Opportunistic Screening for Low Bone Density Using Automated Vertebral Trabecular CT Attenuation from Low-Dose CT
Hyun-Kyeong Yuk1, Sung-Hoon Oh1, Do-Hoon Kim2
1Department of Radiology, Daejeon Eulji Medical Center, Daejeon 35233, Republic of Korea.
Summary
Automated vertebral trabecular Hounsfield unit (HU) measurements from routine fluorodeoxyglucose positron emission tomography/computed tomography (FDG PET/CT) scans accurately identify low bone density. This method offers a cost-effective and radiation-free approach for bone screening.
Area of Science:
- Radiology
- Medical Imaging
- Bone Densitometry
Background:
- Low bone density is a significant health concern, often diagnosed using dual-energy X-ray absorptiometry (DXA).
- Routine FDG PET/CT scans offer a potential opportunity to assess bone density non-invasively.
Purpose of the Study:
- To evaluate the diagnostic performance of automated vertebral trabecular Hounsfield unit (HU) measurements from FDG PET/CT for identifying low bone density.
- To assess the correlation between HU metrics and DXA-derived bone mineral density (BMD).
Main Methods:
- Retrospective analysis of 131 women undergoing FDG PET/CT and DXA.
- Automated segmentation of lumbar vertebrae (L1-L4) using a deep learning model.
- Calculation of trabecular HU metrics and correlation with BMD; diagnostic performance assessed via ROC analysis.
Main Results:
- 35.9% of participants had low bone density.
- Automated mean HU demonstrated strong diagnostic performance (AUCs ranging from 0.845 to 0.861).
- L1 mean HU showed high correlation with BMD (r = 0.821) and independently predicted low bone density.
Conclusions:
- Automated vertebral trabecular HU assessment from routine FDG PET/CT is a reliable and efficient method for screening low bone density.
- This approach requires no additional radiation exposure or cost.
- It presents a valuable tool for opportunistic bone density screening in clinical practice.


