After standard surgery for neck hernias, about 25% of patients report low satisfaction. This thesis applied inferential statistics to clinical data and Machine Learning to medical imaging, with the... Show moreAfter standard surgery for neck hernias, about 25% of patients report low satisfaction. This thesis applied inferential statistics to clinical data and Machine Learning to medical imaging, with the goal of finding out where differences in functional outcomes after surgery come from and how artificial intelligence can improve the diagnostic and prognostic process. The initial idea that differences in functional recovery were due to surgical technique was refuted by an RCT from this dissertation. The differences in functional recovery between three different surgical groups (removal of the intervertebral disc without artificial material, placement of intervertebral disc prosthesis, and fusion of vertebrae with a cage) were found to be minimal. It was striking that not surgical technique, but patients' mental health and preoperative, radiological imaging were found to be predictive of clinical recovery after surgery. Although the intervertebral disc prosthesis did not deliver on the promise of preserving mobility and thus could not prevent degeneration at adjacent levels, using Deep Learning based solely on the preoperative MRI of the neck, researchers were able to predict, among other things, which patients would require reoperation after surgery for that adjacent degeneration. The Deep Learning model did that significantly better than an experienced neuroradiologist and neurosurgeon. Such Deep Learning models eliminate the need for time-consuming questionnaires and are thus more cost-effective and less stressful for the patient, while they can be used to identify radiological features important for predicting the postoperative course. After validation with larger radiological datasets, these models can support clinical decision-making and help physicians develop personalized treatment strategies. Challenges within image analysis research for the spine lies in integrating different models into one automated process, preferably built into the electronic health record. Show less
BACKGROUND: Indications and optimal timing for surgical treatment of degenerative cervical myelopathy (DCM) remain unclear, and data from daily clinical practice are warranted.OBJECTIVE: To... Show moreBACKGROUND: Indications and optimal timing for surgical treatment of degenerative cervical myelopathy (DCM) remain unclear, and data from daily clinical practice are warranted.OBJECTIVE: To investigate clinical outcomes following decompressive surgery for DCM.METHODS: Data were obtained from the Norwegian Registry for Spine Surgery. The primary outcome was change in the neck disability index (NDI) 1 yr after surgery. Secondary endpoints were the European myelopathy score (EMS), quality of life (EuroQoL 5D [EQ-5D]), numeric rating scales (NRS) for headache, neck pain, and arm pain, complications, and perceived benefit of surgery assessed by the Global Perceived Effect (GPE) scale.RESULTS: We included 905 patients operated between January 2012 and June 2018. There were significant improvements in all patient-reported outcome measures (PROMs) including NDI (mean -10.0, 95% CI -11.5 to -8.4, P<.001), EMS (mean 1.0, 95% CI 0.8-1.1, P<.001), EQ-5D index score (mean 0.16, 95% CI 0.13-0.19, P<.001), EQ-5D visual analogue scale (mean 13.8, 95% CI 11.7-15.9, P<.001), headache NRS (mean -1.1, 95% CI -1.4 to -0.8, P<.001), neck pain NRS (mean-1.8, 95% CI-2.0 to-1.5, P<.001), and arm pain NRS (mean -1.7, 95% CI -1.9 to -1.4, P<.001). According to GPE scale assessments, 229/513 patients (44.6%) experienced "complete recovery" or felt "much better" at 1 yr. There were significant improvements in all PROMs for both mild and moderate-to-severe DCM. A total of 251 patients (27.7%) experienced adverse effects within 3 mo.CONCLUSION: Surgery for DCM is associated with significant and clinically meaningful improvement across a wide range of PROMs. Show less
Cervical motion preservation prostheses are considered a developing technology, with widespread clinical use beginning in the early 2000s. They are developed to reduce adjacent segment degeneration... Show moreCervical motion preservation prostheses are considered a developing technology, with widespread clinical use beginning in the early 2000s. They are developed to reduce adjacent segment degeneration (ASD) in the postsurgical follow-up by maintaining range of motion (ROM). However, it is still a controversial issue. The main objective of this thesis was to uncover the relationship between preserved motion and radiological ASD in patients with single-level cervical radiculopathy. Other factors which may be correlated to ASD were studied as well. Show less
BACKGROUND: The contribution of Modic changes (MCs) in relation to spinal pain and degenerative changes has been evaluated frequently. However, most studies focus on lumbar spine. The association... Show moreBACKGROUND: The contribution of Modic changes (MCs) in relation to spinal pain and degenerative changes has been evaluated frequently. However, most studies focus on lumbar spine. The association between MCs, neck pain, and cervical disc degeneration is not clear.PURPOSE: The objective of this study was to review current literature on the association between MCs, cervical disc degeneration, and neck pain.STUDY DESIGN: A systematic reviewMETHODS: A literature search was performed in PubMed, Embase, and Web of Science using a sensitive search string combination. Studies were selected by predefined selection criteria and risk of bias was assessed using a validated Cochrane Checklist adjusted for this purpose.RESULTS: Fourteen articles that associated MCs with neck pain and/or cervical disc degeneration were included in the present study. Ten articles showed low risk of bias and four showed intermediate risk of bias. The prevalence of MCs in cervical spine varied from 5% to 40% and type II was predominant. Patients with MCs were reported to experience more neck pain and disability. Cervical disc degeneration was detected more frequently in patients with MCs.CONCLUSIONS: Modic changes were found to be associated with neck pain and with disc degeneration. Therefore, the large variation in prevalence that is reported is highly dependent on the nature of the studied population. (C) 2019 Elsevier Inc. All rights reserved. Show less
