Related Experiment Video
Updated: Feb 3, 2026

Guidelines and Experience Using Imaging Biomarker Explorer IBEX for Radiomics
Published on: January 8, 2018
Radiomics in the prediction of metal work failure in thoracolumbar spine fixations
See Yung Phang1, Nicole Leong2, Brian M Ou Yong2
1Institute of Neuroscience, Queen Elizabeth University hospital, Govan, Glasgow, Scotland.
Study Design:
Retrospective Cohort Study Objectives: To identify factors that could predict metalwork failure in thoracolumbar instrumentation for different indications.
Methods:
A retrospective analysis was conducted on patients who underwent thoracolumbar fixation in a single unit between January 2014 to January 2023. Radiological parameters were measured using CT and MRI. The study was analysed in a per-case and a per-screw basis using T-test, Chi-Square test, Logistic regression and ROC analysis.
Results:
Over a 9-year period, 444 patients underwent 486 thoracolumbar instrumentation surgeries. Complications were observed in 20% of cases, with post-operative wound infection being the most common (9.7%). Metalwork failure was identified in 31 cases (6.38%). In the per-patient analysis, the presence of wound infection and average pedicle cancellous bone density (<280 HU), were statistically significant factors in predicting metalwork failure. Wound infection was a significant predictor for metal work failure in both degenerative and traumatic indications for spinal fixations. In the per-screw analysis, the screw-to-pedicle area ratio was significantly higher (>0.21) in screws without metalwork failure. For traumatic indications, the screw-to-pedicle area ratio (<0.25) and Charleston Comorbidity Index (CCI) (>0.15) were significant predictors. For degenerative indications, presence of wound infection and total pedicle bone density (<220 HU) were significant predictors. For neoplastic indications, only age (>66 years) was a predictor.
Conclusion:
This study highlights the significance of avoiding post-operative wound infection, the use of screws with a larger diameter and higher pedicle cancellous bone density (>280 HU) in the reducing the risk of metalwork failure in thoracolumbar fixation.
More Related Videos
Related Concept Videos
Bonding in Metals
Metallic Solids
All metallic solids exhibit high thermal and electrical conductivity, metallic luster, and malleability....
Alkali Metals
Table 1: Properties of the alkali metals
Predicting Molecular Geometry
Fixation and Sectioning
The simplest type of preparation is the wet mount, in which the specimen is placed in a drop of liquid on the slide. A liquid specimen can be directly deposited on the slide using a dropper. Solid specimens, such as skin scraping, can be placed on the slide before adding a drop of liquid to prepare the wet mount. Sometimes the liquid is simply water, but stains are often added...
Metal-Ligand Bonds
In these complexes, transition metals form coordinate covalent bonds, a kind of Lewis acid-base interaction in which both of the electrons in the bond are contributed by a donor (Lewis base) to an electron acceptor (Lewis acid). The Lewis acid in...

