Complementing Bone Mineral Density Assessment: DXA-Based Radiomics for Vertebral Evaluation in Older Adults
Background and Objectives: Dual-energy X-ray absorptiometry (DXA) provides areal bone mineral density (BMD) and T-scores but does not fully characterize image texture. This study examined the relationship between lumbar T-score and DXA-derived Shannon entropy, a first-order descriptor of image-intensity heterogeneity, and whether entropy differed across densitometric categories in older adults. Materials and Methods: This cross-sectional study included 271 community-dwelling adults aged ≥60 years who underwent lumbar DXA. Regions of interest from L1–L4 were segmented, gray levels were quantized to 8 bits, and entropy was calculated for each evaluable vertebra and averaged at the participant level. Pearson correlation, one-way ANOVA with Tukey post hoc testing, effect sizes, tertile-based discordance analysis, and multiple linear regression were applied. Results: T-score and entropy showed a weak positive correlation (r = 0.203; R2 = 0.04; p < 0.001). Entropy differed across densitometric categories (F = 9.04; p < 0.001; η2 = 0.063). Values were similar in the normal and osteopenic groups (2.151 ± 0.063 vs. 2.150 ± 0.063), whereas the osteoporosis group showed lower entropy (2.111 ± 0.076; p < 0.001). Low entropy was also observed in 27.5% of participants with normal BMD and 29.0% with osteopenia. After adjustment for age, sex, and BMI, T-score was not independently associated with entropy (p = 0.127). Conclusions: DXA-derived Shannon entropy showed limited correspondence with lumbar T-score and lower values in osteoporosis. It should be interpreted as a descriptor of DXA image-intensity heterogeneity, not as a direct measure of trabecular microarchitecture. Further validation is required before clinical application.
Authors
- Igor Cigarroa (ORCID: https://orcid.org/0000-0003-0418-8787)
- Exal García-Carrillo (ORCID: https://orcid.org/0000-0001-6190-938X)
- Eduardo Guzmán-Muñoz (ORCID: https://orcid.org/0000-0001-7001-9004)
- Yeny Concha‐Cisternas (ORCID: https://orcid.org/0000-0001-7013-3894)
- Iván Molina-Márquez (ORCID: https://orcid.org/0000-0001-6003-5107)
- Rodrigo Alejandro Yañez Sepulveda (ORCID: https://orcid.org/0000-0002-9311-6576)
- Felipe Montalva-Valenzuela (ORCID: https://orcid.org/0000-0003-0004-3089)
- Dario Barrera González (ORCID: https://orcid.org/0000-0003-4799-341X)
- Lincoyán Fernández-Huerta (ORCID: https://orcid.org/0000-0002-3853-6439)
- Walter Sepúlveda‐Loyola (ORCID: https://orcid.org/0000-0001-6173-1104)
- Júlio Brugnara Mello
Institutions
- Universidad Andrés Bello (CL)
- Catholic University of the Maule (CL)
- Universidad Autónoma de Chile (CL)
- San Sebastián University (CL)
- Universidad Espíritu Santo (EC)
- Universidad Bernardo O'Higgins (CL)
- Universidad Católica Silva Henríquez (CL)
- University of the Americas (CL)
- Pontificial Catholic University of Valparaiso (CL)
- Universidad Santo Tomás (CL)
- Universidad Adventista de Chile (CL)
- Universidad de Los Lagos (CL)
- Arturo Prat University (CL)
Publication Details
- Journal
- Medicina
- Published
- 2026-10-15
- DOI
- https://doi.org/10.3390/medicina62101989
- Primary Topic
- Bone health and osteoporosis research
- Type
- article
- Field-Weighted Citation Impact
- 0.00