Nonlinear model for the carotid artery disease 10‐year risk prediction by fusing conventional cardiovascular factors to carotid ultrasound image phenotypes: A Japanese diabetes cohort study
| العنوان: | Nonlinear model for the carotid artery disease 10‐year risk prediction by fusing conventional cardiovascular factors to carotid ultrasound image phenotypes: A Japanese diabetes cohort study |
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| المؤلفون: | Jasjit S. Suri, Sophie Mavrogeni, Andrew N. Nicolaides, Matteo Piga, Harman S. Suri, Carlo Carcassi, Luca Saba, Tadashi Araki, Deep Gupta, Narendra N. Khanna, Ajay Gupta, George D. Kitas, Ankush D Jamthikar, John R. Laird |
| المصدر: | Echocardiography. 36:345-361 |
| بيانات النشر: | Wiley, 2019. |
| سنة النشر: | 2019 |
| مصطلحات موضوعية: | Carotid Artery Diseases, Male, medicine.medical_specialty, 030204 cardiovascular system & hematology, Risk Assessment, Cohort Studies, 03 medical and health sciences, 0302 clinical medicine, Japan, Right Common Carotid Artery, Predictive Value of Tests, Internal medicine, Carotid artery disease, Diabetes Mellitus, Humans, Medicine, Radiology, Nuclear Medicine and imaging, Stroke, Aged, Ultrasonography, business.industry, Middle Aged, medicine.disease, Carotid Arteries, medicine.anatomical_structure, Intima-media thickness, Predictive value of tests, Cardiology, Female, Cardiology and Cardiovascular Medicine, business, Body mass index, 030217 neurology & neurosurgery, Artery, Cohort study |
| الوصف: | MOTIVATION This study presents a novel nonlinear model which can predict 10-year carotid ultrasound image-based phenotypes by fusing nine traditional cardiovascular risk factors (ethnicity, gender, age, artery type, body mass index, hemoglobin A1c, hypertension, low-density lipoprotein, and smoking) with five types of carotid automated image phenotypes (three types of carotid intima-media thickness (IMT), wall variability, and total plaque area). METHODOLOGY Two-step process was adapted: First, five baseline carotid image-based phenotypes were automatically measured using AtheroEdge™ (AtheroPoint™ , CA, USA) system by two operators (novice and experienced) and an expert. Second, based on the annual progression rates of cIMT due to nine traditional cardiovascular risk factors, a novel nonlinear model was adapted for 10-year predictions of carotid phenotypes. RESULTS Institute review board (IRB) approved 204 Japanese patients' left/right common carotid artery (407 ultrasound scans) was collected with a mean age of 69 ± 11 years. Age and hemoglobin were reported to have a high influence on the 10-year carotid phenotypes. Mean correlation coefficient (CC) between 10-year carotid image-based phenotype and age was improved by 39.35% in males and 25.38% in females. The area under the curves for the 10-year measurements of five phenotypes IMTave10yr , IMTmax10yr , IMTmin10yr , IMTV10yr , and TPA10yr were 0.96, 0.94, 0.90, 1.0, and 1.0. Inter-operator variability between two operators showed significant CC (P |
| تدمد: | 1540-8175 0742-2822 |
| URL الوصول: | https://explore.openaire.eu/search/publication?articleId=doi_dedup___::2d04701de7de5ec88b146d3403dcfdf7 https://doi.org/10.1111/echo.14242 |
| حقوق: | OPEN |
| رقم الأكسشن: | edsair.doi.dedup.....2d04701de7de5ec88b146d3403dcfdf7 |
| قاعدة البيانات: | OpenAIRE |
| تدمد: | 15408175 07422822 |
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