Identification of transmembrane protein functions by binary topology patterns.

Yoshiaki Sugiyama, Natalia Polulyakh, Toshio Shimizu
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引用次数: 21

Abstract

We propose a novel method for identifying and classifying the functions of transmembrane (TM) proteins based on their TM topology [the number of TM segments (tms), the loop length and the N-terminus location]. In this method, the TM topology is expressed as a string of '0' and '1', and this is designated the binary topology pattern (BTP). We focused on TM proteins with up to 12 tms, with the exception of 1 and 9 tms, and classified them into 37 functional groups by the number of tms and the functional annotation. These grouped TM protein sequences were used to determine BTPs which are specific to the individual functional groups. Since the evaluated accuracies (sensitivity, specificity and self-consistency) of these patterns in functional identification were quite high overall, i.e. 0.940, 0.934 and 0.935, respectively, as averaged over the 37 functional groups, we confirmed that TM protein function can be identified by the number of tms and the characteristics of loop lengths, i.e. BTPs.

二元拓扑模式鉴定跨膜蛋白功能。
我们提出了一种新的方法来识别和分类跨膜(TM)蛋白的功能基于他们的TM拓扑[TM片段(tms)的数量,环的长度和n端位置]。在这种方法中,TM拓扑被表示为“0”和“1”的字符串,这被称为二进制拓扑模式(binary topology pattern, BTP)。我们重点研究了除1和9个tms外,tms数最多为12个的TM蛋白,并根据tms数和功能注释将其分为37个功能基团。这些分组的TM蛋白序列用于确定特定于单个功能基团的btp。由于这些模式在功能鉴定中的评估准确度(灵敏度、特异性和自一致性)总体上很高,37个功能基团的平均值分别为0.940、0.934和0.935,我们证实可以通过tms的数量和环长度特征(即BTPs)来鉴定TM蛋白的功能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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