Diagnosis of Acute Versus Chronic Thoracolumbar Vertebral Compression Fractures Using CT Radiomics Based on Machine Learning: a Preliminary Study

Bigdon SF, Saldarriaga Y, Oswald KAC, et al. Epidemiologic analysis of 8000 acute vertebral fractures: evolution of treatment and complications at 10-year follow-up. J Orthop Surg Res. 2022; 17(1):12.

Article  Google Scholar 

Peev N, Zileli M, Sharif S, Arif S, Brady Z. Indications for Nonsurgical Treatment of Thoracolumbar Spine Fractures: WFNS Spine Committee Recommendations. Neurospine. 2021; 18(4):713-724.

Article  PubMed  PubMed Central  Google Scholar 

Palmowski Y, Balmer S, Bürger J, Schömig F, Hu ZY, Pumberger M. Influence of operative timing on the early post-operative radiological and clinical outcome after kyphoplasty. Eur Spine J. 2020; 29(10):2560-2567.

Article  PubMed  Google Scholar 

Kobata T, Hasebe K, Momosaki R. Effectiveness of Early Rehabilitation for Vertebral Compression Fractures: A Retrospective Cohort Study. J Geriatr Phys Ther. 2021; 44(3):139-143.

Article  PubMed  Google Scholar 

Inose H, Kato T, Ichimura S, et al. Risk factors for subsequent vertebral fracture after acute osteoporotic vertebral fractures. Eur Spine J. 2021; 30(9):2698-2707.

Article  PubMed  Google Scholar 

Spiegl UJ, Jarvers JS, Osterhoff G, et al. Effect of subsequent vertebral body fractures on the outcome after posterior stabilization of unstable geriatric fractures of the thoracolumbar spine. BMC Musculoskelet Disord. 2022; 23(1).

Yamauchi K, Adachi A, Kameyama M, et al. A risk factor associated with subsequent new vertebral compression fracture after conservative therapy for patients with vertebral compression fracture: a retrospective observational study. Archives of Osteoporosis. 2020; 15(1).

Cavallaro M, D'Angelo T, Albrecht MH, et al. Comprehensive comparison of dual-energy computed tomography and magnetic resonance imaging for the assessment of bone marrow edema and fracture lines in acute vertebral fractures. Eur Radiol. 2022; 32(1):561-571.

Article  PubMed  Google Scholar 

Chen WJ, Liu X, Li KH, et al. A deep-learning model for identifying fresh vertebral compression fractures on digital radiography. Eur Radiol. 2022; 32(3):1496-1505.

Article  PubMed  Google Scholar 

Zhang J, Liu JY, Liang ZP, et al. Differentiation of acute and chronic vertebral compression fractures using conventional CT based on deep transfer learning features and hand-crafted radiomics features. BMC Musculoskelet Disord. 2023; 24(1).

Feng NN, Zhou SB, Yu X, et al. Feasibility study in quantitative identification of fresh and old osteoporotic vertebral compression fracture by vertebral CT value and CT value difference. BMC Musculoskelet Disord. 2024; 25(1).

Hedderich DM, Maegerlein C, Baum T, et al. Differentiation of Acute/Subacute versus Old Vertebral Fractures in Multislice Detector Computed Tomography: Is Magnetic Resonance Imaging Always Needed? World Neurosurg. 2019; 122:E676-E683.

Article  PubMed  Google Scholar 

Clark W, Diamond T. Early Vertebroplasty for Severely Painful Acute Osteoporotic Compression Fractures: A Critical Review of the Literature. Cardiovasc Intervent Radiol. 2023; 46(11):1439-1446.

Article  PubMed  PubMed Central  Google Scholar 

Jung CW, Lee J, Ham DW, et al. Forward Bending in Supine Test: Diagnostic Accuracy for Acute Vertebral Fragility Fracture. Healthcare. 2022; 10(7).

Yushkevich PA, Piven J, Hazlett HC, et al. User-guided 3D active contour segmentation of anatomical structures: Significantly improved efficiency and reliability. Neuroimage. 2006; 31(3):1116-1128.

Article  PubMed  Google Scholar 

Song Y, Zhang J, Zhang YD, et al. FeAture Explorer (FAE): A tool for developing and comparing radiomics models. PLoS One. 2020; 15(8):10.

Article  Google Scholar 

van Griethuysen JJM, Fedorov A, Parmar C, et al. Computational Radiomics System to Decode the Radiographic Phenotype. Cancer Res. 2017; 77(21):E104-E107.

Article  PubMed  PubMed Central  Google Scholar 

Rajakulasingam R, Nightingale P, Bhatt N, Choudhary S. Cortical step sign in spinal clearance on trauma computed tomography - Indicator of acute thoracolumbar compression fracture. Trauma-England. 2023; 25(2):150-157.

Article  Google Scholar 

Yang H, Yan S, Li J, et al. Prediction of acute versus chronic osteoporotic vertebral fracture using radiomics-clinical model on CT. European Journal of Radiology. 2022; 149.

Kim AY, Yoon MA, Ham SJ, et al. Prediction of the Acuity of Vertebral Compression Fractures on CT Using Radiologic and Radiomic Features. Acad Radiol. 2022; 29(10):1512-1520.

Article  PubMed  Google Scholar 

Li Q, Song ZH, Li XJ, et al. Development of a CT radiomics nomogram for preoperative prediction of Ki-67 index in pancreatic ductal adenocarcinoma: a two-center retrospective study. Eur Radiol. 2024; 34(5):2934-2943.

Article  CAS  PubMed  Google Scholar 

Qian ZH, Zhang LL, Hu J, et al. Machine Learning-Based Analysis of Magnetic Resonance Radiomics for the Classification of Gliosarcoma and Glioblastoma. Front Oncol. 2021; 11.

Liang LM, Wang Y, Zhao YY, et al. Efficacy and confounding factors of CT attenuation value differences in distinguishing acute and old vertebral compression fractures: a retrospective study. BMC Musculoskelet Disord. 2023; 24(1).

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