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Inferring Protein-Protein Interaction Networks From Mass Spectrometry-Based Proteomic Approaches: A Mini-Review

Studying protein-protein interaction networks provide key evidence for the underlying molecular mechanisms. Mass spectrometry-based proteomic approaches have been playing a pivotal role in deciphering these interaction networks, along with precise quantification for individual interactions. In this...

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Detalles Bibliográficos
Autores principales: Yugandhar, Kumar, Gupta, Shagun, Yu, Haiyuan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Research Network of Computational and Structural Biotechnology 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6611912/
https://www.ncbi.nlm.nih.gov/pubmed/31316724
http://dx.doi.org/10.1016/j.csbj.2019.05.007
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author Yugandhar, Kumar
Gupta, Shagun
Yu, Haiyuan
author_facet Yugandhar, Kumar
Gupta, Shagun
Yu, Haiyuan
author_sort Yugandhar, Kumar
collection PubMed
description Studying protein-protein interaction networks provide key evidence for the underlying molecular mechanisms. Mass spectrometry-based proteomic approaches have been playing a pivotal role in deciphering these interaction networks, along with precise quantification for individual interactions. In this mini-review we discuss the available techniques and methods for qualitative and quantitative elucidation of protein-protein interaction networks. We then summarize the down-stream computational strategies for identification and quantification of interactions from those techniques. Finally, we highlight the challenges and limitations of current computational pipelines in eliminating false positive interactors, followed by a summary of the innovative algorithms to address these issues, along with the scope for future improvements.
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spelling pubmed-66119122019-07-17 Inferring Protein-Protein Interaction Networks From Mass Spectrometry-Based Proteomic Approaches: A Mini-Review Yugandhar, Kumar Gupta, Shagun Yu, Haiyuan Comput Struct Biotechnol J Review Article Studying protein-protein interaction networks provide key evidence for the underlying molecular mechanisms. Mass spectrometry-based proteomic approaches have been playing a pivotal role in deciphering these interaction networks, along with precise quantification for individual interactions. In this mini-review we discuss the available techniques and methods for qualitative and quantitative elucidation of protein-protein interaction networks. We then summarize the down-stream computational strategies for identification and quantification of interactions from those techniques. Finally, we highlight the challenges and limitations of current computational pipelines in eliminating false positive interactors, followed by a summary of the innovative algorithms to address these issues, along with the scope for future improvements. Research Network of Computational and Structural Biotechnology 2019-06-20 /pmc/articles/PMC6611912/ /pubmed/31316724 http://dx.doi.org/10.1016/j.csbj.2019.05.007 Text en © 2019 The Authors http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Review Article
Yugandhar, Kumar
Gupta, Shagun
Yu, Haiyuan
Inferring Protein-Protein Interaction Networks From Mass Spectrometry-Based Proteomic Approaches: A Mini-Review
title Inferring Protein-Protein Interaction Networks From Mass Spectrometry-Based Proteomic Approaches: A Mini-Review
title_full Inferring Protein-Protein Interaction Networks From Mass Spectrometry-Based Proteomic Approaches: A Mini-Review
title_fullStr Inferring Protein-Protein Interaction Networks From Mass Spectrometry-Based Proteomic Approaches: A Mini-Review
title_full_unstemmed Inferring Protein-Protein Interaction Networks From Mass Spectrometry-Based Proteomic Approaches: A Mini-Review
title_short Inferring Protein-Protein Interaction Networks From Mass Spectrometry-Based Proteomic Approaches: A Mini-Review
title_sort inferring protein-protein interaction networks from mass spectrometry-based proteomic approaches: a mini-review
topic Review Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6611912/
https://www.ncbi.nlm.nih.gov/pubmed/31316724
http://dx.doi.org/10.1016/j.csbj.2019.05.007
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