A Literature Review of Neural Tracking to Speech Envelope from the View of Audiology
2
조회
0
다운로드
0
인용
0
참고문헌
키워드
초록
Despite the significant contribution of hearing assistive devices, medications, and surgery to restoring auditory periphery, a large number of people with hearing loss still struggle with understanding speech. This leads many studies on speech perception to move towards the central auditory functions by looking at associated brain activities using macroscopic recording tools such as electroencephalography (EEG). Up until a few years ago, however, limitation has been given to the brain scientists who attempted to investigate speech perception mechanisms using the EEG. In particular, short duration of speech segments has inevitably been used to elicit auditory evoked potential, even though they were too brief to be considered as speech. Today, however, advance in neural engineering and better understanding of neural mechanism have better facilitated brain scientists to perform studies with running stream of continuous speech and expand the scope of EEG studies to include comprehension of more realistic speech envelope. The purpose of this study is to review literatures on neural tracking to speech envelope to discuss it in Audiology perspective. This review article consists of seven subjects including introduction, neural tracking theories, neural tracking measure, signal processing & analysis, literature review on neural tracking associated with hearing loss, application of neural tracking to audiology, and conclusion. We noted that neural tracking has potential to be used in clinical sets to objectively evaluate speech comprehension for people with hearing loss in the future.
Abstract
Despite the significant contribution of hearing assistive devices, medications, and surgery to restoring auditory periphery, a large number of people with hearing loss still struggle with understanding speech. This leads many studies on speech perception to move towards the central auditory functions by looking at associated brain activities using macroscopic recording tools such as electroencephalography (EEG). Up until a few years ago, however, limitation has been given to the brain scientists who attempted to investigate speech perception mechanisms using the EEG. In particular, short duration of speech segments has inevitably been used to elicit auditory evoked potential, even though they were too brief to be considered as speech. Today, however, advance in neural engineering and better understanding of neural mechanism have better facilitated brain scientists to perform studies with running stream of continuous speech and expand the scope of EEG studies to include comprehension of more realistic speech envelope. The purpose of this study is to review literatures on neural tracking to speech envelope to discuss it in Audiology perspective. This review article consists of seven subjects including introduction, neural tracking theories, neural tracking measure, signal processing & analysis, literature review on neural tracking associated with hearing loss, application of neural tracking to audiology, and conclusion. We noted that neural tracking has potential to be used in clinical sets to objectively evaluate speech comprehension for people with hearing loss in the future.
참고문헌 (39)
- Aiken, S. J., "Human cortical responses to the speech envelope", Ear and Hearing, 29(2), pp.139~157 (2008)
- Akbarzadeh, S., "The implication of sound level on spatial selective auditory attention for cochlear implant users : Behavioral and electrophysiological measurement", Interspeech, 2020, pp.2497~2501 (2020)
- Anderson, S., "A neural basis of speech-in-noise perception in older adults", Ear and Hearing, 32(6), pp.750~757 (2011)
- Crosse, M. J., "The multivariate temporal response function(mTRF)toolbox : A MATLAB toolbox for relating neural signals to continuous stimuli", Frontiers in Human Neuroscience, 10, pp.604~ (2016)
- Decruy, L., "Evidence for enhanced neural tracking of the speech envelope underlying agerelated speech-in-noise difficulties", Journal of Neurophysiology, 122(2), pp.601~615 (2019)
- Deprez, H., "Template subtraction to remove CI stimulation artifacts in auditory steady-state responses in CI subjects", IEEE Transactions on Neural Systems and Rehabilitation Engineering, 25(8), pp.1322~1331 (2017)
- Di Liberto, G. M., "Low-frequency cortical entrainment to speech reflects phoneme-level processing", Current Biology, 25(19), pp.2457~2465 (2015)
- Di Liberto, G. M., "Atypical cortical entrainment to speech in the right hemisphere underpins phonemic deficits in dyslexia", Neuroimage, 175, pp.70~79 (2018)
- Ding, N., "Emergence of neural encoding of auditory objects while listening to competing speakers", Proceedings of the National Academy of Sciences of the United States of America, 109(29), pp.11854~11859 (2012)
- Ding, N., "Neural coding of continuous speech in auditory cortex during monaural and dichotic listening", Journal of Neurophysiology, 107(1), pp.78~89 (2012)
- Ding, N., "Adaptive temporal encoding leads to a background-insensitive cortical representation of speech", Journal of Neuroscience, 33(13), pp.5728~5735 (2013)
- Ding, N., "Cortical entrainment to continuous speech : Functional roles and interpretations", Frontiers in Neuroscience, 8, pp.311~ (2014)
- Federmeier, K. D., "A rose by any other name : Long-term memory structure and sentence processing", Journal of Memory and Language, 41(4), pp.469~495 (1999)
- Friesen, L. M., "A method for removing cochlear implant artifact", Hearing Research, 259(1-2), pp.95~106 (2010)
- Fuglsang, S. A., "Effects of sensorineural hearing loss on cortical synchronization to competing speech during selective attention", Journal of Neuroscience, 40(12), pp.2562~2572 (2020)
- Giraud, A. L., "Cortical oscillations and speech processing : Emerging computational principles and operations", Nature Neuroscience, 15(4), pp.511~517 (2012)
- Howard, M. F., "Discrimination of speech stimuli based on neuronal response phase patterns depends on acoustics but not comprehension", Journal of Neurophysiology, 104(5), pp.2500~2511 (2010)
- Kaan, E., "The P600 as an index of syntactic integration difficulty", Language and Cognitive Processes, 15(2), pp.159~201 (2000)
- Kong, Y. Y., "Effects of spectral degradation on attentional modulation of cortical auditory responses to continuous speech", Journal of the Association for Research in Otolaryngology, 16(6), pp.783~796 (2015)
- Lalor, E. C., "Resolving precise temporal processing properties of the auditory system using continuous stimuli", Journal of Neurophysiology, 102(1), pp.349~359 (2009)
- Lee, S., "Neural tracking of bandlimited sine-wave speech in normal hearing and cochlear implant listeners", International Journal of Speech and Language Pathology and Audiology, 8, pp.38~49 (2020)
- Lee, S., "Objective identification of simulated cochlear implant settings in normal-hearing listeners via auditory cortical evoked potentials", Ear and Hearing, 38(4), pp.e215~e226 (2017)
- Martin, B. A., "Can the acoustic change complex be recorded in an individual with a cochlear implant? Separating neural responses from cochlear implant artifact", Journal of the American Academy of Audiology, 18(2), pp.126~140 (2007)
- Nogueira, W., "Decoding selective attention in normal hearing listeners and bilateral cochlear implant users with concealed ear EEG", Frontiers in Neuroscience, 13, pp.720~ (2019)
- Nourski, K. V., "Temporal envelope of time-compressed speech represented in the human auditory cortex", Journal of Neuroscience, 29(49), pp.15564~15574 (2009)
- O’Sullivan, J. A., "Attentional selection in a cocktail party environment can be decoded from single-trial EEG", Cerebral Cortex, 25(7), pp.1697~1706 (2015)
- Petersen, E. B., "Neural tracking of attended versus ignored speech is differentially affected by hearing loss", Journal of Neurophysiology, 117(1), pp.18~27 (2017)
- Power, A. J., "Neural encoding of the speech envelope by children with developmental dyslexia", Brain and Language, 160, pp.1~10 (2016)
- Power, A. J., "At what time is the cocktail party? A late locus of selective attention to natural speech", European Journal of Neuroscience, 35(9), pp.1497~1503 (2012)
- Schroeder, C. E., "Low-frequency neuronal oscillations as instruments of sensory selection", Trends in Neurosciences, 32(1), pp.9~18 (2009)
- Shannon, R. V., "Speech recognition with primarily temporal cues", Science, 270(5234), pp.303~304 (1995)
- Somers, B., "Neural tracking of the speech envelope in cochlear implant users", Journal of Neural Engineering, 16(1), pp.016003~ (2019)
- Tremblay, K. L., "Neural representation of amplified speech sounds", Ear and Hearing, 27(2), pp.93~103 (2006)
- Vanheusden, F. J., "Hearing aids do not alter cortical entrainment to speech at audible levels in mild-to-moderately hearing-impaired subjects", Frontiers in Human Neuroscience, 14, pp.109~ (2020)
- Vanthornhout, J., "Effect of task and attention on neural tracking of speech", Frontiers in Neuroscience, 13, pp.977~ (2019)
- Vanthornhout, J., "Speech intelligibility predicted from neural entrainment of the speech envelope", Journal of the Association for Research in Otolaryngology, 19(2), pp.181~191 (2018)
- Vasileiou, A., "Correlation of ASSR hearing thresholds with ABR hearing thresholds in children", Journal of Hearing Science, 8(3), pp.35~39 (2018)
- Verschueren, E., "Neural envelope tracking as a measure of speech understanding in cochlear implant users", Hearing Research, 373, pp.23~31 (2019)
- Zion Golumbic, E. M., "Mechanisms underlying selective neuronal tracking of attended speech at a “cocktail party”", Neuron, 77(5), pp.980~991 (2013)
