Local fragility index and Radiomics-lite modeling of CT-Derived Hounsfield units for osteoporosis risk assessment in spine surgery patients
The LFI captures vertebral heterogeneity and complements mean HU, thereby enhancing osteoporosis risk stratification. Building on this framework, a simplified Radiomics-lite + Clinical model further improved discriminative performance and decision-analytic utility, offering a scalable approach for CT-based assessment in patients undergoing spine surgery. This approach may directly inform surgical planning (e.g., screw augmentation, extended fusion levels) and perioperative management of osteoporosis. As this outcome-agnostic, hypothesis-generating analysis was benchmarked to DXA rather than clinical endpoints, prospective validation against fractures and instrumentation-related complications is needed before clinical use.
Authors
- Akihiko Hiyama (ORCID: https://orcid.org/0000-0002-2474-9118)
- Daisuke Sakai (ORCID: https://orcid.org/0000-0003-4189-9270)
- Masahiko Watanabe (ORCID: https://orcid.org/0000-0001-9038-0446)
- Hiroyuki Katoh (ORCID: https://orcid.org/0000-0003-0046-3008)
- Masato Sato (ORCID: https://orcid.org/0000-0003-4049-7325)
Institutions
- Tokai University (JP)
Publication Details
- Journal
- European Spine Journal
- Published
- 2025-11-20
- DOI
- https://doi.org/10.1007/s00586-025-09536-y
- Citations
- 1
- Primary Topic
- Bone health and osteoporosis research
- Type
- article
- Field-Weighted Citation Impact
- 1.72