Computational Prediction of Protein Complexes from Protein Interaction Networks

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Release : 2017-05-30
Genre : Science
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Book Rating : 542/5 ( reviews)

Computational Prediction of Protein Complexes from Protein Interaction Networks - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Computational Prediction of Protein Complexes from Protein Interaction Networks write by Sriganesh Srihari. This book was released on 2017-05-30. Computational Prediction of Protein Complexes from Protein Interaction Networks available in PDF, EPUB and Kindle. Complexes of physically interacting proteins constitute fundamental functional units that drive almost all biological processes within cells. A faithful reconstruction of the entire set of protein complexes (the "complexosome") is therefore important not only to understand the composition of complexes but also the higher level functional organization within cells. Advances over the last several years, particularly through the use of high-throughput proteomics techniques, have made it possible to map substantial fractions of protein interactions (the "interactomes") from model organisms including Arabidopsis thaliana (a flowering plant), Caenorhabditis elegans (a nematode), Drosophila melanogaster (fruit fly), and Saccharomyces cerevisiae (budding yeast). These interaction datasets have enabled systematic inquiry into the identification and study of protein complexes from organisms. Computational methods have played a significant role in this context, by contributing accurate, efficient, and exhaustive ways to analyze the enormous amounts of data. These methods have helped to compensate for some of the limitations in experimental datasets including the presence of biological and technical noise and the relative paucity of credible interactions. In this book, we systematically walk through computational methods devised to date (approximately between 2000 and 2016) for identifying protein complexes from the network of protein interactions (the protein-protein interaction (PPI) network). We present a detailed taxonomy of these methods, and comprehensively evaluate them for protein complex identification across a variety of scenarios including the absence of many true interactions and the presence of false-positive interactions (noise) in PPI networks. Based on this evaluation, we highlight challenges faced by the methods, for instance in identifying sparse, sub-, or small complexes and in discerning overlapping complexes, and reveal how a combination of strategies is necessary to accurately reconstruct the entire complexosome.

Protein Interaction Networks

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Release : 2009-04-06
Genre : Computers
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Book Rating : 032/5 ( reviews)

Protein Interaction Networks - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Protein Interaction Networks write by Aidong Zhang. This book was released on 2009-04-06. Protein Interaction Networks available in PDF, EPUB and Kindle. The analysis of protein-protein interactions is fundamental to the understanding of cellular organization, processes, and functions. Proteins seldom act as single isolated species; rather, proteins involved in the same cellular processes often interact with each other. Functions of uncharacterized proteins can be predicted through comparison with the interactions of similar known proteins. Recent large-scale investigations of protein-protein interactions using such techniques as two-hybrid systems, mass spectrometry, and protein microarrays have enriched the available protein interaction data and facilitated the construction of integrated protein-protein interaction networks. The resulting large volume of protein-protein interaction data has posed a challenge to experimental investigation. This book provides a comprehensive understanding of the computational methods available for the analysis of protein-protein interaction networks. It offers an in-depth survey of a range of approaches, including statistical, topological, data-mining, and ontology-based methods. The author discusses the fundamental principles underlying each of these approaches and their respective benefits and drawbacks, and she offers suggestions for future research.

Protein-protein Interactions and Networks

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Release : 2010-04-06
Genre : Science
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Book Rating : 258/5 ( reviews)

Protein-protein Interactions and Networks - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Protein-protein Interactions and Networks write by Anna Panchenko. This book was released on 2010-04-06. Protein-protein Interactions and Networks available in PDF, EPUB and Kindle. The biological interactions of living organisms, and protein-protein interactions in particular, are astonishingly diverse. This comprehensive book provides a broad, thorough and multidisciplinary coverage of its field. It integrates different approaches from bioinformatics, biochemistry, computational analysis and systems biology to offer the reader a comprehensive global view of the diverse data on protein-protein interactions and protein interaction networks.

Protein-Protein Interaction Networks

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Release : 2019-10-04
Genre : Science
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Book Rating : 722/5 ( reviews)

Protein-Protein Interaction Networks - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Protein-Protein Interaction Networks write by Stefan Canzar. This book was released on 2019-10-04. Protein-Protein Interaction Networks available in PDF, EPUB and Kindle. This volume explores techniques that study interactions between proteins in different species, and combines them with context-specific data, analysis of omics datasets, and assembles individual interactions into higher-order semantic units, i.e., protein complexes and functional modules. The chapters in this book cover computational methods that solve diverse tasks such as the prediction of functional protein-protein interactions; the alignment-based comparison of interaction networks by SANA; using the RaptorX-ComplexContact webserver to predict inter-protein residue-residue contacts; the docking of alternative confirmations of proteins participating in binary interactions and the visually-guided selection of a docking model using COZOID; the detection of novel functional units by KeyPathwayMiner and how PathClass can use such de novo pathways to classify breast cancer subtypes. Written in the highly successful Methods in Molecular Biology series format, chapters include introductions to their respective topics, lists of the necessary hardware- and software, step-by-step, readily reproducible computational protocols, and tips on troubleshooting and avoiding known pitfalls. Cutting-edge and comprehensive, Protein-Protein Interaction Networks: Methods and Protocols is a valuable resource for both novice and expert researchers who are interested in learning more about this evolving field.

Bacterial Protein Secretion Systems

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Release : 2017-07-01
Genre : Science
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Book Rating : 315/5 ( reviews)

Bacterial Protein Secretion Systems - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Bacterial Protein Secretion Systems write by Laure Journet. This book was released on 2017-07-01. Bacterial Protein Secretion Systems available in PDF, EPUB and Kindle. This volume details protocols that cover the broad arsenal of techniques used to study a secretion system from A to Z. Chapters focus on identifying and localizing the different subunits, defining interactions within subunits, monitoring conformational changes, purifying and imaging of large complexes, defining the assembly pathway by fluorescence microscopy and the role of energy during assembly and/or secretion, identifying secreted effectors as well as reporters to follow effector transport. Written in the highly successful Methods in Molecular Biology series format, chapters include introductions to their respective topics, lists of the necessary materials and reagents, step-by-step, readily reproducible laboratory protocols, and tips on troubleshooting and avoiding known pitfalls. Authoritative and cutting-edge, Bacterial Protein Secretion Systems: Methods and Protocol aims to provide techniques that are not restricted to the study of secretion systems but are also of specific interest for any researcher interested on multi-protein complexes of the bacterial cell envelope.