ArticleJournal of bone and mineral research : the official journal of the American Society for Bone and Mineral Research2023
A Laplace-Hamming Binarization Approach for Second-Generation HR-pQCT Rescues Fine Feature Segmentation.
Article in Journal of bone and mineral research : the official journal of the American Society for Bone and Mineral Research, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.
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Who cites it
10 citing papers in PubMed, 15 citations in OpenAlex.
- Virtual bone biopsy: time-lapse high-resolution peripheral quantitative computed tomography provides noninvasive comprehensive skeletal assessment.Current opinion in nephrology and hypertension · 2026Review
- Synergistic effects of diabetic neuropathy and kidney function decline on second metatarsal skeletal health and foot function: a pilot study.JBMR plus · 2026Article
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- The impact of segmentation approach on HR-pQCT microarchitectural and biomechanical metrics depends on bone structure.Journal of bone and mineral research : the official journal of the American Society for Bone and Mineral Research · 2025Article
- Time-lapse HR-pQCT reliably assesses and monitors local bone turnover in patients with chronic kidney disease.Journal of bone and mineral research : the official journal of the American Society for Bone and Mineral Research · 2025Article
- Integrating deep learning and machine learning for improved CKD-related cortical bone assessment in HRpQCT images: A pilot study.Bone reports · 2025Article
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- Diabetes-related Screw Loosening: The Distinction of Surgical Sites and the Relationship among Diabetes, Implant Stabilization and Clinical Outcomes.Orthopaedic surgery · 2023Article
- Recommendations for High-resolution Peripheral Quantitative Computed Tomography Assessment of Bone Density, Microarchitecture, and Strength in Pediatric Populations.Current osteoporosis reports · 2023Review
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Authors and funding
5 authors at 1 institution in 1 country.
Funding
Abstract
Although second-generation high-resolution peripheral quantitative computed tomography (XCTII) provides the highest-resolution in vivo bone microstructure assessment, the manufacturer's standard image processing protocol omits fine features in both trabecular and cortical compartments. To optimize fine structure segmentation, we implemented a binarization approach based on a Laplace-Hamming (LH) segmentation and documented the reproducibility and accuracy of XCTII structure segmentation using both the standard Gaussian-based binarization and the proposed LH segmentation approach. To evaluate reproducibility, 20 volunteers (9 women, 11 men; aged 23-75 years) were recruited, and three repeat scans of the radii and tibias were acquired using the manufacturer's standard in vivo protocol. To evaluate accuracy, cadaveric structure phantoms (14 radii, 6 tibias) were scanned on XCTII using the same standard in vivo protocol and on μCT at 24.5 μm resolution. XCTII images were analyzed twice-first, with the manufacturer's standard patient evaluation protocol and, second, with the proposed LH segmentation approach. The LH approach rescued fine features evident in the grayscale images but omitted or overrepresented (thickened) by the standard approach. The LH approach significantly reduced error in trabecular volume fraction (BV/TV) and thickness (Tb.Th) compared with the standard approach; however, higher error was introduced for trabecular separation (Tb.Sp). The LH approach improved the correlation between XCTII and μCT for cortical porosity (Ct.Po) and significantly reduced error in cortical pore diameter (Ct.Po.Dm) compared with the standard approach. The LH approach resulted in improved precision compared with the standard approach for BV/TV, Tb.Th, Ct.Po, and Ct.Po.Dm at the radius and for Ct.Po at the tibia. Our results suggest that the proposed LH approach produces substantially improved binary masks, reduces proportional bias, and provides greater accuracy and reproducibility in important outcome metrics, all due to more accurate segmentation of the fine features in both trabecular and cortical compartments. © 2023 The Authors. Journal of Bone and Mineral Research published by Wiley Periodicals LLC on behalf of American Society for Bone and Mineral Research (ASBMR).
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