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Error tolerant nmr backbone resonance assignment and automated structure generation

机译:容错的nmr主干共振分配和自动结构生成

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摘要

Error tolerant backbone resonance assignment is the cornerstone of the NMR structure determination process. Although a variety of assignment approaches have been developed, none works sufficiently well on noisy fully automatically picked peaks to enable the subsequent automatic structure determination steps. We have designed an integer linear programming (ILP) based assignment system (IPASS) that has enabled fully automatic protein structure determination for four test proteins. IPASS employs probabilistic spin system typing based on chemical shifts and secondary structure predictions. Furthermore, IPASS extracts connectivity information from the inter-residue information and the (automatically picked) 15N-edited NOESY peaks which are then used to fix reliable fragments. When applied to automatically picked peaks for real proteins, IPASS achieves an average precision and recall of 82% and 63%, respectively. In contrast, the next best method, MARS, achieves an average precision and recall of 77% and 36%, respectively. The assignments generated by IPASS are then fed into our protein structure calculation system, FALCON-NMR, to determine the 3D structures without human intervention. The final models have backbone RMSDs of 1.25?, 0.88?, 1.49?, and 0.67? to the reference native structures for proteins TM1112, CASKIN, VRAR, and HACS1, respectively. The web server is publicly available at.
机译:容错主干共振分配是NMR结构确定过程的基石。尽管已经开发了多种分配方法,但是没有一种方法可以在嘈杂的全自动拾取峰上充分发挥作用,从而可以进行后续的自动结构确定步骤。我们设计了一种基于整数线性规划(ILP)的分配系统(IPASS),该系统已为四种测试蛋白质实现了全自动蛋白质结构确定。 IPASS采用基于化学位移和二级结构预测的概率自旋系统分型。此外,IPASS从残基间信息和(自动选择的)15N编辑的NOESY峰中提取连通性信息,然后将其用于固定可靠的片段。当将IPASS应用于自动提取的真实蛋白质峰时,IPASS的平均精度和召回率分别为82%和63%。相反,次之的最佳方法MARS的平均准确率和召回率分别为77%和36%。然后,将IPASS生成的任务输入到我们的蛋白质结构计算系统FALCON-NMR中,无需人工干预即可确定3D结构。最终模型的主干RMSD为1.25?,0.88?,1.49?和0.67?。分别针对蛋白质TM1112,CASKIN,VRAR和HACS1的参考天然结构。该Web服务器在以下位置公开可用。

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