Abstract
Abstract
Background
Bone mineral content (BMC) values in certain bones and changes in BMC over time are key features for diagnosing osteoporosis. This study examined those features using morphometric texture analysis in chest computational tomography (CT) by comparing a dual-energy X-ray absorptiometry (DXA)-based BMC. An accessible approach for screening osteoporosis was suggested by accessing BMC using only Hounsfield units (HU).
Methodology
The study included a total of
510 cases (255 patients) acquired between May 6, 2012, and June 30, 2020, at a
single institution. Two cases were associated with two chest CT scans from one
patient with a scan interval of over two years, and each scan was followed soon
after by a DXA scan. Axial cuts of the first lumbar vertebra in CT and
DXA-based L1 BMC values were corrected for each case. The maximum trabecular
area was selected from the L1 spine body, and 45 texture features were
extracted from the region using gray-level co-occurrence matrices. A regression
model was employed to estimate the absolute BMC value in each case using 45
features. Also, an additional regression model was used to estimate the change
in BMC between two scans for each patient using 90 features from the
corresponding cases.
Results
The correlation coefficient (CC) and mean absolute
error (MAE) between estimates and DXA references were obtained for the
evaluation of regressors. In the case of the BMC estimation, CC and MAE were
0.754 and 1.641 (g). In the case of the estimation of change in BMC, CC and MAE
were 0.680 and 0.528 (g).
Conclusion
The modality using morphometric texture analysis
with CT HUs can indirectly help screening osteoporosis because it provides
estimates of BMC and BMC change that show moderate positive correlations with
DXA measures.
Funder
Pusan National University
Publisher
Springer Science and Business Media LLC
Subject
Orthopedics and Sports Medicine,Rheumatology
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