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
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This study aimed to elucidate the association between comorbid hypertension (HT) and diabetes mellitus (DM) (HT in DM) and clinical outcomes after cervical laminoplasty. ⋯ Approximately half of patients with DM had HT. HT in DM was closely associated with unfavorable surgical outcomes, including an increased incidence of in-hospital postoperative complications and an elevated risk of C5 palsy. In contrast, patients with DM alone demonstrated relatively favorable outcomes.
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To evaluate the accuracy of opportunistic measurements of volumetric bone mineral density (vBMD) in intraoperative multi-detector CT (MDCT) scans, using preoperative MDCT as the reference. ⋯ Opportunistic osteoporosis screening with the presented approach is feasible and demonstrates high accuracy in reference to preoperative MDCT scans. This could enable the identification of patients with low bone mass during surgery, allowing surgeons to take measures (e.g., adapted techniques) that prevent postoperative complications and improve patient outcomes.
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This study aimed to evaluate the applicability and technical feasibility of magnetic resonance imaging (MRI) and ultrasonography (US) fusion-guided transforaminal epidural steroid injection (TFESI) in patients with lumbar disc herniation (LDH) leading to radiculopathy, who are unresponsive to conservative treatment. ⋯ MRI-US fusion-guided TFESI is a feasible and safe technique with a high success rate and low radiation exposure in patients with LDH-induced radiculopathy. Younger age, lower BMI, shorter fluoroscopy duration, and lower radiation dose are significant predictors of procedural success. This technique may enhance spatial orientation during the procedure, potentially improving outcomes particularly in younger patients with lower BMI.
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Although several studies have documented indirect decompression after oblique lateral interbody fusion (OLIF), limited research exists that directly quantifies the degree of decompression. This study seeks to quantify the degree of indirect decompression achieved by OLIF using magnetic resonance imaging (MRI). ⋯ OLIF provides a significant amount of indirect decompression from L2-L5 including increased anterior and posterior disc height, bilateral foraminal height, bilateral foraminal area, bilateral subarticular recess, and thecal sac area. The proximal adjacent level above an interbody level also shows increased foraminal height and area.
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Lateral Lumbar Interbody Fusion (LLIF) has become a minimally invasive procedure for treating degenerative lumbar conditions. While it offers reduced blood loss and faster recovery, patient satisfaction following LLIF surgery shows significant variability. Identifying the factors influencing satisfaction is crucial for optimizing surgical outcomes and improving patient care. This study aims to determine key factors affecting patient satisfaction after LLIF surgery using machine learning (ML) models, including Random Forest, Logistic Regression, Support Vector Machine (SVM), and k-Nearest Neighbors (k-NN). Additionally, the study evaluates the predictive performance of these models to identify the most influential factors contributing to postoperative satisfaction. ⋯ Functional outcomes, particularly improvements in low back pain, walking ability, and mental health, are the primary determinants of patient satisfaction following LLIF surgery. In contrast, surgical factors play a less significant role. Mental health emerged as a critical factor, underscoring the importance of addressing psychological recovery through preoperative counseling and personalized postoperative care. The analysis demonstrated that ML models, especially Random Forest, are effective tools for identifying the factors most predictive of postoperative satisfaction. These findings highlight the potential of ML techniques to enhance personalized treatment planning and improve outcomes by focusing on both physical and mental recovery. Further research, including multi-center studies and the integration of psychological variables, is needed to provide a more comprehensive understanding of patient satisfaction after LLIF surgery.