Institut Català de la Salut
[Palmas F] Servei d’Endocrinologia i Nutrició, Vall d’Hebron Hospital Universitari, Barcelona, Spain. [Ciudin A, Simó R] Servei d’Endocrinologia i Nutrició, Vall d’Hebron Hospital Universitari, Barcelona, Spain. Grup de Recerca en Diabetis i Metabolisme, Vall d’Hebron Institut de Recerca (VHIR), Barcelona, Spain. Departament de Medicina, Universitat Autònoma de Barcelona, Bellaterra, Spain. Centro De Investigación Biomédica En Red De Diabetes y Enfermedades Metabólicas Asociadas (CIBERDEM), Instituto De Salud Carlos III (ISCIII), Madrid, Spain. [Guerra R] ARTIS Development, Las Palmas, Spain. [Eiroa D, Roson N] Servei de Radiologia, Institut de Diagnòstic per la Imatge (IDI), Vall d’Hebron Hospital Universitari, Barcelona, Spain. [Espinet C] Servei de Medicina Nuclear, Vall d’Hebron Hospital Universitari, Barcelona, Spain. [Burgos R] Servei d’Endocrinologia i Nutrició, Vall d’Hebron Hospital Universitari, Barcelona, Spain. Grup de Recerca en Diabetis i Metabolisme, Vall d’Hebron Institut de Recerca (VHIR), Barcelona, Spain. Departament de Medicina, Universitat Autònoma de Barcelona, Bellaterra, Spain
Vall d'Hebron Barcelona Hospital Campus
2023-08-21T08:18:41Z
2023-08-21T08:18:41Z
2023-06-26
Body composition; Computed tomography; Morbid obesity
Composición corporal; Tomografía computarizada; Obesidad mórbida
Composició corporal; Tomografia computaritzada; Obesitat mòrbida
Objective: a) To evaluate the accuracy of the pre-existing equations (based on cm2 provided by CT images), to estimate in kilograms (Kg) the body composition (BC) in patients with obesity (PwO), by comparison with Dual-energy X-ray absorptiometry (DXA). b) To evaluate the accuracy of a new approach (based on both cm2 and Hounsfield Unit parameters provided by CT images), using an automatic software and artificial intelligence to estimate the BC in PwO, by comparison with DXA. Methods: Single-centre cross-sectional study including consecutive PwO, matched by gender with subjects with normal BMI. All the subjects underwent BC assessment by Dual-energy X-ray absorptiometry (DXA) and skeletal-CT at L3 vertebrae. CT images were processed using FocusedON-BC software. Three different models were tested. Model 1 and 2, based on the already existing equations, estimate the BC in Kg based on the tissue area (cm2) in the CT images. Model 3, developed in this study, includes as additional variables, the tissue percentage and its average Hounsfield unit. Results: 70 subjects (46 PwO and 24 with normal BMI) were recruited. Significant correlations for BC were obtained between the three models and DXA. Model 3 showed the strongest correlation with DXA (r= 0.926, CI95% [0.835-0.968], p<0.001) as well as the best agreement based on Bland – Altman plots. Conclusion: This is the first study showing that the BC assessment based on skeletal CT images analyzed by automatic software coupled with artificial intelligence, is accurate in PwO, by comparison with DXA. Furthermore, we propose a new equation that estimates both the tissue quantity and quality, that showed higher accuracy compared with those currently used, both in PwO and subjects with normal BMI.
This study was supported by grants from the Instituto de Salud Carlos III (Fondo de Investigación Sanitaria, PI20/01806). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
Article
Versió publicada
Anglès
Tomografia; Obesitat - Imatgeria; Radiografia; ANALYTICAL, DIAGNOSTIC AND THERAPEUTIC TECHNIQUES, AND EQUIPMENT::Diagnosis::Diagnostic Techniques and Procedures::Diagnostic Imaging::Image Interpretation, Computer-Assisted::Tomography, X-Ray Computed; DISEASES::Nutritional and Metabolic Diseases::Nutrition Disorders::Overnutrition::Obesity; Other subheadings::Other subheadings::Other subheadings::/diagnostic imaging; ANALYTICAL, DIAGNOSTIC AND THERAPEUTIC TECHNIQUES, AND EQUIPMENT::Diagnosis::Diagnostic Techniques and Procedures::Diagnostic Imaging::Radiography::Absorptiometry, Photon; TÉCNICAS Y EQUIPOS ANALÍTICOS, DIAGNÓSTICOS Y TERAPÉUTICOS::diagnóstico::técnicas y procedimientos diagnósticos::diagnóstico por imagen::interpretación de imágenes asistida por ordenador::tomografía computarizada por rayos X; ENFERMEDADES::enfermedades nutricionales y metabólicas::trastornos nutricionales::hipernutrición::obesidad; Otros calificadores::Otros calificadores::Otros calificadores::/diagnóstico por imagen; TÉCNICAS Y EQUIPOS ANALÍTICOS, DIAGNÓSTICOS Y TERAPÉUTICOS::diagnóstico::técnicas y procedimientos diagnósticos::diagnóstico por imagen::radiografía::absorciometría fotónica
Frontiers Media
Frontiers in Endocrinology;14
https://doi.org/10.3389/fendo.2023.1161116
Attribution 4.0 International
http://creativecommons.org/licenses/by/4.0/
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