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CompariPSSM:用于基序结合决定因素分析的 PSSM-PSSM 比较工具。

CompariPSSM: a PSSM-PSSM comparison tool for motif-binding determinant analysis.

机构信息

Division of Cancer Biology, The Institute of Cancer Research, 237 Fulham Road, London, SW3 6JB, United Kingdom.

出版信息

Bioinformatics. 2024 Nov 1;40(11). doi: 10.1093/bioinformatics/btae644.

DOI:10.1093/bioinformatics/btae644
PMID:39471470
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11639669/
Abstract

MOTIVATION

Short linear motifs (SLiMs) are compact functional modules that mediate low-affinity protein-protein interactions. SLiMs direct the function of many dynamic signalling and regulatory complexes playing a central role in most biological processes of the cell. Motif-binding determinants describe the contribution of each residue in a motif-containing peptide to the affinity and specificity of binding to the motif-binding partner. Motif-binding determinants are generally defined as a motif consensus pattern or a position-specific scoring matrix (PSSM) encoding quantitative preferences. Motif-binding determinant comparison is an important motif analysis task and can be applied to motif annotation, classification, clustering, discovery and benchmarking. Currently, binding determinant comparison is generally performed by analysing consensus similarity; however, this ignores important quantitative information in both the consensus and non-consensus positions.

RESULTS

We have created a new tool, CompariPSSM, that quantifies the similarity between motif-binding determinants using sliding window PSSM-PSSM comparison and scores PSSM similarity using a randomisation-based probabilistic framework. The tool has been benchmarked on curated data from the eukaryotic linear motif database and experimental data from proteomic peptidephage display. CompariPSSM can be used for peptide classification to validate motif classes, peptide clustering to group functionally related conserved disordered regions, and benchmarking experimental motif discovery methods.

AVAILABILITY AND IMPLEMENTATION

CompariPSSM is available at https://slim.icr.ac.uk/projects/comparipssm.

摘要

动机

短线性基序 (SLiMs) 是介导低亲和力蛋白质-蛋白质相互作用的紧凑功能模块。SLiMs 指导许多动态信号和调节复合物的功能,这些复合物在细胞的大多数生物过程中发挥着核心作用。基序结合决定因素描述了含有基序的肽中的每个残基对与基序结合伴侣结合的亲和力和特异性的贡献。基序结合决定因素通常定义为基序共识模式或位置特异性评分矩阵 (PSSM),用于编码定量偏好。基序结合决定因素比较是一项重要的基序分析任务,可应用于基序注释、分类、聚类、发现和基准测试。目前,结合决定因素比较通常通过分析共识相似性来进行;然而,这忽略了共识和非共识位置中的重要定量信息。

结果

我们创建了一个新工具 CompariPSSM,该工具使用滑动窗口 PSSM-PSSM 比较来量化基序结合决定因素之间的相似性,并使用基于随机化的概率框架对 PSSM 相似性进行评分。该工具已在真核线性基序数据库的 curated 数据和来自蛋白质肽噬菌体展示的实验数据上进行了基准测试。Com

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a0d0/11639669/68900ad80642/btae644f4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a0d0/11639669/0330d8e0a67b/btae644f1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a0d0/11639669/5c176bee311b/btae644f2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a0d0/11639669/012a2ca1ea27/btae644f3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a0d0/11639669/68900ad80642/btae644f4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a0d0/11639669/0330d8e0a67b/btae644f1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a0d0/11639669/5c176bee311b/btae644f2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a0d0/11639669/012a2ca1ea27/btae644f3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a0d0/11639669/68900ad80642/btae644f4.jpg

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