Annals of Biomedical Engineering · 2019 · 13 citations · 24 references
MedicineOrthopaedic SurgeryOrthopedic SurgeryBiomedical ImagingDiagnostic ImagingDiagnostic RadiologyBone HistomorphometryBone PathologyBone Quantity AssessmentMusculoskeletal ImagingRadiographic AssessmentThree-dimensional ReconstructionBone Density EstimationBone MorphometryBone Volume FractionGray-level Co-occurrence MatricesHistopathological GradingMicro-computed TomographyOsteoarthritis Severity AssessmentTrabecular Bone Assessment
Abstract The aim of this study was to quantify sub-resolution trabecular bone morphometrics, which are also related to osteoarthritis (OA), from clinical resolution cone beam computed tomography (CBCT). Samples ( n = 53) were harvested from human tibiae ( N = 4) and femora ( N = 7). Grey-level co-occurrence matrix (GLCM) texture and histogram-based parameters were calculated from CBCT imaged trabecular bone data, and compared with the morphometric parameters quantified from micro-computed tomography. As a reference for OA severity, histological sections were subjected to OARSI histopathological grading. GLCM and histogram parameters were correlated to bone morphometrics and OARSI individually. Furthermore, a statistical model of combined GLCM/histogram parameters was generated to estimate the bone morphometrics. Several individual histogram and GLCM parameters had strong associations with various bone morphometrics (| r | > 0.7). The most prominent correlation was observed between the histogram mean and bone volume fraction ( r = 0.907). The statistical model combining GLCM and histogram-parameters resulted in even better association with bone volume fraction determined from CBCT data (adjusted R 2 change = 0.047). Histopathology showed mainly moderate associations with bone morphometrics (| r | > 0.4). In conclusion, we demonstrated that GLCM- and histogram-based parameters from CBCT imaged trabecular bone ( ex vivo ) are associated with sub-resolution morphometrics. Our results suggest that sub-resolution morphometrics can be estimated from clinical CBCT images, associations becoming even stronger when combining histogram and GLCM-based parameters.
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Statistical and structural approaches to texture
R.M. Haralick · Proceedings of the IEEE · 1979 · 5.7K citations
Osteoarthritis cartilage histopathology: grading and staging
Kenneth P. H. Pritzker, Steffen Gay, Sergio A. Jiménez et al. · Osteoarthritis and Cartilage · 2005 · 2.4K citations