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Fusaro M, Schileo E, Crimi G, Aghi A, Bazzocchi A, Barbanti Brodano G, Girolami M, Sella S, Politi C, Ferrari S, Gasperini C, Tripepi G, Taddei F. A Novel Quantitative Computer-Assisted Score Can Improve Repeatability in the Estimate of Vascular Calcifications at the Abdominal Aorta. Nutrients 2022; 14:4276. [PMID: 36296959 PMCID: PMC9607651 DOI: 10.3390/nu14204276] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2022] [Revised: 10/03/2022] [Accepted: 10/06/2022] [Indexed: 10/29/2023] Open
Abstract
In CKD and in the elderly, Vascular Calcifications (VC) are associated to cardiovascular events and bone fractures. VC scores at the abdominal aorta (AA) from lateral spine radiographs are widely applied (the 0-24 semiquantitative discrete visual score (SV) being the most used). We hypothesised that a novel continuum score based on quantitative computer-assisted tracking of calcifications (QC score) can improve the precision of the SV score. This study tested the repeatability and reproducibility of QC score and SV score. In forty-four patients with VC from an earlier study, five experts from four specialties evaluated the data twice using a dedicated software. Test-retest was performed on eight subjects. QC results were reported in a 0-24 scale to readily compare with SV. The QC score showed higher intra-operator repeatability: the 95% CI of Bland-Altman differences was almost halved in QC; intra-operator R2 improved from 0.67 for SV to 0.79 for QC. Inter-observer repeatability was higher for QC score in the first (Intraclass Correlation Coefficient 0.78 vs. 0.64), but not in the second evaluation (0.84 vs. 0.82), indicating a possible heavier learning artefact for SV. The Minimum Detectable Difference (MDD) was smaller for QC (2.98 vs. 4 for SV, in the 0-24 range). Both scores were insensitive to test-retest procedure. Notably, QC and SV scores were discordant: SV showed generally higher values, and an increasing trend of differences with VC severity. In summary, the new QC score improved the precision of lateral spine radiograph scores in estimating VC. We reported for the first time an estimate of MDD in VC assessment that was 25% lower for the new QC score with respect to the usual SV score. An ongoing study will determine whether this lower MDD may reduce follow-up times to check for VC progression.
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Affiliation(s)
- Maria Fusaro
- National Research Council (CNR)—Institute of Clinical Physiology (IFC), Via G. Moruzzi 1, 56124 Pisa, Italy
- Department of Medicine, University of Padua, Via Giustiniani 2, 35128 Padova, Italy
| | - Enrico Schileo
- Bioengineering and Computing Laboratory, IRCCS Istituto Ortopedico Rizzoli, 40136 Bologna, Italy
| | - Gianluigi Crimi
- Bioengineering and Computing Laboratory, IRCCS Istituto Ortopedico Rizzoli, 40136 Bologna, Italy
| | - Andrea Aghi
- Department of Medicine, Clinica Medica 1, University of Padova, 35128 Padova, Italy
| | - Alberto Bazzocchi
- Radiology Unit, IRCCS Istituto Ortopedico Rizzoli, 40136 Bologna, Italy
| | | | - Marco Girolami
- Spine Surgery Unit, IRCCS Istituto Ortopedico Rizzoli, 40136 Bologna, Italy
| | - Stefania Sella
- Department of Medicine, Clinica Medica 1, University of Padova, 35128 Padova, Italy
| | - Cristina Politi
- CNR-IFC, Clinical Epidemiology and Pathophysiology of Renal Diseases and Hypertension, 89124 Reggio Calabria, Italy
| | - Serge Ferrari
- Service des Maladies Osseuses, Département de Médecine, HUG, 1205 Genève, Switzerland
| | - Chiara Gasperini
- Radiology Unit, IRCCS Istituto Ortopedico Rizzoli, 40136 Bologna, Italy
| | - Giovanni Tripepi
- CNR-IFC, Clinical Epidemiology and Pathophysiology of Renal Diseases and Hypertension, 89124 Reggio Calabria, Italy
| | - Fulvia Taddei
- Bioengineering and Computing Laboratory, IRCCS Istituto Ortopedico Rizzoli, 40136 Bologna, Italy
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Gebre AK, Lewis JR, Leow K, Szulc P, Scott D, Ebeling PR, Sim M, Wong G, Lim WH, Schousboe JT, Kiel DP, Prince RL, Rodríguez AJ. Abdominal aortic calcification, bone mineral density and fractures: a systematic review and meta-analysis of observational studies. J Gerontol A Biol Sci Med Sci 2022:6674525. [PMID: 36000920 DOI: 10.1093/gerona/glac171] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2022] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Abdominal aortic calcification (AAC) has been inconsistently associated with skeletal health. We aimed to investigate the association of AAC with bone mineral density (BMD) and fracture risk by pooling the findings of observational studies. METHODS Medline, EMBASE, Web of Science and Google Scholar were searched (August 2021). All clinical studies that assessed the association between AAC and BMD or fracture were included. AAC was categorized into any/advanced (all higher reported groups) vs no/less advanced (lowest reported group). Pooled standardized mean differences (SMDs) and risk ratios (RRs) with 95% confidence intervals (CI) were determined for BMD and fracture, respectively, using random-effects models. RESULTS Of 2,192 articles screened, 86 (61,553 participants) were included in the review, while 42 provided data for meta-analysis. AAC was associated with lower BMD at the total hip [SMD=-1.05 (95%CI: -1.47 to -0.63); 16 studies], femoral neck [-0.25 (-0.46 to - 0.04); 10] and lumbar spine [-0.67 (-1.21 to -0.12); 20]. AAC was associated with a greater risk of any fracture [RR= 1.73 (95%CI: 1.48 to 2.02); 27]. AAC was also associated with vertebral, non-vertebral and hip fractures. In dose-response analysis, the highest AAC group had greater risks of any, vertebral and non-vertebral fractures. CONCLUSIONS AAC is associated with lower BMD and increased fracture risk at multiple sites, underscoring the potential importance of vascular disease on skeletal health. Detection of AAC at the time of BMD testing may provide clinicians with prognostic information about bone health to enhance osteoporosis screening programs and fracture risk prediction.
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Affiliation(s)
- Abadi K Gebre
- Nutrition & Health Innovation Research Institute, School of Medical and Health Sciences, Edith Cowan University, Joondalup, Australia.,School of Pharmacy, College of Health Sciences, Mekelle University, Mekelle, Tigray
| | - Joshua R Lewis
- Nutrition & Health Innovation Research Institute, School of Medical and Health Sciences, Edith Cowan University, Joondalup, Australia.,Medical School, University of Western Australia, Perth, Australia.,Centre for Kidney Research, Children's Hospital at Westmead School of Public Health, Sydney Medical School, The University of Sydney, Sydney, Australia
| | - Kevin Leow
- Centre for Kidney Research, Children's Hospital at Westmead School of Public Health, Sydney Medical School, The University of Sydney, Sydney, Australia
| | - Pawel Szulc
- INSERM UMR 1033, University of Lyon, Hospices Civils de Lyon, Lyon, France
| | - David Scott
- Institute for Physical Activity and Nutrition, School of Exercise and Nutrition Sciences, Deakin University, Geelong, VIC, Australia.,Bone and Muscle Health Research Group, Department of Medicine, School of Clinical Sciences at Monash Health, Monash University, Victoria, Australia
| | - Peter R Ebeling
- Bone and Muscle Health Research Group, Department of Medicine, School of Clinical Sciences at Monash Health, Monash University, Victoria, Australia
| | - Marc Sim
- Nutrition & Health Innovation Research Institute, School of Medical and Health Sciences, Edith Cowan University, Joondalup, Australia.,Medical School, University of Western Australia, Perth, Australia
| | - Germaine Wong
- Centre for Kidney Research, Children's Hospital at Westmead School of Public Health, Sydney Medical School, The University of Sydney, Sydney, Australia
| | - Wai H Lim
- Medical School, University of Western Australia, Perth, Australia.,Department of Renal Medicine, Sir Charles Gairdner Hospital, Western Australia, Australia
| | - John T Schousboe
- Park Nicollet Osteoporosis Center and HealthPartners Institute, HealthPartners, Minneapolis, MN 55416, USA, and Division of Health Policy and Management, University of Minnesota, Minneapolis, MN 55455, USA
| | - Douglas P Kiel
- Hinda and Arthur Marcus Institute for Aging Research, Hebrew SeniorLife, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts, USA
| | - Richard L Prince
- Medical School, University of Western Australia, Perth, Australia
| | - Alexander J Rodríguez
- Nutrition & Health Innovation Research Institute, School of Medical and Health Sciences, Edith Cowan University, Joondalup, Australia.,Bone and Muscle Health Research Group, Department of Medicine, School of Clinical Sciences at Monash Health, Monash University, Victoria, Australia
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Reid S, Schousboe JT, Kimelman D, Monchka BA, Jafari Jozani M, Leslie WD. Machine learning for automated abdominal aortic calcification scoring of DXA vertebral fracture assessment images: A pilot study. Bone 2021; 148:115943. [PMID: 33836309 DOI: 10.1016/j.bone.2021.115943] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/18/2020] [Revised: 03/28/2021] [Accepted: 03/30/2021] [Indexed: 01/20/2023]
Abstract
BACKGROUND Abdominal aortic calcification (AAC) identified on dual-energy x-ray absorptiometry (DXA) vertebral fracture assessment (VFA) lateral spine images is predictive of cardiovascular outcomes, but is time-consuming to perform manually. Whether this procedure can be automated using convolutional neural networks (CNNs), a class of machine learning algorithms used for image processing, has not been widely investigated. METHODS Using the Province of Manitoba Bone Density Program DXA database, we selected a random sample of 1100 VFA images from individuals qualifying for VFA as part of their osteoporosis assessment. For each scan, AAC was manually scored using the 24-point semi-quantitative scale and categorized as low (score < 2), moderate (score 2 to <6), or high (score ≥ 6). An ensemble consisting of two CNNs was developed, by training and evaluating separately on single-energy and dual-energy images. AAC prediction was performed using the mean AAC score of the two models. RESULTS Mean (SD) age of the cohort was 75.5 (6.7) years, 95.5% were female. Training (N = 770, 70%), validation (N = 110, 10%) and test sets (N = 220, 20%) were well-balanced with respect to baseline characteristics and AAC scores. For the test set, the Pearson correlation between the CNN-predicted and human-labelled scores was 0.93 with intraclass correlation coefficient for absolute agreement 0.91 (95% CI 0.89-0.93). Kappa for AAC category agreement (prevalence- and bias-adjusted, ordinal scale) was 0.71 (95% CI 0.65-0.78). There was complete separation of the low and high categories, without any low AAC score scans predicted to be high and vice versa. CONCLUSIONS CNNs are capable of detecting AAC in VFA images, with high correlation between the human and predicted scores. These preliminary results suggest CNNs are a promising method for automatically detecting and quantifying AAC.
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Affiliation(s)
| | - John T Schousboe
- Park Nicollet Clinic and HealthPartners Institute, Bloomington, MN, USA; University of Minnesota, Minneapolis, MN, USA.
| | - Douglas Kimelman
- University of Manitoba, Winnipeg, Canada; St. Boniface Hospital Albrechtsen Research Centre, Winnipeg, Manitoba, Canada
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Deligiorgi MV, Panayiotidis MI, Siasos G, Trafalis DT. Osteoporosis Entwined with Cardiovascular Disease: The Implication of Osteoprotegerin and the Example of Statins. Curr Med Chem 2021; 28:1443-1467. [PMID: 31971101 DOI: 10.2174/0929867327666200123151132] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2019] [Revised: 12/19/2019] [Accepted: 12/24/2019] [Indexed: 11/22/2022]
Abstract
Beyond being epiphenomenon of shared epidemiological factors, the integration of Osteoporosis (OP) with Cardiovascular Disease (CVD) - termed "calcification paradox" - reflects a continuum of aberrant cardiometabolic status. The present review provides background knowledge on "calcification paradox", focusing on the endocrine aspect of vasculature orchestrated by the osteoblastic molecular fingerprint of vascular cells, acquired via imbalance among established modulators of mineralization. Osteoprotegerin (OPG), the well-established osteoprotective cytokine, has recently been shown to exert a vessel-modifying role. Prompted by this notion, the present review interrogates OPG as the potential missing link between OP and CVD. However, so far, the confirmation of this hypothesis is hindered by the equivocal role of OPG in CVD, being both proatherosclerotic and antiatherosclerotic. Further research is needed to illuminate whether OPG could be a biomarker of the "calcification paradox". Moreover, the present review brings into prominence the dual role of statins - cardioprotective and osteoprotective - as a potential illustration of the integration of CVD with OP. Considering that the statins-induced modulation of OPG is central to the statins-driven osteoprotective signalling, statins could be suggested as an illustration of the role of OPG in the bone/vessels crosstalk, if further studies consolidate the contribution of OPG to the cardioprotective role of statins. Another outstanding issue that merits further evaluation is the inconsistency of the osteoprotective role of statins. Further understanding of the varying bone-modifying role of statins, likely attributed to the unique profile of different classes of statins defined by distinct physicochemical characteristics, may yield tangible benefits for treating simultaneously OP and CVD.
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Affiliation(s)
- Maria V Deligiorgi
- Department of Pharmacology - Clinical Pharmacology Unit, Faculty of Medicine, National and Kapodistrian University of Athens, Building 16, 1st Floor, 75 Mikras Asias, 11527 Goudi, Athens, Greece
| | - Mihalis I Panayiotidis
- Department of Applied Sciences, Group of Translational Biosciences, Faculty of Health & Life Sciences, Northumbria University, Ellison Building A516, Newcastle Upon Tyne, NE1 8ST, United Kingdom
| | - Gerasimos Siasos
- Department of Cardiology, Faculty of Medicine, 1st Hippokration Hospital, National and Kapodistrian University of Athens, 114 Vas Sofias, 11527 Athens, Greece
| | - Dimitrios T Trafalis
- Department of Pharmacology - Clinical Pharmacology Unit, Faculty of Medicine, National and Kapodistrian University of Athens, Building 16, 1st Floor, 75 Mikras Asias, 11527 Goudi, Athens, Greece
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Vitamin K Nutrition and Bone Health. Nutrients 2020; 12:nu12071909. [PMID: 32605143 PMCID: PMC7399911 DOI: 10.3390/nu12071909] [Citation(s) in RCA: 55] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2020] [Revised: 06/22/2020] [Accepted: 06/25/2020] [Indexed: 01/22/2023] Open
Abstract
Vitamin K is essential for blood coagulation and plays an important role in extrahepatic metabolism, such as in bone and blood vessels, and in energy metabolism. This review discusses the assessment of vitamin K sufficiency and the role of vitamin K in bone health. To elucidate the exact role of vitamin K in other organs, accurate tools for assessing vitamin K deficiency or insufficiency are crucial. Undercarboxylated vitamin K-dependent protein levels can be measured to evaluate tissue-specific vitamin K deficiency/insufficiency. Vitamin K has genomic action through steroid and xenobiotic receptor (SXR); however, the importance of this action requires further study. Recent studies have revealed that the bone-specific, vitamin K-dependent protein osteocalcin has a close relationship with energy metabolism through insulin sensitivity. Among the organs that produce vitamin K-dependent proteins, bone has attracted the most attention, as vitamin K deficiency has been consistently associated with bone fractures. Although vitamin K treatment addresses vitamin K deficiency and is believed to promote bone health, the corresponding findings on fracture risk reduction are conflicting. We also discuss the similarity of other vitamin supplementations on fracture risk. Future clinical studies are needed to further elucidate the effect of vitamin K on fracture risk.
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Rodríguez AJ, Leow K, Szulc P, Scott D, Ebeling P, Sim M, Wong G, Lim WH, Schousboe JT, Kiel DP, Prince RL, R Lewis J. Abdominal aortic calcification, bone mineral density and fractures: a systematic review and meta-analysis protocol. BMJ Open 2019; 9:e026232. [PMID: 30944137 PMCID: PMC6500258 DOI: 10.1136/bmjopen-2018-026232] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/23/2018] [Revised: 12/19/2018] [Accepted: 01/31/2019] [Indexed: 01/22/2023] Open
Abstract
INTRODUCTION Abdominal aortic calcification (AAC) is associated with low bone mass and increased fracture risk. Two previous meta-analyses have investigated the association between AAC and fracture. However, these meta-analyses only identified articles until December 2016, undertook limited searches and did not explore potential sources of between-study heterogeneity. We aim to undertake a sensitive and comprehensive assessment of the relationship between AAC, bone mineral density (BMD) as well as prevalent and incident fractures. METHODS We will search MEDLINE, EMBASE, Web of Science core collection and Google Scholar (top 200 articles sorted by relevance) from their inception to 1 June 2018. Reference lists of included studies and previous systematic reviews will be hand searched for additional eligible studies. Retrospective and prospective cohort studies (cross-sectional, case-control and longitudinal) reporting the association between AAC, BMD and fracture at any site will be included. At least two investigators will independently: (A) evaluate study eligibility and extract data, with a third investigator to adjudicate when discrepancies occur, (B) assess study quality by the Newcastle-Ottawa Scale for each cohort/study. The meta-analysis will be reported in adherence to the Meta-analysis of Observational Studies in Epidemiology criteria. AAC will be grouped as either: (1) AAC present or absent, (2) AAC categorised as 'low' (referent-lowest reported group) versus 'high' (all other groups) or (3) dose-response when AAC was assessed in ≥3 groups. Where primary event data were reported in individual studies, pooled risk differences and risk ratios with 95% CI will be calculated, from which, a summary estimate will be determined using DerSimonian-Laird random effects models. For the AAC and BMD pooled analyses, estimates will be expressed as standardised mean difference with 95% CI. We will examine the likelihood of publication bias and where possible, investigate potential reasons for between-study heterogeneity using subgroup analyses and meta-regression. ETHICS AND DISSEMINATION The study will be submitted to a peer- reviewed journal and disseminated via research presentations. PROSPERO REGISTRATION NUMBER CRD42018088019.
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Affiliation(s)
- Alexander J Rodríguez
- Bone and Muscle Health Research Group, School of Clinical Sciences at Monash Health, Monash Medical Centre, Victoria, Australia
| | - Kevin Leow
- The University of Sydney, Centre for Kidney Research, School of Public Health, Sydney Medical School, Children’s Hospital at Westmead, New South Wales, Australia
| | - Pawel Szulc
- INSERM UMR 1033, University of Lyon, Hospices Civils de Lyon, Lyon, France
| | - David Scott
- Bone and Muscle Health Research Group, School of Clinical Sciences at Monash Health, Monash Medical Centre, Victoria, Australia
| | - Peter Ebeling
- Bone and Muscle Health Research Group, School of Clinical Sciences at Monash Health, Monash Medical Centre, Victoria, Australia
| | - Marc Sim
- School of Medical and Health Sciences, Edith Cowan University, Western Australia, Australia
- Medical School, Royal Perth Hospital Unit, The University of Western Australia, Western Australia, Australia
| | - Germaine Wong
- The University of Sydney, Centre for Kidney Research, School of Public Health, Sydney Medical School, Children’s Hospital at Westmead, New South Wales, Australia
| | - Wai H Lim
- Department of Renal Medicine, Sir Charles Gairdner Hospital, Western Australia, Australia
- Medical School, The University of Western Australia, Western Australia, Australia
| | - John T Schousboe
- Division of Health Policy and Management, Park Nicollet Osteoporosis Center and Health Partners Institute, University of Minnesota, Minneapolis, USA
| | - Douglas P Kiel
- Hinda and Arthur Marcus Institute for Aging Research, Hebrew Senior Life, Department of Medicine, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts, USA
| | - Richard L Prince
- Medical School, The University of Western Australia, Western Australia, Australia
- Department of Endocrinology and Diabetes, Sir Charles Gairdner Hospital, Perth, Australia
| | - Joshua R Lewis
- The University of Sydney, Centre for Kidney Research, School of Public Health, Sydney Medical School, Children’s Hospital at Westmead, New South Wales, Australia
- School of Medical and Health Sciences, Edith Cowan University, Western Australia, Australia
- Medical School, Royal Perth Hospital Unit, The University of Western Australia, Western Australia, Australia
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Goldenberg L, Saliba W, Hayeq H, Hasadia R, Zeina AR. The impact of abdominal fat on abdominal aorta calcification measured on non-enhanced CT. Medicine (Baltimore) 2018; 97:e13233. [PMID: 30544382 PMCID: PMC6310554 DOI: 10.1097/md.0000000000013233] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
Abstract
Cardiovascular (CV) morbidity, atherosclerosis, and obesity are all targets of clinical concern and vast research, as is the association between them. Aim of this study is to assess the impact of adipose tissue (including visceral and subcutaneous fat) on abdominal aorta calcification measured on non-enhanced computed tomography (CT). We retrospectively included 492 patients who underwent non-enhanced CT scans during workup for clinically suspected renal colic. All scans were reviewed for abdominal aorta calcification, liver attenuation, and thickness of visceral and subcutaneous fat. Multivariate general linear regression models were used to assess the association between abdominal aorta calcium score and adiposity measures. In the model that included only adiposity measures; visceral fat thickness had statistically significant direct association with abdominal aorta calcium score (B = 67.1, P <.001), whereas subcutaneous pelvic fat thickness had a significant inverse association with abdominal aorta calcium score (B = -22.34, P <.001). Only the association of subcutaneous pelvic fat thickness with abdominal aorta calcium score remained statistically significant when controlling for age, sex, smoking, hypertension, diabetes mellitus, and hyperlipidemia (B = -21.23, P <.001). In this model, the association of visceral fat remained statistically significant in females (B = 84.28, P = .001) but not in males (B = 0.47, P = .973). Visceral fat thickness and subcutaneous pelvic fat thickness were found to have opposing associations with abdominal aorta calcium score. This suggests that while visceral fat may have a lipotoxic effect on aortic atherosclerotic processes, subcutaneous pelvic fat may have a protective role in these processes.
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Affiliation(s)
- Limor Goldenberg
- Department of Internal Medicine B, Hillel Yaffe Medical Center, Hadera, Affiliated with the Rappaport Faculty of Medicine, Technion-Israel Institute of Technology
| | - Walid Saliba
- Department of Community Medicine and Epidemiology, Carmel Medical Center, Affiliated with the Faculty of Medicine, Technion- Israel Institute of Technology
| | - Hashem Hayeq
- Division of General Surgery, Hillel Yaffe Medical Center, Hadera, Affiliated with the Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa
| | - Rabea Hasadia
- Division of General Surgery, Hillel Yaffe Medical Center, Hadera, Affiliated with the Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa
| | - Abdel-Rauf Zeina
- Department of Radiology, Hillel Yaffe Medical Center, Hadera, Affiliated with the Faculty of Medicine, Technion- Israel Institute of Technology, Haifa, Israel
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