's Office of Statewide Health Planning and Development discharge database was analyzed for patients aged 18-65 years undergoing single-level ACDF or ACDA between 2003 and 2010. Medical comorbidities were identified with CMS-Condition Categories. Readmissions for short-term complications of the procedure were identified and rates of subsequent cervical surgeries were calculated at 90-day and 1-, 3-, and 5-year follow-up. Multivariate regression modeling was used to identify associations with complications and subsequent cervical surgeries correcting for patient and provider characteristics. RESULTS A total of 52,395 eligible cases were identified: 50,926 ACDF and 1469 ACDA. Readmission was less common in the ACDA group (OR: 0.69, 95% CI: 0.48-1.0, p = 0.048). Subsequent cervical spine surgery was more common in the ACDF group in the immediate perioperative period (within 90 days of surgery) (ACDF 3.35% vs. ACDA 2.04%, OR: 0.63, 95% CI: 0.44-0.92, p = 0.015). At 1-, 3-, and 5-year postoperatively, rates of subsequent cervical surgeries were similar between the two cohorts. CONCLUSIONS We found no protective benefit for ACDA versus ACDF for single-level disease at up to 5-year follow-up in the largest cohort of patients examined to date. Early complications were rare in both cohorts stressing the value of large cohort studies to study risk factors for rare events. These slides can be retrieved under Electronic Supplementary Material.
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Affiliation(s)
- Michael P Kelly
- Department of Orthopedic Surgery, Washington University School of Medicine, 660 South Euclid Ave, Campus Box 8233, Saint Louis, MO, 63110, USA.
| | | | - Max S Riley
- Department of Orthopedic Surgery, Washington University School of Medicine, 660 South Euclid Ave, Campus Box 8233, Saint Louis, MO, 63110, USA
| | - Remi M Ajiboye
- Department of Orthopedic Surgery, University of California, Los Angeles, CA, USA
| | - Nelson F SooHoo
- Department of Orthopedic Surgery, University of California, Los Angeles, CA, USA
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