Search engine for discovering works of Art, research articles, and books related to Art and Culture
ShareThis
Javascript must be enabled to continue!

KRSA: An R package and R Shiny web application for an end-to-end upstream kinase analysis of kinome array data

View through CrossRef
Phosphorylation by serine-threonine and tyrosine kinases is critical for determining protein function. Array-based platforms for measuring reporter peptide signal levels allow for differential phosphorylation analysis between conditions for distinct active kinases. Peptide array technologies like the PamStation12 from PamGene allow for generating high-throughput, multi-dimensional, and complex functional proteomics data. As the adoption rate of such technologies increases, there is an imperative need for software tools that streamline the process of analyzing such data. We present Kinome Random Sampling Analyzer (KRSA), an R package and R Shiny web-application for analyzing kinome array data to help users better understand the patterns of functional proteomics in complex biological systems. KRSA is an All-In-One tool that reads, formats, fits models, analyzes, and visualizes PamStation12 kinome data. While the underlying algorithm has been experimentally validated in previous publications, we demonstrate KRSA workflow on dorsolateral prefrontal cortex (DLPFC) in male (n = 3) and female (n = 3) subjects to identify differential phosphorylation signatures and upstream kinase activity. Kinase activity differences between males and females were compared to a previously published kinome dataset (11 female and 7 male subjects) which showed similar global phosphorylation signals patterns.
Title: KRSA: An R package and R Shiny web application for an end-to-end upstream kinase analysis of kinome array data
Description:
Phosphorylation by serine-threonine and tyrosine kinases is critical for determining protein function.
Array-based platforms for measuring reporter peptide signal levels allow for differential phosphorylation analysis between conditions for distinct active kinases.
Peptide array technologies like the PamStation12 from PamGene allow for generating high-throughput, multi-dimensional, and complex functional proteomics data.
As the adoption rate of such technologies increases, there is an imperative need for software tools that streamline the process of analyzing such data.
We present Kinome Random Sampling Analyzer (KRSA), an R package and R Shiny web-application for analyzing kinome array data to help users better understand the patterns of functional proteomics in complex biological systems.
KRSA is an All-In-One tool that reads, formats, fits models, analyzes, and visualizes PamStation12 kinome data.
While the underlying algorithm has been experimentally validated in previous publications, we demonstrate KRSA workflow on dorsolateral prefrontal cortex (DLPFC) in male (n = 3) and female (n = 3) subjects to identify differential phosphorylation signatures and upstream kinase activity.
Kinase activity differences between males and females were compared to a previously published kinome dataset (11 female and 7 male subjects) which showed similar global phosphorylation signals patterns.

Related Results

KRSA: Network-based Prediction of Differential Kinase Activity from Kinome Array Data
KRSA: Network-based Prediction of Differential Kinase Activity from Kinome Array Data
Abstract Motivation Phosphorylation by serine-threonine and tyrosine kinases is critical for determining protein function. Arra...
Abstract 1613: Characterization of the Src-regulated kinome by chemical proteomics
Abstract 1613: Characterization of the Src-regulated kinome by chemical proteomics
Abstract Enhanced Src activation has been implicated in many cancers, including those of breast, lung and pancreas. However single-agent therapies targeting Src have...
Phosphatidylinositol 3′-kinase associates with an insulin receptor substrate-1 serine kinase distinct from its intrinsic serine kinase
Phosphatidylinositol 3′-kinase associates with an insulin receptor substrate-1 serine kinase distinct from its intrinsic serine kinase
Serine phosphorylation of insulin receptor substrate-1 (IRS-1) has been proposed as a counter-regulatory mechanism in insulin and cytokine signalling. Here we report that IRS-1 is ...
Desenvolvimento de aplicações web para metanálise em rede utilizando Shiny e R
Desenvolvimento de aplicações web para metanálise em rede utilizando Shiny e R
Introdução A síntese de evidências científicas têm um papel crucial na tomada de decisões informadas em diversas áreas do conhecimento. A metanálise, técnica para combinar resulta...
Shiny-phyloseq: Web application for interactive microbiome analysis with provenance tracking
Shiny-phyloseq: Web application for interactive microbiome analysis with provenance tracking
Abstract Summary: We have created a Shiny-based Web application, called Shiny-phyloseq , for dynamic interaction with microbiome data that runs on any modern Web bro...
Side Mount Package (SMP) for Ultra-High Density Memory Applications
Side Mount Package (SMP) for Ultra-High Density Memory Applications
In recent years, package stacking technology has been pursued and practiced widely in industry, mainly as perimeter array package on package (PoP) stacking configuration. However, ...
Proteomics‐based interrogation of the kinome and its implications for precision oncology
Proteomics‐based interrogation of the kinome and its implications for precision oncology
AbstractThe identification of specific protein kinases as oncogenic drivers in a variety of cancer types, coupled with the clinical success of particular kinase‐directed targeted t...

Back to Top