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An attempt to construct a (general) mathematical framework to model biological “context-dependence”

机译:试图构建一个(通用的)数学框架来模拟生物学的“上下文相关性”

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Context-dependent nature of biological phenomena is well documented in every branch of biology. While there have been few previous attempts to (implicitly) model various (particular) facets of biological context-dependence, a formal and general mathematical construct to model the wide spectrum of context-dependence, eludes the students of biology. Such an objective model, from both ‘bottom-up’ as well as ‘top-down’ perspective, is proposed here to serve as the template to describe the various kinds of context-dependence that we encounter in different branches of biology. Interactions between biological contexts was found to be transitive but non-commutative. It is found that a hierarchical nature of dependence among the biological contexts models the emergent biological properties efficiently. Reasons for these findings are provided in a general model to describe biological reality. Scheme to algorithmically implement the hierarchic structure of organization of biological contexts was proposed with a construct named ‘Context tree’. A ‘Context tree’ based analysis of context interactions among biophysical factors influencing protein structure was performed.
机译:生物学现象的每个上下文都充分记录了生物学现象的上下文相关性质。尽管以前很少尝试(隐式地)对生物学上下文相关性的各个(特定)方面进行建模,但是对广泛的上下文相关性进行建模的形式化和通用数学构造却使生物学专业的学生望而却步。本文从“自下而上”和“自上而下”的角度提出了这样一个客观模型,以作为描述我们在生物学的不同分支中遇到的各种背景依赖的模板。发现生物环境之间的相互作用是可传递但不可交换的。发现生物上下文之间的依存关系的层级性质有效地对出现的生物学特性进行建模。在描述生物学现实的通用模型中提供了这些发现的原因。提出了一种通过算法实现生物上下文组织的层次结构的方案,该方案使用名为“上下文树”的构造。对影响蛋白质结构的生物物理因素之间的相互作用进行了基于“上下文树”的分析。

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