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Interactive Web Tool for Standardizing Proteomics Workflow for Liquid Chromatography-Mass Spectrometry Data

INTRODUCTION: The proteomics experiments involve several steps and there are many choices available for each step in the workflow. Therefore, standardization of proteomics workflow is an essential task for design of proteomics experiments. However, there are challenges associated with the quantitati...

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Autores principales: Srivastava, Sudhir, Merchant, Michael, Rai, Anil, Rai, Shesh N.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7059686/
https://www.ncbi.nlm.nih.gov/pubmed/32148360
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author Srivastava, Sudhir
Merchant, Michael
Rai, Anil
Rai, Shesh N.
author_facet Srivastava, Sudhir
Merchant, Michael
Rai, Anil
Rai, Shesh N.
author_sort Srivastava, Sudhir
collection PubMed
description INTRODUCTION: The proteomics experiments involve several steps and there are many choices available for each step in the workflow. Therefore, standardization of proteomics workflow is an essential task for design of proteomics experiments. However, there are challenges associated with the quantitative measurements based on liquid chromatography-mass spectrometry such as heterogeneity due to technical variability and missing values. METHODS: We introduce a web application, Proteomics Workflow Standardization Tool (PWST) to standardize the proteomics workflow. The tool will be helpful in deciding the most suitable choice for each step of the experimentation. This is based on identifying steps/choices with least variability such as comparing Coefficient of Variation (CV). We demonstrate the tool on data with categorical and continuous variables. We have used the special cases of general linear model, analysis of covariance and analysis of variance with fixed effects to study the effects due to various sources of variability. We have provided various options that will aid in finding the contribution of sum of squares for each variable and the CV. The user can analyze the data variability at protein and peptide level even in the presence of missing values. AVAILABILITY AND IMPLEMENTATION: The source code for “PWST” is written in R and implemented as shiny web application that can be accessed freely from https://ulbbf.shinyapps.io/pwst/.
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spelling pubmed-70596862020-03-06 Interactive Web Tool for Standardizing Proteomics Workflow for Liquid Chromatography-Mass Spectrometry Data Srivastava, Sudhir Merchant, Michael Rai, Anil Rai, Shesh N. J Proteomics Bioinform Article INTRODUCTION: The proteomics experiments involve several steps and there are many choices available for each step in the workflow. Therefore, standardization of proteomics workflow is an essential task for design of proteomics experiments. However, there are challenges associated with the quantitative measurements based on liquid chromatography-mass spectrometry such as heterogeneity due to technical variability and missing values. METHODS: We introduce a web application, Proteomics Workflow Standardization Tool (PWST) to standardize the proteomics workflow. The tool will be helpful in deciding the most suitable choice for each step of the experimentation. This is based on identifying steps/choices with least variability such as comparing Coefficient of Variation (CV). We demonstrate the tool on data with categorical and continuous variables. We have used the special cases of general linear model, analysis of covariance and analysis of variance with fixed effects to study the effects due to various sources of variability. We have provided various options that will aid in finding the contribution of sum of squares for each variable and the CV. The user can analyze the data variability at protein and peptide level even in the presence of missing values. AVAILABILITY AND IMPLEMENTATION: The source code for “PWST” is written in R and implemented as shiny web application that can be accessed freely from https://ulbbf.shinyapps.io/pwst/. 2019 2019-05-23 /pmc/articles/PMC7059686/ /pubmed/32148360 Text en https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Article
Srivastava, Sudhir
Merchant, Michael
Rai, Anil
Rai, Shesh N.
Interactive Web Tool for Standardizing Proteomics Workflow for Liquid Chromatography-Mass Spectrometry Data
title Interactive Web Tool for Standardizing Proteomics Workflow for Liquid Chromatography-Mass Spectrometry Data
title_full Interactive Web Tool for Standardizing Proteomics Workflow for Liquid Chromatography-Mass Spectrometry Data
title_fullStr Interactive Web Tool for Standardizing Proteomics Workflow for Liquid Chromatography-Mass Spectrometry Data
title_full_unstemmed Interactive Web Tool for Standardizing Proteomics Workflow for Liquid Chromatography-Mass Spectrometry Data
title_short Interactive Web Tool for Standardizing Proteomics Workflow for Liquid Chromatography-Mass Spectrometry Data
title_sort interactive web tool for standardizing proteomics workflow for liquid chromatography-mass spectrometry data
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7059686/
https://www.ncbi.nlm.nih.gov/pubmed/32148360
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