Literature DB >> 33626354

PhosR enables processing and functional analysis of phosphoproteomic data.

Hani Jieun Kim1, Taiyun Kim1, Nolan J Hoffman2, Di Xiao3, David E James4, Sean J Humphrey2, Pengyi Yang5.   

Abstract

Mass spectrometry (MS)-based phosphoproteomics has revolutionized our ability to profile phosphorylation-based signaling in cells and tissues on a global scale. To infer the action of kinases and signaling pathways in phosphoproteomic experiments, we present PhosR, a set of tools and methodologies implemented in a suite of R packages facilitating comprehensive analysis of phosphoproteomic data. By applying PhosR to both published and new phosphoproteomic datasets, we demonstrate capabilities in data imputation and normalization by using a set of "stably phosphorylated sites" and in functional analysis for inferring active kinases and signaling pathways. In particular, we introduce a "signalome" construction method for identifying a collection of signaling modules to summarize and visualize the interaction of kinases and their collective actions on signal transduction. Together, our data and findings demonstrate the utility of PhosR in processing and generating biological knowledge from MS-based phosphoproteomic data.
Copyright © 2021 The Author(s). Published by Elsevier Inc. All rights reserved.

Entities:  

Keywords:  batch correction; imputation; kinase-substrate prediction; mass spectrometry; normalisation; phosphoproteomics; signalling networks; signalomes; stably phosphorylated sites

Mesh:

Substances:

Year:  2021        PMID: 33626354     DOI: 10.1016/j.celrep.2021.108771

Source DB:  PubMed          Journal:  Cell Rep            Impact factor:   9.423


  6 in total

1.  Kidney Failure Alters Parathyroid Pin1 Phosphorylation and Parathyroid Hormone mRNA-Binding Proteins Leading to Secondary Hyperparathyroidism.

Authors:  Alia Hassan; Yael E Pollak; Rachel Kilav-Levin; Justin Silver; Nir London; Morris Nechama; Iddo Z Ben-Dov; Tally Naveh-Many
Journal:  J Am Soc Nephrol       Date:  2022-08-12       Impact factor: 14.978

2.  Proteomics and Phosphoproteomics of Circulating Extracellular Vesicles Provide New Insights into Diabetes Pathobiology.

Authors:  Yury O Nunez Lopez; Anton Iliuk; Alejandra M Petrilli; Carley Glass; Anna Casu; Richard E Pratley
Journal:  Int J Mol Sci       Date:  2022-05-21       Impact factor: 6.208

3.  Time-resolved phosphoproteome and proteome analysis reveals kinase signaling on master transcription factors during myogenesis.

Authors:  Di Xiao; Marissa Caldow; Hani Jieun Kim; Ronnie Blazev; Rene Koopman; Deborah Manandi; Benjamin L Parker; Pengyi Yang
Journal:  iScience       Date:  2022-05-30

4.  The cyclin dependent kinase inhibitor Roscovitine prevents diet-induced metabolic disruption in obese mice.

Authors:  Nabil Rabhi; Kathleen Desevin; Briana Noel Cortez; Ryan Hekman; Jean Z Lin; Andrew Emili; Stephen R Farmer
Journal:  Sci Rep       Date:  2021-10-13       Impact factor: 4.379

5.  Functional analysis of the stable phosphoproteome reveals cancer vulnerabilities.

Authors:  Di Xiao; Hani Jieun Kim; Ignatius Pang; Pengyi Yang
Journal:  Bioinformatics       Date:  2022-01-07       Impact factor: 6.937

6.  Protocol for the processing and downstream analysis of phosphoproteomic data with PhosR.

Authors:  Hani Jieun Kim; Taiyun Kim; Di Xiao; Pengyi Yang
Journal:  STAR Protoc       Date:  2021-06-05
  6 in total

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