Functional data analysis of single-trial auditory evoked
potentials recorded in the awake rat

J 2017

Functional data analysis of single-trial auditory evoked potentials recorded in the awake rat

POKORA, Ondřej; Jan KOLÁČEK; Tzai-Wen CHIU a Wei QIU

Základní údaje

Originální název

Functional data analysis of single-trial auditory evoked potentials recorded in the awake rat

Autoři

POKORA, Ondřej; Jan KOLÁČEK ; Tzai-Wen CHIU a Wei QIU

Vydání

BioSystems, Oxford, ELSEVIER SCI LTD, 2017, 0303-2647

Další údaje

Jazyk

angličtina

Typ výsledku

Článek v odborném periodiku

Obor

10103 Statistics and probability

Stát vydavatele

Irsko

Utajení

není předmětem státního či obchodního tajemství

Odkazy

URL

Impakt faktor

Impact factor: 1.619

Označené pro přenos do RIV

Ano

Kód RIV

RIV/00216224:14310/17:00094998

Organizační jednotka

Přírodovědecká fakulta

Klíčová slova anglicky

Auditory cortex; Evoked potential integral; Functional data; Salicylate; Semimetric; Tinnitus

Štítky

NZ, rivok

Příznaky

Mezinárodní význam, Recenzováno

Změněno: 4. 4. 2018 09:03, Ing. Nicole Zrilić

Anotace

V originále

Evoked potentials (EPs) reflect neural processing and are widely used to study sensory perception. However, methods of analyzing EP have been limited mostly to the conventional ensemble averaging of EP response trials to a repeated stimulus, and less so to single-trials analysis. Here we applied a new approach – functional data analysis (FDA) – to study auditory EP in the rat model of tinnitus, in which overdoses of salicylate (SS) are known to alter sound perception characteristically, as the same way as in humans. Single-trial auditory EPs were analyzed, after being collected on a daily basis from an awake rat, which had been surgically implanted with intracranial electrodes over its auditory cortex. Single-trial EP integrals were generated with sound stimuli (tones and clicks) presented systematically over an intensity range. The results were approximated using the cubic spline to give sets of smoothed response-level functions in dependence on the sound intensity. These functional data were analyzed using the methods of FDA. Comparisons between daily intensity series for each sound type were done using cross-distance measures based on the response-level functions in both the original form and the first-derivative form. From the results of FDA, the first-derivative form was found to provide a clearer separation when EP data from Control groups were compared to the data from SS groups. This is also true when the daily data were compared within the more variable SS-group itself. In addition, at the high-intensity region where SS-action is presumably strong, we also observed characteristic changes in two statistical parameters, mean and skewness, of the cross-distance representations. Results suggested that FDA is a sensitive approach for EP studies, and it can become a powerful tool for the research in neural science, particularly neuropharmacology.

Návaznosti

GA15-06991S, projekt VaV

Název: Analýza funkcionálních dat a související témata

Investor: Grantová agentura ČR, Analýza funkcionálních dat a související témata

Přiložené soubory

paper

Požádat o autorskou verzi souboru

Citovat

POKORA, Ondřej; Jan KOLÁČEK; Tzai-Wen CHIU a Wei QIU. Functional data analysis of single-trial auditory evoked potentials recorded in the awake rat. BioSystems. Oxford: ELSEVIER SCI LTD, 2017, roč. 161, November, s. 67-75. ISSN 0303-2647. Dostupné z: https://doi.org/10.1016/j.biosystems.2017.09.002.

@article{1390777,
   author = {Pokora, Ondřej and Koláček, Jan and Chiu, TzaiandWen and Qiu, Wei},
   article_location = {Oxford},
   article_number = {November},
   doi = {https://doi.org/10.1016/j.biosystems.2017.09.002},
   keywords = {Auditory cortex; Evoked potential integral; Functional data; Salicylate; Semimetric; Tinnitus},
   language = {eng},
   issn = {0303-2647},
   journal = {BioSystems},
   title = {Functional data analysis of single-trial auditory evoked potentials recorded in the awake rat},
   url = {https://is.muni.cz/auth/repo/1390777/paper},
   volume = {161},
   year = {2017}
}

TY  - JOUR
ID  - 1390777
AU  - Pokora, Ondřej - Koláček, Jan - Chiu, Tzai-Wen - Qiu, Wei
PY  - 2017
TI  - Functional data analysis of single-trial auditory evoked potentials recorded in the awake rat
JF  - BioSystems
VL  - 161
IS  - November
SP  - 67-75
EP  - 67-75
PB  - ELSEVIER SCI LTD
SN  - 03032647
KW  - Auditory cortex
KW  - Evoked potential integral
KW  - Functional data
KW  - Salicylate
KW  - Semimetric
KW  - Tinnitus
UR  - https://is.muni.cz/auth/repo/1390777/paper
L2  - https://is.muni.cz/auth/repo/1390777/paper
N2  - Evoked potentials (EPs) reflect neural processing and are widely used to study sensory perception. However, methods of analyzing EP have been limited mostly to the conventional ensemble averaging of EP response trials to a repeated stimulus, and less so to single-trials analysis. Here we applied a new approach – functional data analysis (FDA) – to study auditory EP in the rat model of tinnitus, in which overdoses of salicylate (SS) are known to alter sound perception characteristically, as the same way as in humans. Single-trial auditory EPs were analyzed, after being collected on a daily basis from an awake rat, which had been surgically implanted with intracranial electrodes over its auditory cortex. Single-trial EP integrals were generated with sound stimuli (tones and clicks) presented systematically over an intensity range. The results were approximated using the cubic spline to give sets of smoothed response-level functions in dependence on the sound intensity. These functional data were analyzed using the methods of FDA. Comparisons between daily intensity series for each sound type were done using cross-distance measures based on the response-level functions in both the original form and the first-derivative form. From the results of FDA, the first-derivative form was found to provide a clearer separation when EP data from Control groups were compared to the data from SS groups. This is also true when the daily data were compared within the more variable SS-group itself. In addition, at the high-intensity region where SS-action is presumably strong, we also observed characteristic changes in two statistical parameters, mean and skewness, of the cross-distance representations. Results suggested that FDA is a sensitive approach for EP studies, and it can become a powerful tool for the research in neural science, particularly neuropharmacology.
ER  -

POKORA, Ondřej; Jan KOLÁČEK; Tzai-Wen CHIU a Wei QIU. Functional data analysis of single-trial auditory evoked potentials recorded in the awake rat. \textit{BioSystems}. Oxford: ELSEVIER SCI LTD, 2017, roč.~161, November, s.~67-75. ISSN~0303-2647. Dostupné z: https://doi.org/10.1016/j.biosystems.2017.09.002.

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