Literature DB >> 33561576

Determining protein-protein functional associations by functional rules based on gene ontology and KEGG pathway.

Yu-Hang Zhang1, Tao Zeng2, Lei Chen3, Tao Huang4, Yu-Dong Cai5.   

Abstract

Protein-protein interactions (PPIs) describe the direct physical contact of two proteins that usually results in specific biological functions or regulatory processes. The characterization and study of PPIs through the investigation of their pattern and principle have remained a question in biological studies. Various experimental and computational methods have been used for PPI studies, but most of them are based on the sequence similarity with current validated PPI participators or cellular localization patterns. Most methods ignore the fact that PPIs are defined by their specific biological functions. In this study, we constructed a novel rule-based computational method using gene ontology and KEGG pathway annotation of PPI participators that correspond to the complicated biological effects of PPIs. Our newly presented computational method identified a group of biological functions that are tightly associated with PPIs and provided a new function-based tool for PPI studies in a rule manner.
Copyright © 2021. Published by Elsevier B.V.

Keywords:  Decision tree; Gene ontology; KEGG pathway; Protein–protein functional association; Rule

Year:  2021        PMID: 33561576     DOI: 10.1016/j.bbapap.2021.140621

Source DB:  PubMed          Journal:  Biochim Biophys Acta Proteins Proteom        ISSN: 1570-9639            Impact factor:   3.036


  24 in total

1.  Identifying COVID-19-Specific Transcriptomic Biomarkers with Machine Learning Methods.

Authors:  Lei Chen; Zhandong Li; Tao Zeng; Yu-Hang Zhang; KaiYan Feng; Tao Huang; Yu-Dong Cai
Journal:  Biomed Res Int       Date:  2021-07-06       Impact factor: 3.411

2.  Identification of Cell Markers and Their Expression Patterns in Skin Based on Single-Cell RNA-Sequencing Profiles.

Authors:  Xianchao Zhou; Shijian Ding; Deling Wang; Lei Chen; Kaiyan Feng; Tao Huang; Zhandong Li; Yudong Cai
Journal:  Life (Basel)       Date:  2022-04-07

3.  Identification of Hub Genes and Immune Cell Infiltration Characteristics in Alzheimer's Disease.

Authors:  Ming Hu; Jianhua Wang
Journal:  J Healthc Eng       Date:  2021-12-20       Impact factor: 2.682

4.  Predicting RNA 5-Methylcytosine Sites by Using Essential Sequence Features and Distributions.

Authors:  Lei Chen; ZhanDong Li; ShiQi Zhang; Yu-Hang Zhang; Tao Huang; Yu-Dong Cai
Journal:  Biomed Res Int       Date:  2022-01-13       Impact factor: 3.411

5.  iMPT-FDNPL: Identification of Membrane Protein Types with Functional Domains and a Natural Language Processing Approach.

Authors:  Wei Chen; Lei Chen; Qi Dai
Journal:  Comput Math Methods Med       Date:  2021-10-11       Impact factor: 2.238

6.  Predicting Heart Cell Types by Using Transcriptome Profiles and a Machine Learning Method.

Authors:  Shijian Ding; Deling Wang; Xianchao Zhou; Lei Chen; Kaiyan Feng; Xianling Xu; Tao Huang; Zhandong Li; Yudong Cai
Journal:  Life (Basel)       Date:  2022-01-31

7.  Identification of Pan-Cancer Biomarkers Based on the Gene Expression Profiles of Cancer Cell Lines.

Authors:  ShiJian Ding; Hao Li; Yu-Hang Zhang; XianChao Zhou; KaiYan Feng; ZhanDong Li; Lei Chen; Tao Huang; Yu-Dong Cai
Journal:  Front Cell Dev Biol       Date:  2021-11-30

8.  Identification of Microbiota Biomarkers With Orthologous Gene Annotation for Type 2 Diabetes.

Authors:  Yu-Hang Zhang; Wei Guo; Tao Zeng; ShiQi Zhang; Lei Chen; Margarita Gamarra; Romany F Mansour; José Escorcia-Gutierrez; Tao Huang; Yu-Dong Cai
Journal:  Front Microbiol       Date:  2021-07-09       Impact factor: 5.640

Review 9.  Interfacial Peptides as Affinity Modulating Agents of Protein-Protein Interactions.

Authors:  Pavel V Ershov; Yuri V Mezentsev; Alexis S Ivanov
Journal:  Biomolecules       Date:  2022-01-08

10.  Identification of hub genes in thyroid carcinoma to predict prognosis by integrated bioinformatics analysis.

Authors:  Yangwang Pan; Linjing Wu; Shuai He; Jun Wu; Tong Wang; Hongrui Zang
Journal:  Bioengineered       Date:  2021-12       Impact factor: 3.269

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