Quantitative acoustic measurements for characterization of speech and voice disorders in early untreated Parkinson's disease.

An assessment of vocal impairment is presented for separating healthy people from persons with early untreated Parkinson's disease (PD). This study's main purpose was to (a) determine whether voice and speech disorder are present from early stages of PD before starting dopaminergic pharmacotherapy, (b) ascertain the specific characteristics of the PD-related vocal impairment, (c) identify PD-related acoustic signatures for the major part of traditional clinically used measurement methods with respect to their automatic assessment, and (d) design new automatic measurement methods of articulation. The varied speech data were collected from 46 Czech native speakers, 23 with PD. Subsequently, 19 representative measurements were pre-selected, and Wald sequential analysis was then applied to assess the efficiency of each measure and the extent of vocal impairment of each subject. It was found that measurement of the fundamental frequency variations applied to two selected tasks was the best method for separating healthy from PD subjects. On the basis of objective acoustic measures, statistical decision-making theory, and validation from practicing speech therapists, it has been demonstrated that 78% of early untreated PD subjects indicate some form of vocal impairment. The speech defects thus uncovered differ individually in various characteristics including phonation, articulation, and prosody.

[1]  E. S. Pearson,et al.  ON THE USE AND INTERPRETATION OF CERTAIN TEST CRITERIA FOR PURPOSES OF STATISTICAL INFERENCE PART I , 1928 .

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

[3]  L. Lisker,et al.  A Cross-Language Study of Voicing in Initial Stops: Acoustical Measurements , 1964 .

[4]  M. Hoehn,et al.  Parkinsonism , 1967, Neurology.

[5]  J. Andel Sequential Analysis , 2022, The SAGE Encyclopedia of Research Design.

[6]  Identification of voiceless fricatives by high frequency hearing impaired listeners. , 1969, Journal of speech and hearing research.

[7]  A. Aronson,et al.  Differential diagnostic patterns of dysarthria. , 1969, Journal of speech and hearing research.

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

[9]  B. Weber Short-term habituation of the averaged electroencephalic response in infants. , 1972, Journal of Speech and Hearing Research.

[10]  A. Aronson,et al.  Motor Speech Disorders , 2014 .

[11]  B. Moore An Introduction to the Psychology of Hearing , 1977 .

[12]  P. Holland,et al.  Robust regression using iteratively reweighted least-squares , 1977 .

[13]  S. Chiba,et al.  Dynamic programming algorithm optimization for spoken word recognition , 1978 .

[14]  J. Logemann,et al.  Frequency and cooccurrence of vocal tract dysfunctions in the speech of a large sample of Parkinson patients. , 1978, The Journal of speech and hearing disorders.

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

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

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

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

[19]  Ronald J. Baken,et al.  Clinical measurement of speech and voice , 1987 .

[20]  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.

[21]  B. Moore An introduction to the psychology of hearing, 3rd ed. , 1989 .

[22]  M. Hoehn The natural history of Parkinson's disease in the pre-levodopa and post-levodopa eras. , 1992, Neurologic clinics.

[23]  P. Zwirner,et al.  Vocal tract steadiness: a measure of phonatory and upper airway motor control during phonation in dysarthria. , 1992, Journal of speech and hearing research.

[24]  P. Boersma ACCURATE SHORT-TERM ANALYSIS OF THE FUNDAMENTAL FREQUENCY AND THE HARMONICS-TO-NOISE RATIO OF A SAMPLED SOUND , 1993 .

[25]  S. Countryman,et al.  Comparison of two forms of intensive speech treatment for Parkinson disease. , 1995, Journal of speech and hearing research.

[26]  A Novák,et al.  Acoustic parameters for the evaluation of voice of future voice professionals. , 1995, Folia phoniatrica et logopaedica : official organ of the International Association of Logopedics and Phoniatrics.

[27]  K. Riedel Numerical Bayesian Methods Applied to Signal Processing , 1996 .

[28]  J. Dartigues,et al.  Prevalence of parkinsonism and Parkinson's disease in Europe: the EUROPARKINSON Collaborative Study. European Community Concerted Action on the Epidemiology of Parkinson's disease. , 1997, Journal of neurology, neurosurgery, and psychiatry.

[29]  O. Hornykiewicz Biochemical aspects of Parkinson's disease , 1998, Neurology.

[30]  A. Lang,et al.  Parkinson's disease. First of two parts. , 1998, The New England journal of medicine.

[31]  G. Stebbins,et al.  Factor structure of the unified Parkinson's disease rating scale: Motor examination section , 1998, Movement disorders : official journal of the Movement Disorder Society.

[32]  C Ruggiero,et al.  Home telecare. , 1999, Journal of telemedicine and telecare.

[33]  Richard D. Deveaux,et al.  Applied Smoothing Techniques for Data Analysis , 1999, Technometrics.

[34]  R Iansek,et al.  Speech impairment in a large sample of patients with Parkinson's disease. , 1999, Behavioural neurology.

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

[36]  Didier Hannequin,et al.  Measurement of Voice Onset Time in Dysarthric Patients: Methodological Considerations , 2000, Folia Phoniatrica et Logopaedica.

[37]  Raymond D. Kent,et al.  Acoustic and Intelligibility Characteristics of Sentence Production in Neurogenic Speech Disorders , 2000, Folia Phoniatrica et Logopaedica.

[38]  Raymond D. Kent,et al.  Acoustic and intelligibility characteristics of sentence production in neurogenic speech disorders. , 1997, Folia phoniatrica et logopaedica : official organ of the International Association of Logopedics and Phoniatrics.

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

[40]  Lorraine O. Ramig,et al.  Speech Loudness and Quality 12 Months after Intensive Voice Treatment (LSVT®) for Parkinson’s Disease: A Comparison with an Alternative Speech Treatment , 2002, Folia Phoniatrica et Logopaedica.

[41]  Paul Boersma,et al.  Praat, a system for doing phonetics by computer , 2002 .

[42]  Václav Hlavác,et al.  Ten Lectures on Statistical and Structural Pattern Recognition , 2002, Computational Imaging and Vision.

[43]  Michael Blomgren,et al.  Parkinsonian speech disfluencies: effects of L-dopa-related fluctuations. , 2003, Journal of fluency disorders.

[44]  K. Tjaden Anticipatory coarticulation in multiple sclerosis and Parkinson's disease. , 2003, Journal of speech, language, and hearing research : JSLHR.

[45]  Lorene M Nelson,et al.  Incidence of Parkinson's disease: variation by age, gender, and race/ethnicity. , 2003, American journal of epidemiology.

[46]  P. Snyder,et al.  Acoustic characteristics of Parkinsonian speech: a potential biomarker of early disease progression and treatment , 2004, Journal of Neurolinguistics.

[47]  Pedro Gómez Vilda,et al.  Automatic detection of voice impairments by means of short-term cepstral parameters and neural network based detectors , 2004, IEEE Transactions on Biomedical Engineering.

[48]  P. Snyder,et al.  Variability in fundamental frequency during speech in prodromal and incipient Parkinson's disease: A longitudinal case study , 2004, Brain and Cognition.

[49]  Pavel Sovka,et al.  Recursive Bayesian autoregressive changepoint detector for sequential signal segmentation , 2004, 2004 12th European Signal Processing Conference.

[50]  Petr Pollák,et al.  Direct time domain fundamental frequency estimation of speech in noisy conditions , 2004, 2004 12th European Signal Processing Conference.

[51]  D. Huse,et al.  Burden of illness in Parkinson's disease , 2005, Movement disorders : official journal of the Movement Disorder Society.

[52]  L. Ramig,et al.  Speech treatment for Parkinson's disease. , 2005, NeuroRehabilitation.

[53]  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.

[54]  Ian C. Bruce,et al.  Robust Formant Tracking for Continuous Speech With Speaker Variability , 2006, IEEE Transactions on Audio, Speech, and Language Processing.

[55]  Ian C. Bruce,et al.  Robust Formant Tracking for Continuous Speech With Speaker Variability , 2003, IEEE Transactions on Audio, Speech, and Language Processing.

[56]  R. Cmejla,et al.  Improved detection of boundaries of phonemes in speech databases , 2007 .

[57]  Jack J. Jiang,et al.  Phonatory impairment in Parkinson's disease: evidence from nonlinear dynamic analysis and perturbation analysis. , 2007, Journal of voice : official journal of the Voice Foundation.

[58]  Neha Singh,et al.  Advances in the treatment of Parkinson's disease , 2007, Progress in Neurobiology.

[59]  John L Bradshaw,et al.  For better or worse: The effect of levodopa on speech in Parkinson's disease , 2008, Movement disorders : official journal of the Movement Disorder Society.

[60]  Reinhard Dengler,et al.  Emotional speech in Parkinson's disease , 2008, Movement disorders : official journal of the Movement Disorder Society.

[61]  A. Bentivoglio,et al.  Effects of bilateral subthalamic nucleus stimulation and medication on parkinsonian speech impairment. , 2008, Journal of voice : official journal of the Voice Foundation.

[62]  J. Moringlane,et al.  Effect of bilateral stimulation of the subthalamic nucleus on different speech subsystems in patients with Parkinson's disease , 2008, Clinical linguistics & phonetics.

[63]  S. Skodda,et al.  Speech rate and rhythm in Parkinson's disease , 2008, Movement disorders : official journal of the Movement Disorder Society.

[64]  Benjamin Munson,et al.  Parkinson's disease and the effect of lexical factors on vowel articulation. , 2008, The Journal of the Acoustical Society of America.

[65]  Danielle Duez ACOUSTIC ANALYSIS OF OCCLUSIVE WEAKENING IN PARKINSONIAN FRENCH SPEECH , 2008 .

[66]  Max A. Little,et al.  Suitability of Dysphonia Measurements for Telemonitoring of Parkinson's Disease , 2008, IEEE Transactions on Biomedical Engineering.

[67]  Harald Höge,et al.  Noise robust F0 determination and epoch-marking algorithms , 2009, Signal Process..

[68]  Jing Dong,et al.  Robust pitch estimation using a wavelet variance analysis model , 2009, Signal Process..

[69]  Adrian P. Simpson,et al.  Phonetic differences between male and female speech , 2009, Lang. Linguistics Compass.

[70]  Miguel Angel Ferrer-Ballester,et al.  Characterization of Healthy and Pathological Voice Through Measures Based on Nonlinear Dynamics , 2009, IEEE Transactions on Audio, Speech, and Language Processing.

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