Evaluation of motor unit potential wavelet analysis in the electrodiagnosis of neuromuscular disorders

被引:10
作者
Tomczykiewicz, Kazimierz [1 ]
Dobrowolski, Andrzej P. [2 ]
Wierzbowski, Mariusz [2 ]
机构
[1] Mil Inst Hlth Serv, Dept Neurol, PL-00909 Warsaw, Poland
[2] Mil Univ Technol, Fac Elect, PL-04141 Warsaw, Poland
关键词
quantitative electromyography; motor unit action potential; support vector machine; wavelet decomposition; wavelet index; DIFFERENT HUMAN MUSCLES; DIAGNOSTIC YIELD; MACRO EMG; MULTIELECTRODE; PARAMETERS; TERRITORY; PATTERN;
D O I
10.1002/mus.23286
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Introduction: Electrophysiological studies of human motor units can use various electromyographic techniques. Together with the development of new techniques for analysis and processing of bioelectric signals, motor unit action potential (MUAP) wavelet analysis represents an important change in the development of electromyographic techniques. Methods: The proposed approach involves isolating single MUAPs, computing their scalograms, taking the maximum values of the scalograms in 5 selected scales, and averaging across MUAPs to give a single five-dimensional feature vector per muscle. After Support Vector Machine analysis, the feature vector is reduced to a single decision parameter that allows the subject to be assigned to 1 of 3 groups: myogenic, healthy, or neurogenic. The software is available as freeware. Results: MUAP wavelet analysis yielded consistent results for the diagnostic index and muscle classification, with only 7 incorrect classifications out of a total of 1,015 samples. Conclusions: This proposed approach provides a sensitive and reliable method for evaluating and characterizing MUAPs. Muscle Nerve 46: 6369, 2012
引用
收藏
页码:63 / 69
页数:7
相关论文
共 29 条
[1]   REFERENCE VALUES OF MOTOR UNIT ACTION-POTENTIALS OBTAINED WITH MULTI-MUAP ANALYSIS [J].
BISCHOFF, C ;
STALBERG, E ;
FALCK, B ;
EEGOLOFSSON, KE .
MUSCLE & NERVE, 1994, 17 (08) :842-851
[2]   ACTION POTENTIAL PARAMETERS IN NORMAL HUMAN MUSCLE AND THEIR DEPENDENCE ON PHYSICAL VARIABLES [J].
BUCHTHAL, F ;
GULD, C ;
ROSENFALCK, P .
ACTA PHYSIOLOGICA SCANDINAVICA, 1954, 32 (2-3) :200-218
[3]   MULTIELECTRODE STUDY OF THE TERRITORY OF A MOTOR UNIT [J].
BUCHTHAL, F ;
GULD, C ;
ROSENFALCK, P .
ACTA PHYSIOLOGICA SCANDINAVICA, 1957, 39 (01) :83-104
[4]   ACTION POTENTIAL PARAMETERS IN NORMAL HUMAN MUSCLE AND THEIR PHYSIOLOGICAL DETERMINANTS [J].
BUCHTHAL, F ;
PINELLI, P ;
ROSENFALCK, P .
ACTA PHYSIOLOGICA SCANDINAVICA, 1954, 32 (2-3) :219-229
[5]   MOTOR UNIT TERRITORY IN DIFFERENT HUMAN MUSCLES [J].
BUCHTHAL, F ;
ERMINIO, F ;
ROSENFALCK, P .
ACTA PHYSIOLOGICA SCANDINAVICA, 1959, 45 (01) :72-87
[6]   THE DIAGNOSTIC YIELD OF QUANTIFIED ELECTROMYOGRAPHY AND QUANTIFIED MUSCLE BIOPSY IN NEUROMUSCULAR DISORDERS [J].
BUCHTHAL, F ;
KAMIENIECKA, Z .
MUSCLE & NERVE, 1982, 5 (04) :265-280
[7]  
BUCHTHAL F, 1952, Acta Med Scand Suppl, V266, P315
[8]   ACTION POTENTIAL PARAMETERS IN DIFFERENT HUMAN MUSCLES [J].
Buchthal, Fritz ;
Rosenfalck, Poul .
ACTA PSYCHIATRICA ET NEUROLOGICA SCANDINAVICA, 1955, 30 (1-2) :125-131
[9]   Unsupervised pattern recognition for the classification of EMG signals [J].
Christodoulou, CI ;
Pattichis, CS .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 1999, 46 (02) :169-178
[10]   Spectral analysis of motor unit action potentials [J].
Dobrowolski, Andrzej ;
Tomczykiewicz, Kazimierz ;
Komur, Piotr .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2007, 54 (12) :2300-2302