Long-term reproducibility of opportunistically assessed vertebral bone mineral density and texture features in routine clinical multi-detector computed tomography using an automated segmentation framework

被引:1
作者
Bodden, Jannis [1 ]
Dieckmeyer, Michael [1 ]
Sollmann, Nico [1 ,2 ,3 ]
Ruehling, Sebastian [1 ]
Prucker, Philipp [1 ]
Loeffler, Maximilian T. [1 ,4 ]
Burian, Egon [5 ]
Subburaj, Karupppasamy [6 ]
Zimmer, Claus [1 ,2 ]
Kirschke, Jan S. [1 ,2 ]
Baum, Thomas [1 ]
机构
[1] Tech Univ Munich, Sch Med, Dept Diagnost & Intervent Neuroradiol, Klinikum Rechts Isar, Ismaninger Str 22, D-81675 Munich, Germany
[2] Tech Univ Munich, TUM Neuroimaging Ctr, Klinikum Rechts Isar, Munich, Germany
[3] Univ Hosp Ulm, Dept Diagnost & Intervent Radiol, Ulm, Germany
[4] Univ Med Ctr Freiburg, Dept Diagnost & Intervent Radiol, Freiburg, Germany
[5] Tech Univ Munich, Sch Med, Dept Diagnost & Intervent Radiol, Klinikum Rechts Isar, Munich, Germany
[6] Aarhus Univ, Dept Mech & Prod Engn, Aarhus, Denmark
关键词
Texture analysis (TA); bone density; osteoporosis; X-ray computed tomography; bone microstructure; bone matrix; OSTEOPOROSIS; MODEL;
D O I
10.21037/qims-23-19
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Background: To investigate reproducibility of texture features and volumetric bone mineral density (vBMD) extracted from trabecular bone in the thoracolumbar spine in routine clinical multi-detector computed tomography (MDCT) data in a single scanner environment. Methods: Patients who underwent two routine clinical thoraco-abdominal MDCT exams at a single scanner with a time interval of 6 to 26 months (n=203, 131 males; time interval mean, 13 months; median, 12 months) were included in this observational study. Exclusion criteria were metabolic and hematological disorders, bone metastases, use of bone-active medications, and history of osteoporotic vertebral fractures (VFs) or prior diagnosis of osteoporosis. A convolutional neural network (CNN)-based framework was used for automated spine labeling and segmentation (T5-L5), asynchronous Hounsfield unit (HU)-to-BMD calibration, and correction for the intravenous contrast medium phase. Vertebral vBMD and six texture features [varianceglobal, entropy, short-run emphasis (SRE), long-run emphasis (LRE), run-length non-uniformity (RLN), and run percentage (RP)] were extracted for mid-(T5-T8) and lower thoracic (T9-T12), and lumbar vertebrae (L1-L5), respectively. Relative annual changes were calculated in texture features and vBMD for each vertebral level and sorted by sex, and changes were checked for statistical significance (P<0.05) using paired t-tests. Root mean square coefficient of variation (RMSCV) and root mean square error (RMSE) were calculated as measures of variability. Results: SRE, LRE, RLN, and RP exhibited substantial reproducibility with RMSCV-values below 2%, for both sexes and at all spine levels, while vBMD was less reproducible (RMSCV =11.9-16.2%). Entropy showed highest variability (RMSCV =4.34-7.69%) due to statistically significant increases [range, mean +/- standard deviation: (4.40 +/- 5.78)% to (8.36 +/- 8.66)%, P<0.001]. RMSCV of varianceglobal ranged from 1.60% to 3.03%. Conclusions: Opportunistic assessment of texture features in a single scanner environment using the presented CNN-based framework yields substantial reproducibility, outperforming vBMD reproducibility. Lowest scan-rescan variability was found for higher-order texture features. Further studies are warranted to determine, whether microarchitectural changes to the trabecular bone may be assessed through texture features.
引用
收藏
页码:5472 / 5482
页数:11
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