Computational Psychiatry
A Systems Biology Approach to the Epigenetics of Mental Disorders
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Beschreibung
This book explores mental disorders from a uniquely evolutionary perspective. Although there have been many attempts to mathematically model neural processes and, to some extent, their dysfunction, there is very little literature that models mental function within a sociocultural, socioeconomic, and environmental context.
Addressing this gap in the extant literature, this book explores essential aspects of mental disorders, recognizing the ubiquitous role played by the exaptation of crosstalk between cognitive modules at many different scales and levels of organization, the missing heritability of complex diseases, and cultural epigenetics. Further, it introduces readers to valuable control theory tools that permit the exploration of the environmental induction of neurodevelopmental disorders, as well as the study of the synergism between culture, psychopathology and sleep disorders, offering a distinctively unique resource.
This book explores mental disorders from a uniquely evolutionary perspective. Although there have been many attempts to mathematically model neural processes and, to some extent, their dysfunction, there is very little literature that models mental function within a sociocultural, socioeconomic, and environmental context.
Addressing this gap in the extant literature, this book explores essential aspects of mental disorders, recognizing the ubiquitous role played by the exaptation of crosstalk between cognitive modules at many different scales and levels of organization, the missing heritability of complex diseases, and cultural epigenetics. Further, it introduces readers to valuable control theory tools that permit the exploration of the environmental induction of neurodevelopmental disorders, as well as the study of the synergism between culture, psychopathology and sleep disorders, offering a distinctively unique resource.
One of the first books that models mental function within sociocultural, socioeconomic, and environmental context This volume applies the asymptotic limit theorems of information and control theories to construct a family of statistical models -- akin to but different from regression models – that can be used to analyze observational and empirical data in a field where such tools are sadly lacking The systems biology approach, in addition, provides a philosophical context that is lacking in`brain only’ treatments of mental disorders which commit the ‘mereological fallacy’ of attributing to one part what are aspects of the whole: the full person embedded in socioculture and history Includes supplementary material: sn.pub/extras
Autor*in
Rodrick Wallace
Themen in »Computational Psychiatry«
gene expression Groupoids epigenetics neurodevelopmental mitochondrial connection illnesses Systems Biology