Functional Mixed-Effects Modeling of Longitudinal Duchenne Muscular Dystrophy Electrical Impedance Myography Data Using State-Space Approach

Objective: Electrical impedance myography (EIM) is a quantitative and objective tool to evaluate muscle status. EIM offers the possibility to replace conventional physical functioning scores or quality of life measures, which depend on patient cooperation and mood. Methods: Here, we propose a functi...

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Vydané v:	IEEE transactions on biomedical engineering Ročník 66; číslo 6; s. 1761 - 1768
Hlavní autori:	Kapur, Kush, Sanchez, Benjamin, Pacheck, Adam, Darras, Basil, Rutkove, Seward B., Selukar, Rajesh
Médium:	Journal Article
Jazyk:	English
Vydavateľské údaje:	United States IEEE 01.06.2019 The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Predmet:	Algorithms Bayesian analysis Biomarkers Biomedical measurement Child Clinical trials Confidence Covariance matrix Data models Deltoid Muscle - physiology Deltoid Muscle - physiopathology Diseases Duchenne's muscular dystrophy Dystrophy Electric Impedance Electrical impedance electrical impedance myography Electromyography - methods Functional data Humans Image Processing, Computer-Assisted - methods Impedance Kalman filtering Kalman filters Male Medical research mixed-effects models Modelling Mood Muscles Muscular dystrophy Muscular Dystrophy, Duchenne - diagnosis Muscular Dystrophy, Duchenne - physiopathology Quality of life Smoothing Smoothing methods smoothing splines Splines (mathematics) Trajectory measurement
ISSN:	0018-9294, 1558-2531, 1558-2531
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