Aju bioelektriliste signaalide uurimisrühm
TalTech prioriteetne teadussuund
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Uurimisrühma juht
Uurimisrühma liige
Doktorant
Võtmesõna
Ülevaade
Uurimisgrupp omab kompetentsi interdistsiplinaarsel infotehnoloogia ja aju füsioloogia puutealal. Uuringud on suunatud aju elektroentsefalograafilises (EEG) signaalis mentaalsete häirete, tööstressi või keskkonna (mikrolainekiirgus) poolt tingitud muutuste avastamisele ja tõlgendamisele. Uurimisgrupi poolt väljatöötatud EEG spektraalse asümmeetria indeks (SASI) on tõestanud end kui perspektiivne meetod erinevates rakendustes.
Tähtsamad tulemused
Objektiivseid EEG signaalil põhinevaid mõõdikuid näitavad depressiooni varaseid sümptomeid;vähenenud väikse maailma organiseeritus kompenseeritakse ajus suurenenud alfa ühenduste tugevusega;pikaajaline SASI muutlikkus ühel inimesel on palju väiksem kui inimestevaheline muutlikkus, mis võimaldab rakendada SASI personaalseks depressiooni sümptomite hindamiseks.
Uudeberg, T.; Belikov, J.; Päeske, L.; Hinrikus, H.; Liiv, I.; Bachmann, M. (2023). In-phase matrix profile: A novel method for the detection of major depressive disorder. Biomedical Signal Processing and Control, Art. no.105378−8 pp. DOI: 10.1016/j.bspc.2023.105378
Seotud projektid
Seotud struktuuriüksus
Teadusgrupiga seotud publikatsioonid
- Pépin, M., Ferreira, A.C., Arici, M., Bachmann, M., Barbieri, M., Bumblyte, I.A. et al. Cognitive disorders in patients with chronic kidney disease : specificities of clinical assessment // Nephrology Dialysis Transplantation (2022) vol. 37, p. ii23-ii32.
https://doi.org/10.1093/ndt/gfab262 - Põld, T., Päeske, L., Hinrikus, H., Lass, J., Bachmann, M. Long-term stability of resting state EEG-based linear and nonlinear measures // International journal of psychophysiology (2021) vol. 159, p. 83-87.
https://doi.org/10.1016/j.ijpsycho.2020.11.013 - Hinrikus, H., Lass, J., Bachmann, M. Threshold of radiofrequency electromagnetic field effect on human brain // International journal of radiation biology (2021) Vol. 97, 11, p. 1505-1515 : ill.
https://doi.org/10.1080/09553002.2021.1969055 - Päeske, L., Hinrikus, H., Lass, J., Raik, J., Bachmann, M. Negative correlation between functional connectivity and small-worldness in the alpha frequency band of a healthy brain // Frontiers in Physiology (2020) Vol. 11, Art. nr. 910.
https://doi.org/10.3389/fphys.2020.00910 - Hinrikus, H., Koppel, T., Lass, J., Roosipuu, P., Bachmann, M. Limiting exposure to radiofrequency radiation : the principles and possible criteria for health protection // International Journal of Radiation Biology (2023) vol. 99, 8, p. 1167-1177.
https://doi.org/10.1080/09553002.2023.2159567 - Uudeberg, T., Hinrikus, H., Päeske, L., Lass, J., Bachmann, M. Changes in EEG measures of a recipient of the mRNA COVID-19 vaccine - a case study // 2022 44th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC). Piscataway, NJ : IEEE, 2022. p. 3702-3705. (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS ; Volume 2022-July).
https://doi.org/10.1109/EMBC48229.2022.9871524 - Pilt, K., Karai, D., Bachmann, M., Gavriljuk, M., Allik, A., Uudeberg, T. Influence of mental stress on the arterial stiffness parameters detected from photoplethysmographic signal waveform // 2022 18th Biennial Baltic Electronics Conference (BEC). : IEEE, 2022. 4 p.
https://doi.org/10.1109/BEC56180.2022.9935609 - Uudeberg, T., Päeske, L., Põld, T., Lass, J., Hinrikus, H., Bachmann, M. Long-term stability of EEG spectral asymmetry index - preliminary study // XV Mediterranean Conference on Medical and Biological Engineering and Computing - MEDICON 2019 : proceedings of MEDICON 2019, September 26–28, 2019, Coimbra, Portugal. Cham : Springer, 2020. p. 276-281. (IFMBE proceedings ; 76).
https://doi.org/10.1007/978-3-030-31635-8_33 - Avots, E., Sapinski, T., Bachmann, M., Kaminska, D. Audiovisual emotion recognition in wild // Machine Vision and Applications (2019) vol. 30, 5, p. 975–985 : ill.
https://doi.org/10.1007/s00138-018-0960-9 - Põld, T., Päeske, L., Bachmann, M., Lass, J., Hinrikus, H. Assessment of objective symptoms of depression in occupational health examination // Journal of occupational and environmental medicine (2019) vol. 61, 7, p. 605-609.
https://doi.org/10.1097/JOM.0000000000001622 - Hinrikus, H., Karpowicz, J., Naarala, J. (eds.). Electromagnetic fields in biology and medicine. London : Taylor & Francis, 2018. [77] p. : ill. (International journal of radiation biology; vol. 94, 10).
https://www.tandfonline.com/toc/irab20/94/10?nav=tocList - Bachmann, M., Päeske, L., Ioannides, A.A., Lass, J., Hinrikus, H. After-effect induced by microwave radiation in human electroencephalographic signal : a feasibility study // International journal of radiation biology (2018) vol. 94, 10, p. 896–901 : ill.
https://doi.org/10.1080/09553002.2018.1478164 - Päeske, L., Bachmann, M., Raik, J., Hinrikus, H. EEG functional connectivity detects seasonal changes // World Congress on Medical Physics and Biomedical Engineering 2018 : June 3–8, 2018, Prague, Czech Republic (Vol. 2). Singapore : Springer Nature, 2018. p. 237-240. (IFMBE proceedings ; 68/2).
https://doi.org/10.1007/978-981-10-9038-7_44 - Bachmann, M., Lass, J., Ioannides, A.A., Hinrikus, H. Brain stimulation by modulated microwave radiation: a feasibility study // 2018 EMF-Med 1st World Conference on Biomedical Applications of Electromagnetic Fields (EMF-Med), 10-13 Sept. 2018. [S.l.] : IEEE, 2018. 2 p.
https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8526055&tag=1 - Põld, T., Bachmann, M., Päeske, L., Kalev, K., Lass, J., Hinrikus, H. EEG spectral asymmetry is dependent on education level of men // World Congress on Medical Physics and Biomedical Engineering 2018 : June 3–8, 2018, Prague, Czech Republic (Vol. 2). Singapore : Springer Nature, 2018. p. 405–408. (Springer Nature Singapore Pte Ltd).
https://doi.org/10.1007/978-981-10-9038-7_76 - Päeske, L., Bachmann, M., Põld, T., Raik, J., Hinrikus, H. et al. Surrogate data method requires end-matched segmentation of electroencephalographic signals to estimate non-linearity // Frontiers in physiology (2018) vol. 9, 1350 ; 9 p. : ill.
https://doi.org/10.3389/FPHYS.2018.01350 - Hinrikus, H., Bachmann, M., Lass, J. Understanding physical mechanism of low-level microwave radiation effect // International journal of radiation biology (2018) vol. 94, 10, p. 877–882 : ill.
https://doi.org/10.1080/09553002.2018.1478158 - Bachmann, M., Päeske, L., Kalev, K., Aarma, K., Lehtmets, A., Ööpik, P., Lass, J., Hinrikus, H. Methods for classifying depression in single channel EEG using linear and nonlinear signal analysis // Computer methods and programs in biomedicine (2018) vol. 155, p. 11−17 : ill.
https://doi.org/10.1016/j.cmpb.2017.11.023 - Avots, E., Jermakovs, K., Bachmann, M., Päeske, L., Ozcinar, C., Anbarjafari, G. Ensemble approach for detection of depression using EEG features // Entropy (2022) vol. 24, 2, art. 211.
https://doi.org/10.3390/e24020211 - Hinrikus, H., Koppel, T., Lass, J., Orru, H., Roosipuu, P., Bachmann, M. Possible health effects on the human brain by various generations of mobile telecommunication: a review based estimation of 5G impact // International Journal of Radiation Biology (2022) vol. 98, 7, p. 1210-1221.
https://doi.org/10.1080/09553002.2022.2026516 - Hinrikus, H., Karpowicz, J., Naarala, J. Special Issue : Electromagnetic fields in biology and medicine // International journal of radiation biology (2018) vol. 94, 10, p. 873-876.
https://doi.org/10.1080/09553002.2018.1533359 https://doi.org/10.1080/09553002.2018.1540815 - Pépin, M., Ferreira, A.C., Arici, M., Bachmann, M., Barbieri, M., Bumblyte, I. A., Carriazo, S., Delgado, P., Garneata, L., Giannakou, K. et al. Erratum: Cognitive disorders in patients with chronic kidney disease: specificities of clinical assessment (Nephrol Dial Transplant DOI: 10.1093/ndt/gfab262) // Nephrology dialysis transplantation (2022) vol. 37, 6, 1 p.
https://doi.org/10.1093/ndt/gfab339 - Uudeberg, T., Paeske, L., Hinrikus, H., Lass, J., Bachmann, M. Reliability of electroencephalogram-based individual markers - case study // 2020 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC). Pistcataway, NJ : IEEE, 2020. p. 276 - 279. (Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS ; Volume 2020-July).
https://doi.org/10.1109/EMBC44109.2020.9175274 - Pépin, M., Klimkowicz-Mrowiec, A.; Godefroy, O., Delgado, P., Carriazo, S., Ferreira, A.C., Golenia, A., Malyszko, J., Grodzicki, T., Giannakou, K., Bachmann, M., Frivolin, I., et al. Cognitive disorders in patients with chronic kidney disease : approaches to prevention and treatment // European Journal of Neurology (2023) vol. 30, 9, p. 2899-2911.
https://doi.org/10.1111/ene.15928 - Päeske, L., Uudeberg, T., Hinrikus, H., Lass, J., Bachmann, M. Correlation between electroencephalographic markers in the healthy brain // Scientific reports (2023) vol. 13, 1, art. 6307.
https://doi.org/10.1038/s41598-023-33364-z - Farisco, M., Zecchin, I., Capasso, G., Bachmann, M., Fridolin, I., et al. The need for a multi-disciplinary reflection about frailty and cognitive impairment in chronic kidney disease // Nephrology Dialysis Transplantation (2023) vol. 38, 5, p. 1064–1066.
https://doi.org/10.1093/ndt/gfac334 - Põld, T., Päeske, L., Hinrikus, H., Lass, J., Bachmann, M. Temporal stability and correlation of EEG markers and depression questionnaires scores in healthy people // Scientific reports (2023) vol. 13, 1, art. 21996.
https://doi.org/10.1038/s41598-023-49237-4 - Gavriljuk, M., Uudeberg, T., Pilt, K., Karai, D., Fridolin, I., Bachmann, M. Electroencephalography as an objective indicator of stress // 19th Nordic-Baltic Conference on Biomedical Engineering and Medical Physics : Proceedings of NBC 2023, June 12–14, 2023, Liepaja, Latvia. : Springer, 2023. p. 221–226. (IFMBE Proceedings ; 89).
https://doi.org/10.1007/978-3-031-37132-5_28