Learning-Based Bone Quality Classification Method for Spinal Metastasis

Author(s):  
Shiqi Peng ◽  
Bolin Lai ◽  
Guangyu Yao ◽  
Xiaoyun Zhang ◽  
Ya Zhang ◽  
...  
2021 ◽  
Author(s):  
Mailen Gonzalez ◽  
José M. Massa ◽  
Nicolás de Martino

2020 ◽  
Vol 32 (4) ◽  
pp. 499-506 ◽  
Author(s):  
Jeff Ehresman ◽  
Andrew Schilling ◽  
Zach Pennington ◽  
Chengcheng Gui ◽  
Xuguang Chen ◽  
...  

OBJECTIVEVertebral compression fractures (VCFs) in patients with spinal metastasis can lead to destabilization and often carry a high risk profile. It is therefore important to have tools that enable providers to predict the occurrence of new VCFs. The most widely used tool for bone quality assessment, dual-energy x-ray absorptiometry (DXA), is not often available at a patient’s initial presentation and has limited sensitivity. While the Spinal Instability Neoplastic Score (SINS) has been associated with VCFs, it does not take patients’ baseline bone quality into consideration. To address this, the authors sought to develop an MRI-based scoring system to estimate trabecular vertebral bone quality (VBQ) and to assess this system’s ability to predict the occurrence of new VCFs in patients with spinal metastasis.METHODSCases of adult patients with a diagnosis of spinal metastasis, who had undergone stereotactic body radiation therapy (SBRT) to the spine or neurosurgical intervention at a single institution between 2012 and 2019, were retrospectively reviewed. The novel VBQ score was calculated for each patient by dividing the median signal intensity of the L1–4 vertebral bodies by the signal intensity of cerebrospinal fluid (CSF). Multivariable logistic regression analysis was used to identify associations of demographic, clinical, and radiological data with new VCFs.RESULTSAmong the 105 patients included in this study, 56 patients received a diagnosis of a new VCF and 49 did not. On univariable analysis, the factors associated with new VCFs were smoking status, steroid use longer than 3 months, the SINS, and the novel scoring system—the VBQ score. On multivariable analysis, only the SINS and VBQ score were significant predictors of new VCFs and, when combined, had a predictive accuracy of 89%.CONCLUSIONSAs a measure of bone quality, the novel VBQ score significantly predicted the occurrence of new VCFs in patients with spinal metastases independent of the SINS. This suggests that baseline bone quality is a crucial factor that requires assessment when evaluating these patients’ conditions and that the VBQ score is a novel and simple MRI-based measure to accomplish this.


2011 ◽  
Vol 261-263 ◽  
pp. 1877-1881
Author(s):  
Xiang Chen ◽  
Xiao Bo Qi ◽  
Zhao Yi Xu

Huangdao water sealed underground oil tank, which lies in Qingdao, Shandong province, is one of strategic reservoir of oil in China. Targeting at a real pragmatic problem that sometimes the rock mass integrity index is more than 1 and taking Huangdao water sealed underground oil tank as an example, the rock sample wave velocity-stress relation tests are carried out. Then unloading index is put forward and formula of raock integrity index is modified so as to improve rock quality classification method. In the end, the improved rock quality classification method is applied to Huangdao water sealed underground oil tank engineering. The result shows that the quality of most rock masses here is level I or II.


Ob Gyn News ◽  
2005 ◽  
Vol 40 (10) ◽  
pp. 12
Author(s):  
KERRI WACHTER
Keyword(s):  

1994 ◽  
Vol 31 (4) ◽  
pp. 743
Author(s):  
Sang Hoon Bae ◽  
Myung Sun Hong ◽  
Ku Sub Yun ◽  
Ik Won Kang ◽  
Kil Woo Lee ◽  
...  

2013 ◽  
Author(s):  
Maurizio Feola ◽  
Cecilia Rao ◽  
Monica Celi ◽  
Elena Gasbarra ◽  
Umberto Tarantino

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