ABSTRACT
PURPOSE: There is emerging evidence that radiomics analyses can improve detection of skeletal fragility. In this cross-sectional study, we evaluated radiomics features (RFs) on computed tomography (CT) images of the lumbar spine in subjects with or without fragility vertebral fractures (VFs). METHODS: Two-hundred-forty consecutive individuals (mean age 60.4 ± 15.4, 130 males) were evaluated by radiomics analyses on opportunistic lumbar spine CT. VFs were diagnosed in 58 subjects by morphometric approach on CT or XR-ray spine (D4-L4) images. DXA measurement of bone mineral density (BMD) was performed on 17 subjects with VFs. RESULTS: Twenty RFs were used to develop the machine learning model reaching 0.839 and 0.789 of AUROC in the train and test datasets, respectively. After correction for age, VFs were significantly associated with RFs obtained from non-fractured vertebrae indicating altered trabecular microarchitecture, such as low-gray level zone emphasis (LGLZE) [odds ratio (OR) 1.675, 95% confidence interval (CI) 1.215-2.310], gray level non-uniformity (GLN) (OR 1.403, 95% CI 1.023-1.924) and neighboring gray-tone difference matrix (NGTDM) contrast (OR 0.692, 95% CI 0.493-0.971). Noteworthy, no significant differences in LGLZE (p = 0.94), GLN (p = 0.40) and NGDTM contrast (p = 0.54) were found between fractured subjects with BMD T score < - 2.5 SD and those in whom VFs developed in absence of densitometric diagnosis of osteoporosis. CONCLUSIONS: Artificial intelligence-based analyses on spine CT images identified RFs associated with fragility VFs. Future studies are needed to test the predictive value of RFs on opportunistic CT scans in identifying subjects with primary and secondary osteoporosis at high risk of fracture.
Subject(s)
Osteoporosis , Osteoporotic Fractures , Spinal Fractures , Absorptiometry, Photon/methods , Artificial Intelligence , Bone Density , Cross-Sectional Studies , Humans , Lumbar Vertebrae/diagnostic imaging , Male , Osteoporosis/complications , Osteoporotic Fractures/diagnostic imaging , Spinal Fractures/complications , Spinal Fractures/diagnostic imaging , Tomography, X-Ray Computed/methodsABSTRACT
AIM: The aim of this paper was to assess the efficacy of a minimally invasive treatment with percutaneous vertebroplasty and kyphoplasty for traumatic fracture of thoracolumbar junction. Treatment of stable traumatic vertebral fractures of the thoracolumbar junction without neurological deficit is still controversy. Conservative treatment, characterized by discomfort and limitation in patient mobility, was progressively replaced by minimally invasive techniques such as percutaneous vertebroplasty and kyphoplasty. METHODS: Between January 2003 and August 2005, 34 patients suffering from 42 thoracolumbar fractures were treated at Neurosurgical Department of Istituto Galeazzi (Milan). The treatment selected (vertebroplasty versus kyphoplasty), depended on age of patients, timing and type of fracture. Results were clinically assessed by Visual Analogue Score (VAS) and Oswestry Disability Index. RESULTS: Mean preoperative VAS was 8.32 (range 5-10). Percutaneous vertebroplasty was performed in 25 cases (73.5%); while 9 patients were treated by kyphoplasty (27.5%); 27 patients showed a single level and 7 multilevel of the fractures. No complications occurred (infection, neurological deficit, embolic events) after treatment. At the early follow-up 91.7% of the patients achieved a good pain control already after 24 hours. Pain relief and disability, analyzed by VAS and Oswestry Disability Index, showed a good results at late follow-up time. CONCLUSIONS: Percutaneous vertebroplasty and kyphoplasty are two safe and effective techniques for treatment of thoracolumbar traumatic fractures and allow a good pain-control and return to normal working activity and social life.
