Skeletal Muscle Ultrasound Radiomics and Machine Learning for the Earlier Detection of Type 2 Diabetes Mellitus

Skeletal Muscle Ultrasound Radiomics and Machine Learning for the Earlier Detection of Type 2 Diabetes Mellitus

Background: Studies have demonstrated that a qualitatively and quantitatively assessed hyperechoic deltoid muscle on ultrasound (US) was accurate for the earlier detection of type 2 diabetes (T2D). We aim to demonstrate the utility of automated skeletal muscle US radiomics and machine learning for t...

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Bibliographic Details
Main Authors: Sameed Khan, Chad L. Klochko, Sydney Cooper, Brendan Franz, Lauren Wolf, Adam Alessio, Steven B. Soliman
Format: Article
Language:English
Published: Wolters Kluwer Medknow Publications 2025-04-01
Series:Journal of Medical Ultrasound
Subjects:
deltoid muscle
diabetic myopathy
machine learning
muscle insulin resistance
musculoskeletal ultrasound
myosteatosis
prediabetes
radiomics
skeletal muscle
type 2 diabetes mellitus
Online Access:https://journals.lww.com/10.4103/jmu.jmu_12_24
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https://journals.lww.com/10.4103/jmu.jmu_12_24

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