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Kamiński P, Nurzynska K, Kwiecień J, Obuchowicz R, Piórkowski A, Pociask E, Stępień A, Kociołek M, Strzelecki M, Augustyniak P. Sex Differentiation of Trabecular Bone Structure Based on Textural Analysis of Pelvic Radiographs. J Clin Med 2024; 13:1904. [PMID: 38610669 PMCID: PMC11012966 DOI: 10.3390/jcm13071904] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2024] [Revised: 03/14/2024] [Accepted: 03/22/2024] [Indexed: 04/14/2024] Open
Abstract
Objectives: The purpose of this paper is to assess the determination of male and female sex from trabecular bone structures in the pelvic region. The study involved analyzing digital radiographs for 343 patients and identifying fourteen areas of interest based on their medical significance, with seven regions on each side of the body for symmetry. Methods: Textural parameters for each region were obtained using various methods, and a thorough investigation of data normalization was conducted. Feature selection approaches were then evaluated to determine a small set of the most representative features, which were input into several classification machine learning models. Results: The findings revealed a sex-dependent correlation in the bone structure observed in X-ray images, with the degree of dependency varying based on the anatomical location. Notably, the femoral neck and ischium regions exhibited distinctive characteristics between sexes. Conclusions: This insight is crucial for medical professionals seeking to estimate sex dependencies from such image data. For these four specific areas, the balanced accuracy exceeded 70%. The results demonstrated symmetry, confirming the genuine dependencies in the trabecular bone structures.
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Affiliation(s)
- Paweł Kamiński
- Clinic of Locomotor Disorders, Andrzej Frycz Modrzewski Krakow University, 30-705 Krakow, Poland;
- Małopolska Orthopedic and Rehabilitation Hospital, Modrzewiowa 22, 30-224 Krakow, Poland
| | - Karolina Nurzynska
- Department of Algorithmics and Software, Silesian University of Technology, 44-100 Gliwice, Poland
| | - Joanna Kwiecień
- Department of Automatic Control and Robotics, AGH University of Krakow, 30-059 Krakow, Poland;
| | - Rafał Obuchowicz
- Department of Diagnostic Imaging, Jagiellonian University Medical College, Kopernika 19, 31–501 Krakow, Poland;
| | - Adam Piórkowski
- Department of Biocybernetics and Biomedical Engineering, AGH University of Krakow, 30-059 Krakow, Poland (E.P.); (P.A.)
| | - Elżbieta Pociask
- Department of Biocybernetics and Biomedical Engineering, AGH University of Krakow, 30-059 Krakow, Poland (E.P.); (P.A.)
| | | | - Marcin Kociołek
- Institute of Electronics, Lodz University of Technology, 93-590 Lodz, Poland; (M.K.); (M.S.)
| | - Michał Strzelecki
- Institute of Electronics, Lodz University of Technology, 93-590 Lodz, Poland; (M.K.); (M.S.)
| | - Piotr Augustyniak
- Department of Biocybernetics and Biomedical Engineering, AGH University of Krakow, 30-059 Krakow, Poland (E.P.); (P.A.)
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Allen JD, Telfer S, Linnau KF, Brunnquell CL, Zamora DA, Hippe DS, Agel J, Kleweno CP. Quantification and visualization of anterior pelvis bone density to optimize screw fixation: A novel technique. J Orthop Res 2023; 41:803-807. [PMID: 35770831 DOI: 10.1002/jor.25409] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/23/2021] [Revised: 05/13/2022] [Accepted: 06/24/2022] [Indexed: 02/04/2023]
Abstract
Plate fixation of anterior pelvic ring fractures is often a vital component when surgically treating unstable pelvis fractures. Certain plate and screw configurations can have premature implant loosening, potentially in part due to insufficient pullout strength in lower density bone. This study sought to define densities about the anterior pelvic ring using a novel computer-based technique. Thirty-three patients who received a computed tomography (CT) of the abdomen/pelvis for reasons other than pelvis fracture in a 1-month time period were included. Three statistically distinct density regions of the anterior pelvis were identified based on the three-dimensional (3D) density map. The densest regions included both the anterior and posterior aspects of the superior pubic ramus, along with the region of bone along the inferior cotyloid fossa. The intermediate density region included the caudal and medial pubic body. The least dense region included the anterior aspect of the inferior pubic ramus (IPR), the posterior pubic body, and the posterior/inferior IPR. This study presents specific quantification of anterior pelvis bone density based on a novel technique using opportunistic CT scans. Clinical Significance: Anterior surgical fixation of unstable pelvic ring injuries may benefit from targeting areas of higher density as described in this novel technique.
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Affiliation(s)
- Jerad D Allen
- Department of Orthopaedic Surgery, Emory University, Atlanta, Georgia, United States
| | - Scott Telfer
- Department of Orthopaedics and Sports Medicine, University of Washington, Seattle, Washington, United States
| | - Kenneth F Linnau
- Department of Radiology, University of Washington, Seattle, Washington, United States
| | | | - David A Zamora
- Department of Radiology, University of Washington, Seattle, Washington, United States
| | - Daniel S Hippe
- Department of Radiology, University of Washington, Seattle, Washington, United States
| | - Julie Agel
- Department of Orthopaedics and Sports Medicine, University of Washington, Seattle, Washington, United States
| | - Conor P Kleweno
- Department of Orthopaedics and Sports Medicine, University of Washington, Seattle, Washington, United States
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Mand S, Telfer S, Battan S, Brunnquell CL, Linnau KF, Zamora D, Kleweno CP. Assessment of regional sacral bone quality: A step towards patient-specific fracture fixation. J Orthop Res 2023; 41:141-149. [PMID: 35299283 DOI: 10.1002/jor.25329] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/18/2021] [Revised: 01/07/2022] [Accepted: 03/13/2022] [Indexed: 02/04/2023]
Abstract
Characterizing changes in sacral bone density could help us to inform instrumentation choices for procedures involving the sacrum. The aim of this study is to provide detailed maps of changes in sacral bone density across a series of patients using opportunistic quantitative computed tomography (QCT). We hypothesized that there would be significant differences in local cortical and trabecular bone density associated with age and sex. Fifty-four three-dimensional sacral models were segmented from routine clinical computed tomography scans, and detailed bone density estimates were derived for each bone using a calibrated opportunistic QCT approach. The effects of age and sex on cortical and trabecular bone density were determined across the sample. Overall cortical bone loss averaged 2.1 and 0.9 mg/cc per year, and trabecular bone loss was 1.6 and 0.7 mg/cc for female and males, respectively. Several regions had loss rates several times greater. Areas that were significantly affected by age included the vertebral bodies, bilateral ala, apex, and areas adjacent to both the anterior and posterior sacral foramina. Areas that were significantly affected by sex were the anterior sacral promontory, aspects of the ala. Bone density distribution across the sacrum changes nonuniformly due to factors including sex and age. Despite these overall trends, there remains significant variability between individuals. Clinical significance: This study provides detailed bone density information for both cortical and trabecular bone that could assist orthopaedic surgeons in planning surgical approaches to sacral fracture fixation.
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Affiliation(s)
- Simran Mand
- Department of Orthopaedics and Sports Medicine, University of Washington, Seattle, Washington, USA
| | - Scott Telfer
- Department of Orthopaedics and Sports Medicine, University of Washington, Seattle, Washington, USA
| | - Shamele Battan
- Department of Orthopaedics and Sports Medicine, University of Washington, Seattle, Washington, USA
| | | | - Ken F Linnau
- Department of Radiology, University of Washington, Seattle, Washington, USA
| | - David Zamora
- Department of Radiology, University of Washington, Seattle, Washington, USA
| | - Conor P Kleweno
- Department of Orthopaedics and Sports Medicine, University of Washington, Seattle, Washington, USA
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Holcombe SA, Derstine BA. Rib cortical bone thickness variation in adults by age and sex. J Anat 2022; 241:1344-1356. [PMID: 36004686 DOI: 10.1111/joa.13751] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2022] [Revised: 07/12/2022] [Accepted: 08/09/2022] [Indexed: 11/30/2022] Open
Abstract
Rib fractures are a common and serious outcome of blunt thoracic trauma and their likelihood is greater in older individuals. Osteoporotic bone loss is a well-documented aging phenomenon with sex-specific characteristics, but within rib bones, neither baseline maps of regional thickness nor the rates of bone thinning with age have been quantified across whole ribs. This study presents such data from 4014 ribs of 240 adult subjects aged 20-90. A validated cortical bone mapping technique was applied to clinical computed tomography scans to obtain local rib cortical bone thickness measurements over the surfaces of ribs 2 through 11. Regression models to age and sex gave rates of cortex thinning in local zones and aggregated across whole ribs. The statistical parametric mapping provided these relationships regionally as a function of rib surface location. All models showed significant reductions in bone thickness with age (p < 0.01). Average whole-rib thinning occurred at between 0.011 to 0.032 mm/decade (males) and 0.035 to 0.043 mm/decade (females), with sex and age accounting for up to 37% of population variability (R2 ). Rates of thinning differed regionally and by rib, with the highest bone loss of up to 0.074 mm/decade occurring in mid-rib cutaneous and superior regions of ribs 2-6. Rates were consistently higher in females than males (significantly so across whole ribs but not all local regions) and were more pronounced in cutaneous, superior, and inferior rib aspects (average 0.025 mm/decade difference in ribs 4-8) compared to pleural aspects which had the thickest cortices but saw only minor differences in thinning rates by sex (0.045 mm/decade for females and 0.040 mm/decade for males). Regional analysis showed male and female bone thickness differences that were not statistically significant at 20 years of age (p > 0.05 across practically all regions) but subsequent cortex thinning meant that substantial pleural and cutaneous regions were thinner (p < 0.05) in females than males by 55 years of age. The techniques and results from this study can be applied to assess rib bone content loss in clinical settings across wide populations. Additionally, average cortex thickness results can be mapped directly to finite element models of the thorax, and regression results are used to modify such models to represent the ribs of men and women across their full adult lifespan.
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Affiliation(s)
- Sven A Holcombe
- Morphomics Analysis Group, University of Michigan, Ann Arbor, Michigan, USA
| | - Brian A Derstine
- Morphomics Analysis Group, University of Michigan, Ann Arbor, Michigan, USA
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Telfer S, Kleweno CP, Hughes B, Mellor S, Brunnquell CL, Linnau KF, Hebert-Davies J. Changes in scapular bone density vary by region and are associated with age and sex. J Shoulder Elbow Surg 2021; 30:2839-2844. [PMID: 34118420 DOI: 10.1016/j.jse.2021.05.011] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/16/2021] [Revised: 05/06/2021] [Accepted: 05/09/2021] [Indexed: 02/01/2023]
Abstract
BACKGROUND Decreases in bone density of the scapula due to age and disease can make orthopedic procedures such as arthroplasty and fracture fixation challenging. There is limited information in the literature regarding the effect of age and sex on the patterns of these density changes across the bone. Characterizing these changes could assist the surgeon in planning optimal instrumentation placement. METHODS Ninety-seven 3-dimensional models of the scapula were segmented from routine clinical computed tomography scans, and an opportunistic quantitative computed tomography approach was used to obtain detailed calibrated bone density measurements for each bone model. The effects of age and sex on cortical and trabecular bone density were assessed for the entire scapula. Specific regions (eg, scapular spine) where these factors had a significant effect were identified. Three-dimensional models were generated to allow clear visualization of the changes in density patterns. RESULTS Cortical bone loss averaged 1.0 mg/cm3 and 0.3 mg/cm3 per year for female and male subjects, respectively, and trabecular bone loss averaged 1.6 mg/cm3 and 1.2 mg/cm3, respectively. However, several regions had loss rates several times greater. Areas that were significantly affected by age included the acromion, scapular spine, base of the coracoid, inferior glenoid neck, and glenoid vault. Areas that were significantly affected by sex were the scapular spine and body. CONCLUSIONS These findings provide evidence that the bone density distribution across the scapula changes non-uniformly because of factors including sex and age. Despite overall trends of bone loss, there remains significant variability between individuals, and subject-specific tools for planning surgical procedures in which scapular fixation is required may be beneficial.
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Affiliation(s)
- Scott Telfer
- Department of Orthopaedics and Sports Medicine, University of Washington, Seattle, WA, USA.
| | - Conor P Kleweno
- Department of Orthopaedics and Sports Medicine, University of Washington, Seattle, WA, USA
| | | | - Sam Mellor
- School of Medicine, University of Washington, Seattle, WA, USA
| | | | - Ken F Linnau
- Department of Radiology, University of Washington, Seattle, WA, USA
| | - Jonah Hebert-Davies
- Department of Orthopaedics and Sports Medicine, University of Washington, Seattle, WA, USA
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Brunnquell CL, Winsor C, Aaltonen HL, Telfer S. Sources of error in bone mineral density estimates from quantitative CT. Eur J Radiol 2021; 144:110001. [PMID: 34700093 DOI: 10.1016/j.ejrad.2021.110001] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2021] [Revised: 09/30/2021] [Accepted: 10/11/2021] [Indexed: 12/01/2022]
Abstract
Bone mineral density (BMD) estimates from quantitative computed tomography (QCT) have proven useful for opportunistic screening of osteoporosis, treatment monitoring, and bone strength measurement. These estimates are subject to bias and variance from a variety of sources related to the imaging equipment, methods applied in the estimation procedure, and the patients themselves. In this article, we review the literature to describe the sources and sizes of error in spine and hip BMD estimates from single-energy QCT that can result from factors related to the scanner, imaging techniques, imaging subject, calibration phantom, and calibration approach. We also describe the baseline variance that can be expected based on repeatability and reproducibility studies. Though reproducible BMD estimates may be achievable with QCT, a thorough understanding of the potential sources of error and their size relative to the diagnostic task is essential to their appropriate and meaningful interpretation.
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Affiliation(s)
| | - Carla Winsor
- Department of Mechanical Engineering, University of Wisconsin, Madison, WI, United States
| | - H Laura Aaltonen
- Department of Radiology, University of Washington, Seattle, WA, United States
| | - Scott Telfer
- Department of Orthopaedics and Sports Medicine, University of Washington. Seattle, WA, United States
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