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Realizing medium spiny neurons with a simple neuron model

  • Bogazici University

Araştırma çıktısı: Kitap/Rapor/Konferans Bildirisinde BölümKonferans katkısıHakem

Özet

Striatal medium spiny neurons (MSNs) constitute input nuclei of the basal ganglia. Most well-known dichotomous of striatal MSNs stem from dopaminergic modulation of striatal processing. Dopamine modulates excitability in striatal MSNs with a complex underlying mechanism and lack of balance in this delicate system leads to pathologies such as Parkinson’s disease. On the contrary, investigation of such a system requires simple, but yet comprehensive models that are capable of capturing complex behaviour of MSNs. We propose a reduced-computational but biologically plausible model that mimics the cell dynamics of striatal D1- and D2-type MSNs with different levels of dopamine using data from a recent study. Proposed computational model shows good matches to the MSN responses and captures some essential features of MSNs such as first spike latencies, dopamine modulated state transitions and enhanced response to depolarizing input during dopamine intervention.

Orijinal dilİngilizce
Ana bilgisayar yayını başlığıArtificial Neural Networks and Machine Learning - 25th International Conference on Artificial Neural Networks, ICANN 2016, Proceedings
EditörlerAlessandro E.P. Villa, Paolo Masulli, Antonio Javier Pons Rivero
YayınlayanSpringer Verlag
Sayfalar256-263
Sayfa sayısı8
ISBN (Basılı)9783319447773
DOI'lar
Yayın durumuYayınlandı - 2016
Etkinlik25th International Conference on Artificial Neural Networks, ICANN 2016 - Barcelona, Spain
Süre: 6 Eyl 20169 Eyl 2016

Yayın serisi

AdıLecture Notes in Computer Science
Hacim9886 LNCS
ISSN (Basılı)0302-9743
ISSN (Elektronik)1611-3349

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???event.eventtypes.event.conference???25th International Conference on Artificial Neural Networks, ICANN 2016
Ülke/BölgeSpain
ŞehirBarcelona
Periyot6/09/169/09/16

Bibliyografik not

Publisher Copyright:
© Springer International Publishing Switzerland 2016.

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