Для цитирования:
Стасенко С. В. Регуляция пачечной динамики в нейрон-глиальной сети с синаптической пластичностью // Известия вузов. ПНД. 2024. Т. 32, вып. 5. С. 670-690. DOI: 10.18500/0869-6632-003122, EDN: ZWPCXX
Регуляция пачечной динамики в нейрон-глиальной сети с синаптической пластичностью
Цель настоящего исследования — разработка и исследование модели астроцитарной регуляции пачечной динамики импульсной нейронной сети с синаптической пластичностью в тормозных синапсах.
Методы. В качестве модели нейрона была использована модель «сброса и накопления». Для описания динамики синаптических связей была использована модель зависимого от проводимости синапса с соответствующим характерным временем релаксации для возбуждающих и тормозных синапсов. При этом в динамике тормозных синапсов между возбуждающими и тормозными нейронами была использована модель тормозной синаптической пластичности, описанная в работе Вогеля. В то же время динамика возбуждающих синапсов регулировалась среднеполевой моделью концентрации глиотрансмиттера.
Результаты. Была разработана и исследована модель регуляции пачечной динамики в нейрон-глиальной сети с тормозной синаптической пластичностью. Были получены основные динамические режимы нейронной активности в отсутствие регуляций, в присутствии только синаптической пластичности и в присутствии также астроцитарной регуляции синаптической передачи. Было проведено исследование влияния астроцитарной модуляции на частоту пачечной активности нейронной сети.
Заключение. В результате исследования показана возможность управления пачечной активностью импульсной нейронной сети за счет учета тормозной синаптической пластичности для тормозных синапсов между тормозными и возбуждающими нейронами, а также астроцитарной модуляции возбуждающих синапсов. Астроцитарная модуляция синаптической передачи может выступать дополнительным механизмом поддержания гомеостаза в нейронной сети помимо синаптической передачи, существующей на более быстром временном масштабе.
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