| Literature DB >> 35384459 |
Sebastian Rühling1, Andreas Scharr1, Nico Sollmann1,2,3, Maria Wostrack4, Maximilian T Löffler1,5, Bjoern Menze6,7, Anjany Sekuboyina1,6,7, Malek El Husseini1,6, Rickmer Braren8, Claus Zimmer1, Jan S Kirschke9.
Abstract
OBJECTIVES: To determine the correlation between cervicothoracic and lumbar volumetric bone mineral density (vBMD) in an average cohort of adults and to identify specific diagnostic thresholds for the cervicothoracic spine on the individual subject level.Entities:
Keywords: Bone density; Machine learning; Multidetector computed tomography; Osteoporosis; Screening
Mesh:
Year: 2022 PMID: 35384459 PMCID: PMC9381469 DOI: 10.1007/s00330-022-08721-7
Source DB: PubMed Journal: Eur Radiol ISSN: 0938-7994 Impact factor: 7.034
Characteristics of CT scans and patients
| Study set | |
|---|---|
| Patients | |
| No. of patients | 260 |
| No. of women | 105 |
| Age (in years)† | 59.7 ± 18.3 |
| Imaging | |
| No. of scans | 260 |
| No. of cervical spines | 212 |
| No. of vertebrae | 4874 |
| No. of contrast-enhanced scans | 46 |
| No. of fractures (Genant grades 1–3) | 158 |
| No. of vertebrae (moderate to severe degenerative changes) | 530 |
| No. of patients aged < 50 | 73 (21*) |
| No. of patients aged 50–59 | 49 (20*) |
| No. of patients aged 60–69 | 63 (23*) |
| No. of patients aged > 70 | 75 (41*) |
| Scanner | |
| Philips lqon | 29 |
| Philips Brilliance 64 | 3 |
| Philips iCT | 26 |
| Siemens Definition AS+ | 85 |
| Siemens Definition AS | 57 |
| Siemens Sensation Cardiac 64 | 11 |
| Siemens Biograph 128 | 23 |
| Siemens Biograph 64 | 26 |
Note: Unless otherwise indicated, data are numbers of patients
*Number of women in this particular age group
†Data are means ± standard deviations
Fig. 1Overview of the automated spine processing and BMD extraction pipeline. Anduin (https://anduin.bonescreen.de) is used to localize, label, and segment the vertebrae. The correct labeling and segmentation of the vertebrae are verified by a neuroradiologist and manually corrected if needed. In a final step, trabecular vBMD values are automatically extracted for each vertebra that is fully depicted on the scan
Fig. 2Mean vBMD for each vertebra for five different age groups (< 50, 50–59, 60–69, 70–79, and > 80 years) in women and men. The two dotted lines indicate the vBMD range between normal (vBMD > 120 mg/ml) and osteoporosis (vBMD < 80 mg/ml) as defined by the American College of Radiology
Fig. 3Association between age and vBMD for the cervical, thoracic, and lumbar spine in women (left) and men (right). Data points and error bars represent the respective mean and standard deviation
Fig. 4Plot showing Pearson’s correlation coefficients between vBMD of C2 through C7 with respect to the averaged vBMD of L1–L3 before (green) and after (brown) exclusion of vertebrae due to fractures and degenerative changes
Fig. 5Exemplary association between cervical measurements (C6) vs. lumbar measurements (L1–L3) for vBMD. The scatterplot shows a linear correlation for the two vBMD measurements. Linear regression, r2 = 0.7504, lumbar vBMDL1-L3 = 1.138 × C6 + 80.98. Values from vertebrae that were excluded after a semiquantitative visual assessment based on the presence of fractures or degenerative changes are shown as red triangles
Fig. 6Calculated cut-off values (vBMD) for each vertebra. The dotted lines indicate the lumbar vBMD cut-off for osteoporosis (vBMD < 80 mg/ml) and osteopenia (vBMD < 120 mg/ml) as defined by the American College of Radiology
Coefficients of determination (r2), linear regression equations, and vBMD thresholds for osteoporosis and osteopenia for each vertebra (C2–T12) in mg/ml
| Linear equation | Threshold osteopenia | Threshold osteoporosis | ||
|---|---|---|---|---|
| C2 | 0.5772 | 1.253* | 240.5 | 190.4 |
| C3 | 0.6282 | 1.266* | 252.6 | 202.0 |
| C4 | 0.6434 | 1.350* | 263.2 | 209.2 |
| C5 | 0.672 | 1.229* | 246.8 | 197.7 |
| C6 | 0.7504 | 1.138* | 217.5 | 172.0 |
| C7 | 0.688 | 0.9047* | 189.4 | 153.2 |
| T1 | 0.7309 | 0.8606* | 157.8 | 123.3 |
| T2 | 0.7698 | 0.8758* | 154.0 | 119.0 |
| T3 | 0.7449 | 0.8591* | 143.0 | 108.6 |
| T4 | 0.7605 | 0.8295* | 136.2 | 103.0 |
| T5 | 0.7784 | 0.8132* | 132.3 | 99.7 |
| T6 | 0.7805 | 0.8190* | 129.8 | 97.0 |
| T7 | 0.7974 | 0.7929* | 127.7 | 96.0 |
| T8 | 0.8266 | 0.8113* | 126.6 | 94.1 |
| T9 | 0.8307 | 0.8357* | 128.8 | 95.4 |
| T10 | 0.874 | 0.9000* | 131.0 | 95.0 |
| T11 | 0.9069 | 0.9102* | 127.8 | 91.4 |
| T12 | 0.9268 | 0.9303* | 121.0 | 83.8 |