Selection of optimal parameters for automatic analysis of speech disorders in Parkinson's disease

Patients with Parkinson's disease (PD) usually suffer from hypokinetic dysarthria (HD), which involves impairment of phonation, articulation, prosody, and speech fluency. Our paper deals with parameters that can be used for the evaluation of motor aspects of speech and relevant methods of data acquisition and analysis. A review of specific parameters of HD and methods used for their evaluation may from the practical point of view contribute both to the diagnostic approaches to HD and to the development of suitable measures for assessment of its progression. The paper gives a description of the most frequently used parameters and their optimization to enable the best possible automatic classification of the various stages of Parkinson's disease.

[1]  P. Pollak,et al.  La dysarthrie parkinsonienne , 1995 .

[2]  C. Coelho,et al.  Phonatory characteristics of parkinsonian speech before and after morning medication: the ON and OFF states. , 2002, Journal of communication disorders.

[3]  E S Luschei,et al.  Thyroarytenoid muscle activity associated with hypophonia in Parkinson disease and aging , 1998, Neurology.

[4]  L. Capus,et al.  ‘Speech Initiation Hesitation’ following Subthalamic Nucleus Stimulation in a Patient with Parkinson’s Disease , 2003, European Neurology.

[5]  G. Canter SPEECH CHARACTERISTICS OF PATIENTS WITH PARKINSON'S DISEASE. 3. ARTICULATION, DIADOCHOKINESIS, AND OVER-ALL SPEECH ADEQUACY. , 1965, The Journal of speech and hearing disorders.

[6]  P. Boersma Praat : doing phonetics by computer (version 5.1.05) , 2009 .

[7]  R Iansek,et al.  Motor instability in parkinsonian speech intensity. , 2001, Neuropsychiatry, neuropsychology, and behavioral neurology.

[8]  J. Logemann,et al.  Vocal Tract Control in Parkinson's Disease , 1981 .

[9]  A. Aronson,et al.  The Dysarthrias: Physiology, Acoustics, Perception, Management , 1985 .

[10]  J. Hillenbrand,et al.  Acoustic characteristics of American English vowels. , 1994, The Journal of the Acoustical Society of America.

[11]  T. Paus,et al.  Functional abnormalities in the primary orofacial sensorimotor cortex during speech in Parkinson's disease , 2007, Movement disorders : official journal of the Movement Disorder Society.

[12]  D. Calne,et al.  Treatment of Parkinson's disease. , 1993, The New England journal of medicine.

[13]  Kate Bunton,et al.  Segmental Level Analysis of Laryngeal Function in Persons with Motor Speech Disorders , 2002, Folia Phoniatrica et Logopaedica.

[14]  A. Goberman,et al.  Acoustic analysis of clear versus conversational speech in individuals with Parkinson disease. , 2005, Journal of communication disorders.

[15]  Hermann Ackermann,et al.  The Temporal Control of Repetitive Articulatory Movements in Parkinson's Disease , 1997, Brain and Language.

[16]  Karl Herholz,et al.  Nonlinear progression of Parkinson disease as determined by serial positron emission tomographic imaging of striatal fluorodopa F 18 activity. , 2005, Archives of neurology.

[17]  L. Hartelius,et al.  Speech and swallowing symptoms associated with Parkinson's disease and multiple sclerosis: a survey. , 1994, Folia phoniatrica et logopaedica : official organ of the International Association of Logopedics and Phoniatrics.

[18]  S. Skodda,et al.  Short- and long-term dopaminergic effects on dysarthria in early Parkinson’s disease , 2010, Journal of Neural Transmission.

[19]  J. Logemann,et al.  Vocal tract control in Parkinson's disease: phonetic feature analysis of misarticulations. , 1981, The Journal of speech and hearing disorders.

[20]  Shimon Sapir,et al.  Articulatory changes in muscle tension dysphonia: evidence of vowel space expansion following manual circumlaryngeal therapy. , 2009, Journal of communication disorders.

[21]  M. Van der Linden,et al.  The interpretation of dysprosody in patients with Parkinson's disease. , 1991, Journal of neurology, neurosurgery, and psychiatry.

[22]  A. Goberman,et al.  Correlation between acoustic speech characteristics and non-speech motor performance in Parkinson Disease. , 2005, Medical science monitor : international medical journal of experimental and clinical research.

[23]  Shelley A Cross The Central Nervous System: Structure and Function, 3rd Edition , 2005 .

[24]  E. Metter,et al.  Clinical and acoustical variability in hypokinetic dysarthria. , 1986, Journal of communication disorders.

[25]  Michael P. Robb,et al.  Prosodic characteristics of Parkinsonian speech: the effect of levodopa-based medication , 2005 .

[26]  S. Countryman,et al.  Changes in vocal loudness following intensive voice treatment (LSVT®) in individuals with Parkinson's disease: A comparison with untreated patients and normal age‐matched controls , 2001, Movement disorders : official journal of the Movement Disorder Society.

[27]  A. Goberman,et al.  Fundamental frequency change during offset and onset of voicing in individuals with Parkinson disease. , 2008, Journal of voice : official journal of the Voice Foundation.

[28]  Jack J. Jiang,et al.  Acoustic analysis of the tremulous voice: assessing the utility of the correlation dimension and perturbation parameters. , 2010, Journal of communication disorders.

[29]  Jennifer L. Spielman,et al.  Formant centralization ratio: a proposal for a new acoustic measure of dysarthric speech. , 2010, Journal of speech, language, and hearing research : JSLHR.

[30]  A. Reeves,et al.  Speaking Rate and Segments: A Look at the Relation between Speech Production and Speech Perception for the Voicing Contrast , 1986 .

[31]  C. Négre [Treatment of Parkinson's disease]. , 1986, Soins; la revue de reference infirmiere.

[32]  K. Spencer,et al.  Speech motor programming in hypokinetic and ataxic dysarthria , 2005, Brain and Language.

[33]  Sandra E. Black,et al.  Acoustic analysis in the differentiation of Parkinson's disease and major depression , 1992, Journal of psycholinguistic research.

[34]  C. Coelho,et al.  Acoustic analysis of parkinsonian speech I: speech characteristics and L-Dopa therapy. , 2002, NeuroRehabilitation.

[35]  G. Canter SPEECH CHARACTERISTICS OF PATIENTS WITH PARKINSON'S DISEASE: I. INTENSITY, PITCH, AND DURATION. , 1963, The Journal of speech and hearing disorders.

[36]  G. Weismer,et al.  Kinematic, acoustic, and perceptual analyses of connected speech produced by parkinsonian and normal geriatric adults. , 1989, The Journal of the Acoustical Society of America.

[37]  Christy L. Ludlow,et al.  Speech timing in Parkinson's and Huntington's disease , 1987, Brain and Language.

[38]  Raymond D. Kent,et al.  Acoustic Analysis of Speech , 2009 .

[39]  S. Skodda,et al.  Progression of dysprosody in Parkinson's disease over time—A longitudinal study , 2009, Movement disorders : official journal of the Movement Disorder Society.

[40]  A. Hughes,et al.  Voice characteristics in the progression of Parkinson's disease. , 2000, International journal of language & communication disorders.

[41]  A. Goberman,et al.  Voice onset time in Parkinson disease. , 2010, Journal of communication disorders.

[42]  A. Goberman,et al.  Relative Speech Timing in Parkinson Disease , 2005 .

[43]  S G Fletcher,et al.  Time-by-count measurement of diadochokinetic syllable rate. , 1972, Journal of speech and hearing research.