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Integrated information as a measure of cognitive processes in coupled genetic repressilators

Abrego L., Zaikin A. A.
Entropy
Vol.21, Issue4, Num.382
Опубликовано: 2019
Тип ресурса: Статья

DOI:10.3390/e21040382

Аннотация:
Intercellular communication and its coordination allow cells to exhibit multistability as a form of adaptation. This conveys information processing from intracellular signaling networks enabling self-organization between other cells, typically involving mechanisms associated with cognitive systems. How information is integrated in a functional manner and its relationship with the different cell fates is still unclear. In parallel, drawn originally from studies on neuroscience, integrated information proposes an approach to quantify the balance between integration and differentiation in the causal dynamics among the elements in any interacting system. In this work, such an approach is considered to study the dynamical complexity in a genetic network of repressilators coupled by quorum sensing. Several attractors under different conditions are identified and related to proposed measures of integrated information to have an insight into the collective interaction and functional differenti
Ключевые слова:
Cell differentiation; Clustering; Complex dynamics; Genetic regulatory networks; Integrated information; Repressilator; Synchronization; Synthetic biology
Язык текста: Английский
ISSN: 1099-4300
Abrego L.
Zaikin A. A. Aleksej Anatolyevich 1973-
Абрего Л.
Заикин А. А. Алексей Анатольевич 1973-
Integrated information as a measure of cognitive processes in coupled genetic repressilators
Текст визуальный непосредственный
Entropy
Molecular Diversity Preservation International
Vol.21, Issue4 Num.382
2019
Статья
Cell differentiation Clustering Complex dynamics Genetic regulatory networks Integrated information Repressilator Synchronization Synthetic biology
Intercellular communication and its coordination allow cells to exhibit multistability as a form of adaptation. This conveys information processing from intracellular signaling networks enabling self-organization between other cells, typically involving mechanisms associated with cognitive systems. How information is integrated in a functional manner and its relationship with the different cell fates is still unclear. In parallel, drawn originally from studies on neuroscience, integrated information proposes an approach to quantify the balance between integration and differentiation in the causal dynamics among the elements in any interacting system. In this work, such an approach is considered to study the dynamical complexity in a genetic network of repressilators coupled by quorum sensing. Several attractors under different conditions are identified and related to proposed measures of integrated information to have an insight into the collective interaction and functional differenti