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IntApop: A web service for predicting apoptotic protein interactions in humans

机译:IntApop:用于预测人类凋亡蛋白相互作用的Web服务

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Apoptosis, a type of cell death, is necessary for maintaining tissue homeostasis and removing malignant cells. Interrupted apoptosis process contributes to carcinogenesis, developmental defects, autoimmune diseases and neurological disorders. Due to the complexity of the process, the molecular dynamics and relative interactions of individual proteins responsible for the activation or inhibition of apoptosis should be researched systematically. In this study, we integrate known protein interactions from databases DIP, IntAct, MINT, HPRD and BioGRID by Na?ve Bayes classifier. The receiver operation characteristic (ROC) curve with the area under the ROC curve (AUC) of 0.797 indicates it has a good performance in prediction. Then, we predict the global human apoptotic protein interactions network. Within it, we not only identify the already known interactions of caspases (caspase-8/-10, caspase-9, caspase-3/-6/-7) and Bcl-2 family, but also reveal that Bid can interact with casein kinases (CSK21/22/2B, KC1A, KC1E); both of B2LA1 and B2CL2 can interact with Bid, Bax and Bak; caspase-8 interacts with autophagic proteins (MLP3B, MLP3A and LRRk2). Consequently, we make an initial step to develop the web service IntApop that provides an appropriate platform for apoptosis researchers, systems biologists and translational clinician scientists to predict apoptotic protein interactions in human. In addition, the interaction network can be visualized online, making it a widely applicable systems biology tool for apoptosis and cancer researchers.
机译:凋亡是一种细胞死亡,对于维持组织稳态和清除恶性细胞是必需的。凋亡的中断过程会导致癌变,发育缺陷,自身免疫性疾病和神经系统疾病。由于该过程的复杂性,应系统地研究负责激活或抑制细胞凋亡的单个蛋白质的分子动力学和相对相互作用。在这项研究中,我们通过Naveve Bayes分类器整合了DIP,IntAct,MINT,HPRD和BioGRID数据库中已知的蛋白质相互作用。 ROC曲线下面积(AUC)为0.797的接收器工作特性(ROC)曲线表明它具有良好的预测性能。然后,我们预测了全球人类凋亡蛋白相互作用网络。在其中,我们不仅确定了caspase(caspase-8 / -10,caspase-9,caspase-3 / -6 / -7)和Bcl-2家族的相互作用,而且还揭示了Bid可以与酪蛋白相互作用激酶(CSK21 / 22 / 2B,KC1A,KC1E); B2LA1和B2CL2都可以与Bid,Bax和Bak交互; caspase-8与自噬蛋白(MLP3B,MLP3A和LRRk2)相互作用。因此,我们迈出了开发Web服务IntApop的第一步,该服务为凋亡研究人员,系统生物学家和翻译临床医生提供了一个合适的平台,以预测人类中的凋亡蛋白相互作用。此外,相互作用网络可以在线显示,使其成为细胞凋亡和癌症研究人员广泛应用的系统生物学工具。

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