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Stigmergic gene transfer and emergence of universal coding. 污名基因转移与通用编码的出现。
Pub Date : 2009-10-01 Epub Date: 2009-08-06 DOI: 10.2976/1.3175813
Mikhail Prokopenko, Daniel Polani, Matthew Chadwick

We consider a simple information-theoretic model for evolutionary dynamics approaching the "coding threshold," where the capacity to symbolically represent nucleic acid sequences emerges in response to a change in environmental conditions. We study the conditions when a coupling between the dynamics of a "proto-cell" and its proto-symbolic representation becomes beneficial in terms of preserving the proto-cell's information in a noisy environment. In particular, we are interested in understanding the behavior at the "error threshold" level, which, in our case, turns out to be a whole "error interval." The useful coupling is accompanied by self-organization of internal processing, i.e., an increase in complexity within the evolving system. Second, we study whether and how different proto-cells can stigmergically share such information via a joint encoding, even if they have slightly different individual dynamics. Implications for the emergence of biological genetic code are discussed.

我们考虑了一个简单的信息理论模型,用于接近“编码阈值”的进化动力学,其中象征性地表示核酸序列的能力在响应环境条件的变化时出现。我们研究了“原始细胞”的动力学与其原始符号表示之间的耦合在嘈杂环境中有利于保存原始细胞信息的条件。特别是,我们感兴趣的是理解“错误阈值”级别上的行为,在我们的例子中,这是一个完整的“错误间隔”。这种有用的耦合伴随着内部处理的自组织,也就是说,在演化的系统中复杂性的增加。其次,我们研究了不同的原细胞是否以及如何通过联合编码来共享这些信息,即使它们的个体动态略有不同。讨论了生物遗传密码产生的意义。
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引用次数: 7
Initialization and self-organized optimization of recurrent neural network connectivity. 递归神经网络连通性的初始化与自组织优化。
Pub Date : 2009-10-01 Epub Date: 2009-10-26 DOI: 10.2976/1.3240502
Joschka Boedecker, Oliver Obst, N Michael Mayer, Minoru Asada

Reservoir computing (RC) is a recent paradigm in the field of recurrent neural networks. Networks in RC have a sparsely and randomly connected fixed hidden layer, and only output connections are trained. RC networks have recently received increased attention as a mathematical model for generic neural microcircuits to investigate and explain computations in neocortical columns. Applied to specific tasks, their fixed random connectivity, however, leads to significant variation in performance. Few problem-specific optimization procedures are known, which would be important for engineering applications, but also in order to understand how networks in biology are shaped to be optimally adapted to requirements of their environment. We study a general network initialization method using permutation matrices and derive a new unsupervised learning rule based on intrinsic plasticity (IP). The IP-based learning uses only local learning, and its aim is to improve network performance in a self-organized way. Using three different benchmarks, we show that networks with permutation matrices for the reservoir connectivity have much more persistent memory than the other methods but are also able to perform highly nonlinear mappings. We also show that IP-based on sigmoid transfer functions is limited concerning the output distributions that can be achieved.

储层计算(RC)是递归神经网络领域的一个新范式。RC中的网络具有稀疏且随机连接的固定隐藏层,并且只训练输出连接。最近,RC网络作为一种通用神经微电路的数学模型受到越来越多的关注,用于研究和解释新皮质柱的计算。然而,应用于特定任务时,它们的固定随机连接会导致性能的显著变化。目前已知的针对特定问题的优化程序很少,这对工程应用很重要,但也有助于理解生物学中的网络是如何形成的,以最佳地适应其环境的要求。研究了一种基于置换矩阵的通用网络初始化方法,并推导了一种基于内在可塑性(IP)的无监督学习规则。基于ip的学习只使用局部学习,其目的是以自组织的方式提高网络性能。通过使用三个不同的基准测试,我们发现具有储层连通性排列矩阵的网络比其他方法具有更多的持久记忆,但也能够执行高度非线性映射。我们还表明,基于s型传递函数的ip在可以实现的输出分布方面是有限的。
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引用次数: 40
Integrating ELF4 into the circadian system through combined structural and functional studies. 通过结合结构和功能研究将ELF4整合到昼夜节律系统中。
Pub Date : 2009-10-01 Epub Date: 2009-10-22 DOI: 10.2976/1.3218766
Elsebeth Kolmos, Monika Nowak, Maria Werner, Katrin Fischer, Guenter Schwarz, Sarah Mathews, Heiko Schoof, Ferenc Nagy, Janusz M Bujnicki, Seth J Davis

The circadian clock is a timekeeping mechanism that enables anticipation of daily environmental changes. In the plant Arabidopsis thaliana, the circadian system is a multiloop series of interlocked transcription-translation feedbacks. Several genes have been arranged in these oscillation loops, but the position of the core-clock gene ELF4 in this network was previously undetermined. ELF4 lacks sequence similarity to known domains, and functional homologs have not yet been identified. Here we show that ELF4 is functionally conserved within a subclade of related sequences, and forms an alpha-helical homodimer with a likely electrostatic interface that could be structurally modeled. We support this hypothesis by expression analysis of new elf4 hypomorphic alleles. These weak mutants were found to have expression level phenotypes of both morning and evening clock genes, implicating multiple entry points of ELF4 within the multiloop network. This could be mathematically modeled. Furthermore, morning-expression defects were particular to some elf4 alleles, suggesting predominant ELF4 action just preceding dawn. We provide a new hypothesis about ELF4 in the oscillator-it acts as a homodimer to integrate two arms of the circadian clock.

生物钟是一种计时机制,可以预测日常环境的变化。在拟南芥植物中,昼夜节律系统是一系列互锁的转录-翻译反馈的多环。几个基因被安排在这些振荡环中,但是核心时钟基因ELF4在这个网络中的位置以前是不确定的。ELF4与已知结构域缺乏序列相似性,功能同源物尚未确定。在这里,我们表明ELF4在相关序列的一个亚枝中是功能保守的,并形成了一个具有可能的静电界面的α -螺旋二聚体,可以在结构上建模。我们通过对elf4新亚型等位基因的表达分析支持了这一假设。这些弱突变体被发现具有早晨和晚上时钟基因的表达水平表型,这意味着ELF4在多环网络中有多个进入点。这可以用数学模型来模拟。此外,一些elf4等位基因特有清晨表达缺陷,表明elf4在黎明前起主导作用。我们提出了一个关于ELF4在振荡器中的新假设——它作为一个同型二聚体来整合生物钟的两个臂。
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引用次数: 100
Information: currency of life? 信息:生命的货币?
Pub Date : 2009-10-01 Epub Date: 2009-09-08 DOI: 10.2976/1.3171566
Daniel Polani

In biology, the exception is mostly the rule, and the rule is mostly the exception. However, recent results indicate that known universal concepts in biology such as the genetic code or the utilization of ATP as a source of energy may be complemented by a large class of principles based on Shannon's concept of information. The present position paper discusses various promising pathways toward the formulation of such generic informational principles and their relevance for the realm of biology.

在生物学中,例外大多是规则,规则大多是例外。然而,最近的研究结果表明,生物学中已知的普遍概念,如遗传密码或利用 ATP 作为能量来源,可能会得到基于香农信息概念的一大类原则的补充。本立场文件讨论了制定此类通用信息原则的各种可行途径及其与生物学领域的相关性。
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引用次数: 0
Guided self-organization. 指导自组织。
Pub Date : 2009-10-01 Epub Date: 2009-10-07 DOI: 10.1080/19552068.2009.9635816
Mikhail Prokopenko
Typically, self-organization is defined as the evolution of a system into an organized form in the absence of external pressures. A broad definition of self-organization is given by Haken (2006). “A system is self-organizing if it acquires a spatial, temporal, or functional structure without specific interference from the outside. By ‘specific’ we mean that the structure or functioning is not impressed on the system but that the system is acted upon from the outside in a nonspecific fashion. For instance, the fluid which forms hexagons is heated from below in an entirely uniform fashion and it acquires its specific structure by self-organization.” Another definition is offered by Camazine et al. (2001) in the context of pattern formation in biological systems. “Self-organization is a process in which pattern at the global level of a system emerges solely from numerous interactions among the lower-level components of the system. Moreover, the rules specifying interactions among the system’s components are executed using only local information, without reference to the global pattern.” These definitions capture three important aspects of self-organization. First, it is assumed that the system has many interacting components and advances from a less organized state to a more organized state dynamically over some time, while exchanging energy, matter, and/or information with the environment. Second, this organization is manifested via global coordination and the global behavior of the system is a result of the interactions among the agents. In other words, the global pattern is not imposed on the system by an external ordering influence (Bonabeau et al., 1997). Finally, the components, whose properties and behaviors are defined prior to the organization itself, have only local information and do not have knowledge of the global state of the system—therefore, the process of self-organization involves some local information transfer (Polani, 2003; Lizier et al., 2008). Self-organization may seem to contradict the second law of thermodynamics that captures the tendency of systems to disorder. The “paradox” was explained in terms of multiple coupled levels of dynamic activity within the Kugler–Turvey model (Kugler and Turvey, 1987): self-organization and loss of entropy occurs at the macrolevel while the system dynamics on the micro-level (which serves as an entropy “sink”) generates increasing disorder. Kauffman (2000) suggested that the underlying principle of selforganization is the generation of constraints in the release of energy. According to this view, the constrained release allows for such energy to be controlled and channeled to perform some useful work. This work in turn can be used to build better and more efficient constraints for the release of further energy and so on. Adding and controlling constraints on self-organization opens a way to guide it in a specific way. In general, one may consider different ways to guide the process (dynamic
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引用次数: 62
From evidence to inference: probing the evolution of protein interaction networks. 从证据到推论:探索蛋白质相互作用网络的进化。
Pub Date : 2009-10-01 Epub Date: 2009-10-19 DOI: 10.2976/1.3167215
Oliver Ratmann, Carsten Wiuf, John W Pinney

The evolutionary mechanisms by which protein interaction networks grow and change are beginning to be appreciated as a major factor shaping their present-day structures and properties. Starting with a consideration of the biases and errors inherent in our current views of these networks, we discuss the dangers of constructing evolutionary arguments from naïve analyses of network topology. We argue that progress in understanding the processes of network evolution is only possible when hypotheses are formulated as plausible evolutionary models and compared against the observed data within the framework of probabilistic modeling. The value of such models is expected to be greatly enhanced as they incorporate more of the details of the biophysical properties of interacting proteins, gene phylogeny, and measurement error and as more advanced methodologies emerge for model comparison and the inference of ancestral network states.

蛋白质相互作用网络生长和变化的进化机制开始被认为是形成其当今结构和特性的主要因素。从考虑我们目前对这些网络的看法中固有的偏见和错误开始,我们讨论了从naïve网络拓扑分析构建进化论点的危险。我们认为,只有当假设被制定为合理的进化模型,并与概率建模框架内的观察数据进行比较时,才能理解网络进化过程的进展。这些模型的价值有望大大提高,因为它们包含了更多的相互作用蛋白质、基因系统发育和测量误差的生物物理特性的细节,以及用于模型比较和祖先网络状态推断的更先进的方法。
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引用次数: 31
Experimental and computational aspects of signaling mechanisms of spike-timing-dependent plasticity. spike- time -dependent plasticity信号机制的实验和计算方面。
Pub Date : 2009-08-01 Epub Date: 2009-06-03 DOI: 10.2976/1.3137602
Hidetoshi Urakubo, Minoru Honda, Keiko Tanaka, Shinya Kuroda

STDP (spike-timing-dependent synaptic plasticity) is thought to be a synaptic learning rule that embeds spike-timing information into a specific pattern of synaptic strengths in neuronal circuits, resulting in a memory. STDP consists of bidirectional long-term changes in synaptic strengths. This process includes long-term potentiation and long-term depression, which are dependent on the timing of presynaptic and postsynaptic spikings. In this review, we focus on computational aspects of signaling mechanisms that induce and maintain STDP as a key step toward the definition of a general synaptic learning rule. In addition, we discuss the temporal and spatial aspects of STDP, and the requirement of a homeostatic mechanism of STDP in vivo.

STDP (spike- time -dependent synaptic plasticity)被认为是一种突触学习规则,它将spike-timing信息嵌入到神经元回路中特定的突触强度模式中,从而产生记忆。STDP包括突触强度的双向长期变化。这个过程包括长期增强和长期抑制,这取决于突触前和突触后脉冲的时间。在这篇综述中,我们将重点放在诱导和维持STDP的信号机制的计算方面,作为定义一般突触学习规则的关键一步。此外,我们还讨论了STDP的时间和空间方面,以及体内STDP的稳态机制的要求。
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引用次数: 12
Photochemical tools to study dynamic biological processes. 光化学工具,研究动态生物过程。
Pub Date : 2009-08-01 Epub Date: 2009-05-22 DOI: 10.2976/1.3132954
Alexandre Specht, Frédéric Bolze, Ziad Omran, Jean-François Nicoud, Maurice Goeldner

Light-responsive biologically active compounds offer the possibility to study the dynamics of biological processes. Phototriggers and photoswitches have been designed, providing the capability to rapidly cause the initiation of wide range of dynamic biological phenomena. We will discuss, in this article, recent developments in the field of light-triggered chemical tools, specially how two-photon excitation, "caged" fluorophores, and the photoregulation of protein activities in combination with time-resolved x-ray techniques should break new grounds in the understanding of dynamic biological processes.

光响应生物活性化合物为研究生物过程的动力学提供了可能。已经设计了光触发器和光开关,提供了快速引发广泛动态生物现象的能力。在这篇文章中,我们将讨论光触发化学工具领域的最新进展,特别是双光子激发、“笼状”荧光团和蛋白质活性的光调控与时间分辨x射线技术相结合,应如何在理解动态生物过程方面开辟新的基础。
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引用次数: 63
Cellular interfacial and surface tensions determined from aggregate compression tests using a finite element model. 使用有限元模型从集料压缩试验中确定的细胞界面和表面张力。
Pub Date : 2009-08-01 Epub Date: 2009-08-06 DOI: 10.2976/1.3175812
G Wayne Brodland, Justina Yang, Jen Sweny

Although previous studies suggested that the interfacial tension gamma(cc) acting along cell-cell boundaries and the effective viscosity mu of the cell cytoplasm could be measured by compressing a spherical aggregate of cells between parallel plates, the mechanical understanding necessary to extract this information from these tests-tests that have provided the surface tension sigma(cm) acting along cell-medium interfaces-has been lacking. These tensions can produce net forces at the subcellular level and give rise to cell motions and tissue reorganization, the rates of which are regulated by mu. Here, a three-dimensional (3D) cell-based finite element model provides insight into the mechanics of the compression test, where these same forces are at work, and leads to quantitative relationships from which the effective viscosity mu of the cell cytoplasm, the tension gamma(cc) that acts along internal cell-cell interfaces and the surface tension sigma(cp) along the cell-platen boundaries can be determined from force-time curves and aggregate profiles. Tests on 5-day embryonic chick mesencephalon, neural retina, liver, and heart aggregates show that all of these properties vary significantly with cell type, except gamma(cc), which is remarkably constant. These properties are crucial for understanding cell rearrangement and tissue self-organization in contexts that include embryogenesis, cancer metastases, and tissue engineering.

虽然先前的研究表明,可以通过在平行板之间压缩细胞的球形聚集体来测量沿细胞-细胞边界作用的界面张力γ (cc)和细胞质的有效粘度mu,但从这些测试中提取这些信息所必需的机械理解-提供沿细胞-介质界面作用的表面张力sigma(cm)的测试-一直缺乏。这些张力可以在亚细胞水平上产生净力,并引起细胞运动和组织重组,其速率由mu调节。在这里,基于三维(3D)细胞的有限元模型提供了对压缩测试力学的洞察,其中这些相同的力在起作用,并导致定量关系,从细胞质的有效粘度mu,沿内部细胞-细胞界面作用的张力γ (cc)和沿细胞-板边界的表面张力sigma(cp)可以从力-时间曲线和聚集剖面确定。对5天胚鸡中脑、神经视网膜、肝脏和心脏聚集体的试验表明,除了γ (cc)显著不变外,所有这些特性都随细胞类型的不同而显著不同。这些特性对于理解胚胎发生、癌症转移和组织工程等环境中的细胞重排和组织自组织至关重要。
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引用次数: 31
Traction forces during collective cell motion. 细胞集体运动时的牵引力。
Pub Date : 2009-08-01 Epub Date: 2009-07-24 DOI: 10.2976/1.3185785
N S Gov

Collective motion of cell cultures is a process of great interest, as it occurs during morphogenesis, wound healing, and tumor metastasis. During these processes cell cultures move due to the traction forces induced by the individual cells on the surrounding matrix. A recent study [Trepat, et al. (2009). Nat. Phys. 5, 426-430] measured for the first time the traction forces driving collective cell migration and found that they arise throughout the cell culture. The leading 5-10 rows of cell do play a major role in directing the motion of the rest of the culture by having a distinct outwards traction. Fluctuations in the traction forces are an order of magnitude larger than the resultant directional traction at the culture edge and, furthermore, have an exponential distribution. Such exponential distributions are observed for the sizes of adhesion domains within cells, the traction forces produced by single cells, and even in nonbiological nonequilibrium systems, such as sheared granular materials. We discuss these observations and their implications for our understanding of cellular flows within a continuous culture.

细胞培养的集体运动是一个非常有趣的过程,因为它发生在形态发生、伤口愈合和肿瘤转移过程中。在这些过程中,由于单个细胞在周围基质上诱导的牵引力,细胞培养物移动。最近一项研究[Trepat, et al.(2009)]。[Nat. Phys. 5, 426-430]首次测量了驱动集体细胞迁移的牵引力,并发现它们在整个细胞培养过程中出现。前面的5-10行细胞通过具有明显的向外牵引力,在指导其余培养物的运动方面发挥了重要作用。牵引力的波动比在培养边缘产生的定向牵引力大一个数量级,而且具有指数分布。这种指数分布在细胞内粘附域的大小,单个细胞产生的牵引力,甚至在非生物非平衡系统,如剪切颗粒材料中都可以观察到。我们将讨论这些观察结果及其对我们理解连续培养中的细胞流动的影响。
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引用次数: 52
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