Automatic Evaluation of Speech Rhythm Instability and Acceleration in Dysarthrias Associated with Basal Ganglia Dysfunction

. 2015 ; 3 () : 104. [epub] 20150724

Status PubMed-not-MEDLINE Jazyk angličtina Země Švýcarsko Médium electronic-ecollection

Typ dokumentu časopisecké články

Perzistentní odkaz   https://www.medvik.cz/link/pmid26258122

Speech rhythm abnormalities are commonly present in patients with different neurodegenerative disorders. These alterations are hypothesized to be a consequence of disruption to the basal ganglia circuitry involving dysfunction of motor planning, programing, and execution, which can be detected by a syllable repetition paradigm. Therefore, the aim of the present study was to design a robust signal processing technique that allows the automatic detection of spectrally distinctive nuclei of syllable vocalizations and to determine speech features that represent rhythm instability (RI) and rhythm acceleration (RA). A further aim was to elucidate specific patterns of dysrhythmia across various neurodegenerative disorders that share disruption of basal ganglia function. Speech samples based on repetition of the syllable /pa/ at a self-determined steady pace were acquired from 109 subjects, including 22 with Parkinson's disease (PD), 11 progressive supranuclear palsy (PSP), 9 multiple system atrophy (MSA), 24 ephedrone-induced parkinsonism (EP), 20 Huntington's disease (HD), and 23 healthy controls. Subsequently, an algorithm for the automatic detection of syllables as well as features representing RI and RA were designed. The proposed detection algorithm was able to correctly identify syllables and remove erroneous detections due to excessive inspiration and non-speech sounds with a very high accuracy of 99.6%. Instability of vocal pace performance was observed in PSP, MSA, EP, and HD groups. Significantly increased pace acceleration was observed only in the PD group. Although not significant, a tendency for pace acceleration was observed also in the PSP and MSA groups. Our findings underline the crucial role of the basal ganglia in the execution and maintenance of automatic speech motor sequences. We envisage the current approach to become the first step toward the development of acoustic technologies allowing automated assessment of rhythm in dysarthrias.

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Cantiniaux S., Vaugoyeau M., Robert D., Horrelou-Pitek C., Mancini J., Witjas T., et al. (2010). Comparative analysis of gait and speech in Parkinson’s disease: hypokinetic or dysrhythmic disorders? J. Neurol. Neurosurg. Psychiatr. 81, 177–184.10.1136/jnnp.2009.174375 PubMed DOI

De Jong N. H., Wempe T. (2009). Praat scripts to detect syllable nuclei and measure speech rate automatically. Behav. Res. Methods 41, 385–390.10.3758/BRM.41.2.385 PubMed DOI

Duffy J. R. (2013). Motor Speech Disorders: Substrates, Differential Diagnosis and Management, 3 Edn St. Louis, MO: Mosby.

Factor S. A. (2008). The clinical spectrum of freezing of gait in atypical parkinsonism. Mov. Disord. 23(Suppl. 2), S431–S438.10.1002/mds.21849 PubMed DOI

Flasskamp A., Kotz S. A., Schlegel U., Skodda S. (2012). Acceleration of syllable repetition in Parkinson’s disease is more prominent in the left-side dominant patients. Parkinsonism Relat. Disord. 18, 343–347.10.1016/j.parkreldis.2011.11.021 PubMed DOI

Gilman S., Wenning G. K., Low P. A., Brooks D. J., Mathias C. J., Trojanowski J. Q., et al. (2008). Second consensus statement on the diagnosis of multiple system atrophy. Neurology 71, 670–676.10.1212/01.wnl.0000324625.00404.15 PubMed DOI PMC

Graber S., Hertrich I., Daum I., Spieker S., Ackermann H. (2002). Speech perception deficits in Parkinson’s disease: underestimation of time intervals compromises identification of durational phonetic contrasts. Brain Lang. 82, 65–74.10.1016/S0093-934X(02)00002-0 PubMed DOI

Grabli D., Karachi C., Welter M. L., Lau B., Hirsch E. C., Vidailhet M., et al. (2012). Normal and pathological gait: what we learn from Parkinson’s disease. J. Neurol. Neurosurg. Psychiatr. 83, 979–985.10.1136/jnnp-2012-302263 PubMed DOI PMC

Ho A., Bradshaw J., Iansek R., Alfredson R. (1999). Speech volume regulation in Parkinson’s disease: effects of implicit cues and explicit instructions. Neuropsychologia 37, 1453–1460.10.1016/S0028-3932(99)00067-6 PubMed DOI

Hornykiewicz O. (1998). Biochemical aspects of Parkinson’s disease. Neurology 51(Suppl. 2), S2–S9.10.1212/WNL.51.2_Suppl_2.S2 PubMed DOI

Hughes A. J., Daniel S. E., Kilford L., Lees A. J. (1992). Accuracy of clinical diagnosis of idiopathic Parkinson’s disease: a clinico-pathological study of 100 cases. J. Neurol. Neurosurg. Psychiatr. 55, 181–184.10.1136/jnnp.55.3.181 PubMed DOI PMC

Huntington Study Group. (1996). Unified Huntington’s disease rating scale: reliability and consistency. Mov. Disord. 11, 136–142.10.1002/mds.870110204 PubMed DOI

Iansek R., Bradshaw J. L., Morris M. E. (1995). “Interaction of the basal ganglia and supplementary motor area in the elaboration of movements,” in Motor Control and Sensory Motor Integration: Issues and Directions, eds Glencross D. J., Piek J. P. (Amsterdam: Elsevier Science PV; ), 37–59.

Kent R. D., Kent J. F., Weismer G., Duffy J. R. (2000). What dysarthrias can tell us about the neural control of speech. J. Phon. 28, 273–302.10.1006/jpho.2000.0122 DOI

Levin O. S. (2005). “Ephedron” encephalopathy. Zh. Nevrol. Psikhiatr. Im. S. S. Korsakova. 105, 12–20. PubMed

Liss J. M., White L., Mattys S. L., Lansford K., Lotto A. J., Spitzer S. M., et al. (2009). Quantifying speech rhythm abnormalities in the dysarthrias. J. Speech Lang. Hear. Res. 52, 1334–1352.10.1044/1092-4388(2009/08-0208) PubMed DOI PMC

Little M. A., McSharry P. E., Hunter E. J., Spielman J., Ramig L. O. (2009). Suitability of dysphonia measurements for telemonitoring of Parkinson’s disease. IEEE Trans. Biomed. Eng. 56, 1015–1022.10.1109/TBME.2008.2005954 PubMed DOI PMC

Litvan I., Agid Y., Calne D., Campbell G., Dubois B., Duvoisin R. C., et al. (1996). Clinical research criteria for the diagnosis of progressive supranuclear palsy (Steele-Richardson-Olszewski syndrome): report of the NINDS-SPSS international workshop. Neurology 47, 1–9.10.1212/WNL.47.1.1 PubMed DOI

Lowit A. (2014). Quantification of rhythm problems in disordered speech: a re-evaluation. Philos. Trans. R. Soc. Lond. B Biol. Sci. 369, 20130404.10.1098/rstb.2013.0404 PubMed DOI PMC

Mermelstein P. (1975). Automatic segmentation of speech into syllabic units. J. Acoust. Soc. Am. 58, 880–883.10.1121/1.380738 PubMed DOI

Moreau C., Ozsancak C., Blatt J.-L., Derambure P., Destee A., Defebvre L. (2007). Oral festination in Parkinson’s disease: biochemical analysis and correlation with festination and freezing of gait. Mov. Disord. 22, 1503–1506.10.1002/mds.21549 PubMed DOI

Novotny M., Rusz J., Cmejla R., Ruzicka E. (2014). Automatic evaluation of articulatory disorders in Parkinson’s disease. IEEE/ACM Trans. Audio Speech Lang. Process. 22, 1366–1378.10.1109/TASLP.2014.2329734 DOI

O’Boyle D. J., Freeman J. S., Cody F. W. (1996). The accuracy and precision of timing of self-paced, repetitive movements in subjects with Parkinson’s disease. Brain 119, 51–70.10.1093/brain/119.1.51 PubMed DOI

Payan C. A., Viallet F., Landwehrmeyer B. G., Bonnet A. M., Borg M., Durif F., et al. (2011). Disease severity and progression in progressive supranuclear palsy and multiple system atrophy: validation of the NNIPPS-Parkinson plus scale. PLoS ONE 6:e22293.10.1371/journal.pone.0022293 PubMed DOI PMC

Roos R. A. (2010). Huntigton’s disease: a clinical review. Orphanet J. Rare Dis. 20, 40.10.1186/1750-1172-5-40 PubMed DOI PMC

Rosen K. M., Folker J. E., Vogel A. P., Corben L. A., Murdoch B. E., Delatycki M. B. (2012). Longitudinal change in dysarthria associated with Friedrich ataxia: a potential clinical endpoint. J. Neurol. 259, 2471–2477.10.1007/s00415-012-6547-x PubMed DOI

Rusz J., Bonnet C., Klempír J., Tykalová T., Baborová E., Novotný M., et al. (2015). Speech disorders reflect differing pathophysiology in Parkinson’s disease, progressive supranuclear palsy and multiple system atrophy. J. Neurol. 262, 992–1001.10.1007/s00415-015-7671-1 PubMed DOI

Rusz J., Cmejla R., Tykalova T., Ruzickova H., Klempir J., Majerova V., et al. (2013a). Imprecise vowel articulation as a potential early marker of Parkinson’s disease: effect of speaking task. J. Acoust. Soc. Am. 134, 2171–2181.10.1121/1.4816541 PubMed DOI

Rusz J., Klempír J., Baborová E., Tykalová T., Majerová V., Cmejla R., et al. (2013b). Objective acoustic quantification of phonatory dysfunction in Huntington’s disease. PLoS ONE 8:e65881.10.1371/journal.pone.0065881 PubMed DOI PMC

Rusz J., Megrelishvili M., Bonnet C., Okujava M., Brožová H., Khatiashvili I., et al. (2014a). A distinct variant of mixed dysarthria reflects parkinsonism and dystonia due to ephedrone abuse. J. Neural Transm. 121, 655–664.10.1007/s00702-014-1158-6 PubMed DOI

Rusz J., Klempír J., Tykalová T., Baborová E., Čmejla R., Ružička E., et al. (2014b). Characteristics and occurrence of speech impairment in Huntington’s disease: possible influence of antipsychotic medication. J. Neural Transm. 121, 1529–1539.10.1007/s00702-014-1229-8 PubMed DOI

Schmitz-Hubsch T., Eckert O., Schlegel U., Klockgether T., Skodda S. (2012). Instability of syllable repetition in patients with spinocerebellar ataxia and Parkinson’s disease. Mov. Disord. 27, 316–319.10.1002/mds.24030 PubMed DOI

Schrag A., Ben-Shlomo Y., Quinn N. P. (1999). Prevalence of progressive supranuclear palsy and multiple system atrophy: a cross-sectional study. Lancet 354, 1771–1775.10.1016/S0140-6736(99)04137-9 PubMed DOI

Selikhova M., Fedoryshyn L., Matviyenko Y., Komnatska I., Kyrylchuk M., Krolicki L., et al. (2008). Parkinsonism and dystonia caused by the illicit use of ephedrone – A longitudinal study. Mov. Disord. 23, 2224–2231.10.1002/mds.22290 PubMed DOI

Skodda S. (2015). Steadiness of syllable repetition in early motor stages of Parkinson’s disease. Biomed. Signal Process. Control 17, 55–59.10.1016/j.bspc.2014.04.009 DOI

Skodda S., Flasskamp A., Schlegel U. (2010). Instability of syllable repetition as a model for impaired motor processing: is Parkinson’s disease a “rhythm disorder”? J. Neural Transm. 117, 605–612.10.1007/s00702-010-0390-y PubMed DOI

Skodda S., Gronheit W., Schlegel U. (2011a). Intonation and speech rate in Parkinson’s disease: general dynamic aspects and responsiveness to levodopa admission. J. Voice 25, e199–e205.10.1016/j.jvoice.2010.04.007 PubMed DOI

Skodda S., Flasskamp A., Schlegel U. (2011b). Instability of syllable repetition in Parkinson’s disease – influence of levodopa and deep brain stimulation. Mov. Disord. 26, 728–730.10.1002/mds.23439 PubMed DOI

Skodda S., Gronheit W., Schlegel U. (2012). Instability of syllable repetition in progressive supranuclear palsy. J. Neural Transm. 119, 457–462.10.1007/s00702-011-0737-z PubMed DOI

Skodda S., Schlegel U. (2008). Speech rate and rhythm in Parkinson’s disease. Mov. Disord. 23, 985–992.10.1002/mds.21996 PubMed DOI

Skodda S., Schlegel U., Hoffman R., Saft C. (2014). Impaired motor speech performance in Huntington’s disease. J. Neural Transm. 121, 399–407.10.1007/s00702-013-1115-9 PubMed DOI

Stebbing G., Goetz C. (1998). Factor structure of the unified Parkinson’s disease rating scale: motor examination section. Mov. Disord. 13, 633–636.10.1002/mds.870130404 PubMed DOI

Takakusaki K., Tomita N., Yano M. (2008). Substrates for normal gait and pathophysiology of gait disturbances with respect to the basal ganglia dysfunction. J. Neurol. 255(Suppl. 4), 19–29.10.1007/s00415-008-4004-7 PubMed DOI

Tsanas A., Little M. A., McSharry P. E., Spielman J., Ramig L. O. (2012). Novel speech signal processing algorithm for high-accuracy classification of Parkinson’s disease. IEEE Trans. Biomed. Eng. 59, 1264–1271.10.1109/TBME.2012.2183367 PubMed DOI

Vogel A. P., Shirbin C., Andrew J., Churchyard A. J., Stout J. C. (2012). Speech acoustic markers of early stage and prodromal Huntington disease: a marker of disease onset? Neuropsychologia 50, 3273–3278.10.1016/j.neuropsychologia.2012.09.011 PubMed DOI

Wang D., Narayanan S. S. (2007). Robust speech rate estimation for spontaneous speech. IEEE Trans. Audio Speech Lang. Process. 15, 2190–2201.10.1109/TASL.2007.905178 PubMed DOI PMC

Xie Z., Niyogi P. (2006). “Robust acoustic-based syllable detection,” in Proc. ICSLP, Pittsburgh, PA.

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