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

corto : a lightweight R package for Gene Network Inference and Master Regulator Analysis

View through CrossRef
Abstract Motivation Gene Network Inference and Master Regulator Analysis (MRA) have been widely adopted to define specific transcriptional perturbations from gene expression signatures. Several tools exist to perform such analyses, but most require a computer cluster or large amounts of RAM to be executed. Results We developed corto, a fast and lightweight R package to infer gene networks and perform MRA from gene expression data, with optional corrections for Copy Number Variations (CNVs) and able to run on signatures generated from RNA-Seq or ATAC-Seq data. We extensively benchmarked it to infer context-specific gene networks in 39 human tumor and 27 normal tissue datasets. Availability Cross-platform and multi-threaded R package on CRAN (stable version) https://cran.rproject.org/package=corto and Github (development release) https://github.com/federicogiorgi/corto . Contact federico.giorgi@unibo.it
Title: corto : a lightweight R package for Gene Network Inference and Master Regulator Analysis
Description:
Abstract Motivation Gene Network Inference and Master Regulator Analysis (MRA) have been widely adopted to define specific transcriptional perturbations from gene expression signatures.
Several tools exist to perform such analyses, but most require a computer cluster or large amounts of RAM to be executed.
Results We developed corto, a fast and lightweight R package to infer gene networks and perform MRA from gene expression data, with optional corrections for Copy Number Variations (CNVs) and able to run on signatures generated from RNA-Seq or ATAC-Seq data.
We extensively benchmarked it to infer context-specific gene networks in 39 human tumor and 27 normal tissue datasets.
Availability Cross-platform and multi-threaded R package on CRAN (stable version) https://cran.
rproject.
org/package=corto and Github (development release) https://github.
com/federicogiorgi/corto .
Contact federico.
giorgi@unibo.
it.

Related Results

Expression and polymorphism of genes in gallstones
Expression and polymorphism of genes in gallstones
ABSTRACT Through the method of clinical case control study, to explore the expression and genetic polymorphism of KLF14 gene (rs4731702 and rs972283) and SR-B1 gene...
PENGEMBANGAN DESAIN KOTAK PAKET BERBASIS DATA ANTROPOMETRI
PENGEMBANGAN DESAIN KOTAK PAKET BERBASIS DATA ANTROPOMETRI
A package box is a container or place that functions to make it easier for the package courier to put the package by requiring some certain body posture movements so that the packa...
Environmental Surveillance Protocols for Highly Pathogenic Avian Influenza (HPAI) v2
Environmental Surveillance Protocols for Highly Pathogenic Avian Influenza (HPAI) v2
EnvironmentalSurveillance Protocols for Highly Pathogenic Avian Influenza (HPAI) This comprehensive protocol suite enables systematic environmental surveillance for avian influenza...
Evolutionary Grammatical Inference
Evolutionary Grammatical Inference
Grammatical Inference (also known as grammar induction) is the problem of learning a grammar for a language from a set of examples. In a broad sense, some data is presented to the ...
Detection of gene communities in multi-networks reveals cancer drivers
Detection of gene communities in multi-networks reveals cancer drivers
In the past years the advent of high-throughput experimental technologies provided biologists with a flood of molecular data. This huge amount of information requires the design of...
Advancements and applications of lightweight structures: a comprehensive review
Advancements and applications of lightweight structures: a comprehensive review
AbstractLightweight structures comprise of actual pieces or segments that give the crucial ability to function while weighing less than other possibilities as well. The aerospace i...
Penetrability of lightweight aggregate concrete
Penetrability of lightweight aggregate concrete
In this paper, a study was conducted on the parameters affecting the sorption of water, chloride ingress and permeability of water into lightweight aggregate concrete. The paramete...
Lightweight and Ultra-Lightweight Cements for Well Cementing - A Review
Lightweight and Ultra-Lightweight Cements for Well Cementing - A Review
Abstract Lost circulation is a very common and expensive problem during drilling and cementing operations in the oil and gas industry. The lost circulation problems ...

Back to Top