基于离散增量的支持向量机算法预测蛋白质中四类简单超二级结构

蛋白质超二级结构预测是三级结构预测的一个非常重要的中间步骤。本文从蛋白质的一级序列出发,对5793个蛋白质中的四类简单超二级结构进行预测,以位点氨基酸为参数,采用3种片段截取方式,分别用离散增量算法预测的结果不理想,将组合的离散增量值作为特征参数输入支持向量机,取得了较好的预测结果,5交叉检验的平均预测总精度达到83.0%,Matthew’s相关系数在0.71以上。     

基于小波分析的膜蛋白跨膜区段序列分析和预测

膜蛋白是一类结构独特的蛋白质,在各种细胞中普遍存在,发挥着重要的生理功能。目前仅有少数膜蛋白听结构被实验测出,因此用计算机预测膜蛋白的结构是蛋白质结构预测的主要研究内容之一。膜蛋白一般在膜上形成保守的跨膜螺旋结构,序列特征明显,比较适合用预测的方法确定跨膜螺旋区段的位置。国际上已有一些研究者用人工神经网络方法、多序列比对方法和统计方法进行了预测尝试,取得了一定的成功经验。我们对蛋白质序列数据库中的     

氨基酸组成聚类、蛋白质结构型和结构型的预测

用信息聚类方法对蛋白质的氨基酸组成进行聚类,发现存在梯级成团（大集团分解成小集团）现象,６４５个蛋白质可分成１５个小集团,每一个小集团与蛋白质二级结构含量决定的结构型有一定相关性,但与蛋白质五大结构型相关性不明显。指出了由氨基酸成分和二级结构含量预测结构型的方案中存在的问题。提出了由蛋白质二级结构序列预测蛋白质结构型的新方法,并给出了预测蛋白质结构型的简明预测规则     

蛋白质序列中的关联规则发现及其应用

随着蛋白质序列-结构分析中使用的机器学习算法越来越复杂,其结果的解释和发现过程也随之复杂化,因此有必要寻找简单且理论上可靠的方法。通过引入原理简单、理论可靠、结果具有很强实际意义的关联规则发现算法,找到了蛋白质序列中数以万计的模式。结合实例演示了如何将这些模式应用于蛋白质序列分析中,如保守区域发现、二级结构预测等。同时根据这些结果构建了一个二级结构规则库和一种简单的二级结构预测算法,实验结果表明,约81%的二级结构可以由至少一条关联规则预测得到。     

蛋白质二级结构预测: 基于词条的最大熵马尔科夫方法

提出了一种新的蛋白质二级结构预测方法. 该方法从氨基酸序列中提取出和自然语言中的“词”类似的与物种相关的蛋白质二级结构词条, 这些词条形成了蛋白质二级结构词典, 该词典描述了氨基酸序列和蛋白质二级结构之间的关系. 预测蛋白质二级结构的过程和自然语言中的分词和词性标注一体化的过程类似. 该方法把词条序列看成是马尔科夫链, 通过Viterbi算法搜索每个词条被标注为某种二级结构类型的最大概率, 其中使用词网格描述分词的结果, 使用最大熵马尔科夫模型计算词条的二级结构概率. 蛋白质二级结构预测的结果是最优的分词所对应的二级结构类型. 在4个物种的蛋白质序列上对这种方法进行测试, 并和PHD方法进行比较. 试验结果显示, 这种方法的Q3准确率比PHD方法高3.9%, SOV准确率比PHD方法高4.6%. 结合BLAST搜索的局部相似的序列可以进一步提高预测的准确率. 在50个CASP5目标蛋白质序列上进行测试的结果是: Q3准确率为78.9%, SOV准确率为77.1%. 基于这种方法建立了一个蛋白质二级结构预测的服务器, 可以通过http://www.insun.hit.edu.cn:81/demos/biology/index.html来访问.     

蛋白质的二级结构预测研究进展

认识蛋白质的二级结构是了解蛋白质的折叠模式和三级结构的基础,并为研究蛋白质的功能以及它们之间的相互作用模式提供结构基础,同时还可以为新药研发提供帮助。故研究蛋白质的二级结构具有重要的意义。随着后基因组时代的到来,越来越多的蛋白质序列不断被发现,给蛋白质的二级结构研究带来巨大的挑战和研究空间。而依靠传统的实验方法很难获取大规模蛋白质的二级结构信息。目前,采用生物信息学手段仍然是获得大部分蛋白质二级结构的途径。近年来,许多研究者通过构建用于二级结构预测的蛋白质数据集,计算、提取蛋白质的各种特征信息,并采用不同的预测算法预测蛋白质的二级结构得到了快速的发展。本文拟从蛋白质的特征信息的提取与筛选、预测算法以及预测效果的检验方法等方面进行综述,介绍蛋白质二级结构预测领域的研究进展。相信随着基因组学、蛋白质组学和生物信息学的不断发展,蛋白质二级结构预测会不断取得新突破。     

支持向量机方法预测蛋白质结构中的二硫键

在蛋白质结构预测的研究中,一个重要的问题就是正确预测二硫键的连接,二硫键的准确预测可以减少蛋白质构像的搜索空间,有利于蛋白质3D结构的预测,本文将预测二硫键的连接问题转化成对连接模式的分类问题,并成功地将支持向量机方法引入到预测工作中。通过对半胱氨酸局域序列连接模式的分类预测,可以由蛋白质的一级结构序列预测该蛋白质的二硫键的连接。结果表明蛋白质的二硫键的连接与半胱氨酸局域序列连接模式有重要联系,应用支持向量机方法对蛋白质结构的二硫键预测取得了良好的结果。     

肽键的统计分析和蛋白质的二级结构

 本文对蛋白质序列的肽键进行了统计分析,计算了二肽构象参数P_α、P_β、P_c和三肽构象参数Q_α、Q_β、Q_c。在此基础上提出了由氨基酸序列预测二级结构的规则。预测的正确率达90％,优于Chou-Fasman方法。这个结果表明二肽(三肽)关联在形成蛋白质二级结构中具有明显的重要性。     

蛋白质二级结构指定

蛋白质二级结构是指蛋白质骨架结构中有规律重复的构象。由蛋白质原子坐标正确地指定蛋白质二级结构是分析蛋白质结构与功能的基础,二级结构的指定对于蛋白质分类、蛋白质功能模体的发现以及理解蛋白质折叠机制有着重要的作用。并且蛋白质二级结构信息广泛应用到蛋白质分子可视化、蛋白质比对以及蛋白质结构预测中。目前有超过20种蛋白质二级结构指定方法,这些方法大体可以分为两大类:基于氢键和基于几何,不同方法指定结果之间的差异较大。由于尚没有蛋白质二级结构指定方法的综述文献,因此,本文主要介绍和总结已有蛋白质二级结构指定方法。     

蛋白质的二级结构预测——Chou和Fasman方法

蛋白质分子的一切高级结构,都由一级结构即氨基酸残基序列所包含的信息决定。多年来,由蛋白质的氨基酸序列预测二级结构的方法不下十几种。其中,Chou和Fasman的方法自1974年提出,至1978年修正、精化,已得到了很好结果,越益受到重视。此方法的突出优点是简便,无须计算机的复杂分析,就可预测出蛋白质的二级结构,准确性约为80％。目前蛋白质二级结构的测定,当然以X-晶体衍射结果最准确。Chou和Fasman方法正是基于晶体分析的结果,经统计得出的一整套数据     

Connexin-dependent signaling in neuro-hormonal systems

The advent of multicellular organisms was accompanied by the development of short- and long-range chemical signalling systems, including those provided by the nervous and endocrine systems. In turn, the cells of these two systems have developed mechanisms for interacting with both adjacent and distant cells. With evolution, such mechanisms have diversified to become integrated in a complex regulatory network, whereby individual endocrine and neuro-endocrine cells sense the state of activity of their neighbors and, accordingly, regulate their own level of functioning. A consistent feature of this network is the expression of connexin-made channels between the (neuro)hormone-producing cells of all endocrine glands and secretory regions of the central nervous system so far investigated in vertebrates. This review summarizes the distribution of connexins in the mammalian (neuro)endocrine systems, and what we know about the participation of these proteins on hormone secretion, the life of the producing cells, and the action of (neuro)hormones on specific targets. The data gathered since the last reviews on the topic are summarized, with particular emphasis on the roles of Cx36 in the function of the insulin-producing beta cells of the endocrine pancreas, and of Cx40 in that of the renin-producing juxta-glomerular epithelioid cells of the kidney cortex. This article is part of a Special Issue entitled: The Communicating junctions, composition, structure and characteristics.     

Modeling and production of robot trajectories using the Temporal Parametrized Self Organizing Maps

In this paper we proposed an unsupervised neural architecture, called Temporal Parametrized Self Organizing Map (TEPSOM), capable of learning and reproducing complex robot trajectories and interpolating new states between the learned ones. The TEPSOM combines the Self-Organizing NARX (SONARX) network, responsible for coding the temporal associations of the robotic trajectory, with the Parametrized Self-Organizing (PSOM) network, responsible for an efficient interpolation mechanism acting on the SONARX neurons. The TEPSOM network is used to model the inverse kinematics of the PUMA 560 robot during the execution of trajectories with repeated states. Simulation results show that the TEPSOM is more accurate than the SONARX in the reproduction of the learned trajectories.     

一种快速和优质的蛋白质结构刚体叠加方法

统计了１１０族同源蛋白质的多重结构联配结果,得到了局部环境依赖的氨基酸相似分数表。按此表可实施快速和优质的蛋白质结构刚性叠加,用于蛋白质工程。跟目前最好的遗传算法比较,此法可达到相同的品质（尽可能多的拓扑等价残基对和尽可能小的均方根距离）,但ＣＰＵ时间降了１个到２个数量级,对大蛋白更为明显。     

A Novel Anticancer Agent, 8-Methoxypyrimido[4′,5′:4,5]thieno(2,3-b) Quinoline-4(3H)-One Induces Neuro 2a Neuroblastoma Cell Death through p53-Dependent,Caspase-Dependent and -Independent Apoptotic Pathways

Neuroblastoma is the most common cancer in infants and fourth most common cancer in children. Despite recent advances in cancer treatments, the prognosis of stage-IV neuroblastoma patients continues to be dismal which warrant new pharmacotherapy. A novel tetracyclic condensed quinoline compound, 8-methoxypyrimido [4′,5′:4,5]thieno(2,3-b) quinoline-4(3H)-one (MPTQ) is a structural analogue of an anticancer drug ellipticine and has been reported to posses anticancer property. Study on MPTQ on neuroblastoma cells is very limited and mechanisms related to its cytotoxicity on neuroblastoma cells are completely unknown. Here, we evaluated the anticancer property of MPTQ on mouse neuro 2a and human SH-SY5Y neuroblastoma cells and investigated the mechanisms underlying MPTQ-mediated neuro 2a cell death. MPTQ-mediated neuro 2a and SH-SY5Y cell deaths were found to be dose and time dependent. Moreover, MPTQ induced cell death reached approximately 99.8% and 90% in neuro 2a and SH-SY5Y cells respectively. Nuclear oligonucleosomal DNA fragmentation and Terminal dUTP Nick End Labelling assays indicated MPTQ-mediated neuro 2a cell death involved apoptosis. MPTQ-mediated apoptosis is associated with increased phosphorylation of p53 at Ser15 and Ser20 which correlates with the hyperphosphorylation of Ataxia-Telangiectasia mutated protein (ATM). Immunocytochemical analysis demonstrated the increased level of Bax protein in MPTQ treated neuro 2a cells. MPTQ-mediated apoptosis is also associated with increased activation of caspase-9, -3 and -7 but not caspase-2 and -8. Furthermore, increased level of caspase-3 and cleaved Poly (ADP Ribose) polymerase were observed in the nucleus of MPTQ treated neuro 2a cells, suggesting the involvement of caspase-dependent intrinsic but not extrinsic apoptotic pathway. Increased nuclear translocation of apoptosis inducing factor suggests additional involvement of caspase-independent apoptosis pathway in MPTQ treated neuro 2a cells. Collectively, MPTQ-induced neuro 2a cell death is mediated by ATM and p53 activation, and Bax-mediated activation of caspase-dependent and caspase-independent mitochondrial apoptosis pathways.     

Place representation within hippocampal networks is modified by long-term potentiation

In the brain, information is encoded by the firing patterns of neuronal ensembles and the strength of synaptic connections between individual neurons. We report here that representation of the environment by "place" cells is altered by changing synaptic weights within hippocampal networks. Long-term potentiation (LTP) of intrinsic hippocampal pathways abolished existing place fields, created new place fields, and rearranged the temporal relationship within the affected population. The effect of LTP on neuron discharge was rate and context dependent. The LTP-induced "remapping" occurred without affecting the global firing rate of the network. The findings support the view that learned place representation can be accomplished by LTP-like synaptic plasticity within intrahippocampal networks.     

磷脂酶C诱导膜融合的初步研究

用光散射、电镜和荧光共振能量转移技术研究了ＰＬＣ诱导两种单一膜脂组分的模型膜即二油酸磷脂酰胆碱（ＤＯＰＣ：ｄｉｏｌｅｏｙｌｐｈａｐｈｅｔｉｄｙｌｃｈｏｌｉｎｅ）脂质体和二豆蔻酰磷脂酰胆碱（ＤＭＰＣ：ｄｉｍｙｒｉｓｔｏｙｌｐｈｏｐｈａｔｉｄｙｌｃｈｅｌｏｎｅ）脂质体膜融合的可能性。结果表明：ＰＬＣ可以引起ＤＯＰＣ脂质体的融合。在相同的条件下,未见到ＤＭＰＣ脂质体的融合。这就首次证明了ＰＬＣ诱导单一组分脂质体融合的可能性。结果还表明：ＰＬＣ诱导脂质体膜融合的可能性大小与膜脂结构有关。用大鼠血影膜、人红细胞膜、大鼠巨噬细胞膜和大花萱草花瓣原生质体膜等天然生物膜作为材料,研究了磷脂酶Ｃ（ＰＬＣ：ｐｂｏｓｐｈｏｌｉｐａｓｅＣ）诱导上述各种天然膜融合的可能性,均未观察到膜融合现象。提示ＰＬＣ不易诱导天然细胞膜的融合。     

Ultrastructure of neuro‐spirocyte synapses in the sea anemone Aiptasia pallida (Cnidaria,Anthozoa, Zoantharia)

Using transmission electron microscopy of serially sectioned tentacles from the sea anemone Aiptasia pallida, we located and characterized two types of neuro‐spirocyte synapses. Clear vesicles were observed at 10 synapses and dense‐cored vesicles at five synapses. The diameters of vesicles at each neuro‐spirocyte synapse were averaged; clear vesicles ranged from 49–89 nm in diameter, whereas the dense‐cored vesicles ranged from 97–120 nm in diameter. One sequential pair of synapses included a neuro‐spirocyte synapse with clear vesicles (81 nm) and a neuro‐neuronal synapse with dense‐cored vesicles (168 nm). A second synapse on the same cell had dense‐cored vesicles (103 nm). An Antho‐RFamide‐labeled ganglion cell and three different neurites were observed adjacent to spirocytes, but no neuro‐spirocyte synapses were present. Many of the spirocytes also were immunoreactive to Antho‐RFamide. The presence of sequential neuro‐neuro‐spirocyte synapses suggests that synaptic modulation may be involved in the neural control of spirocyst discharge. The occurrence of either dense‐cored or clear vesicles at neuro‐spirocyte synapses suggests that at least two types of neurotransmitter substances control the discharge of spirocysts in sea anemones. J. Morphol. 241:165–173, 1999. © 1999 Wiley‐Liss, Inc.     

染色质在非洲爪蟾卵的无细胞系统中形成组装核的研究

从大鼠肝、鸡肝提取了染色质并从受精未孵育鸡蛋胚下表层卵黄颗粒提取了染色质,在荧光显微镜和电子显微镜下观察了这些染色质在无细胞系统中形成的组装核;研究二阶钙镁离子对形成组装核的影响。在有ＡＴＰ再生系统存在的无细胞系统中,围绕染色质能形成与间期细胞核相似的组装核;二价钙离子不利于形成组装核,而二价镁离子是形成组装核所必须的,但过高浓度的镁离子对形成组装核有抑制作用。     

Recycling of Raft-associated prohormone sorting receptor carboxypeptidase E requires interaction with ARF6

Little is known about the molecular mechanism of recycling of intracellular receptors and lipid raft-associated proteins. Here, we have investigated the recycling pathway and internalization mechanism of a transmembrane, lipid raft-associated intracellular prohormone sorting receptor, carboxypeptidase E (CPE). CPE is found in the trans-Golgi network (TGN) and secretory granules of (neuro)endocrine cells. An extracellular domain of the IL2 receptor alpha-subunit (Tac) fused to the transmembrane domain and cytoplasmic tail of CPE (Tac-CPE25) was used as a marker to track recycling of CPE. We show in (neuro)endocrine cells, that upon stimulated secretory granule exocytosis, raft-associated Tac-CPE25 was rapidly internalized from the plasma membrane in a clathrin-independent manner into early endosomes and then transported through the endocytic recycling compartment to the TGN. A yeast two-hybrid screen and in vitro binding assay identified the CPE cytoplasmic tail sequence S472ETLNF477 as an interactor with active small GTPase ADP-ribosylation factor (ARF) 6, but not ARF1. Expression of a dominant negative, inactive ARF6 mutant blocked this recycling. Mutation of residues S472 or E473 to A in the cytoplasmic tail of CPE obliterated its binding to ARF6, and internalization from the plasma membrane of Tac-CPE25 mutated at S472 or E473 was significantly reduced. Thus, CPE recycles back to the TGN by a novel mechanism requiring ARF6 interaction and activity.