lipidr - Data Mining and Analysis of Lipidomics Datasets

lipidr an easy-to-use R package implementing a complete workflow for downstream analysis of targeted and untargeted lipidomics data. lipidomics results can be imported into lipidr as a numerical matrix or a Skyline export, allowing integration into current analysis frameworks. Data mining of lipidomics datasets is enabled through integration with Metabolomics Workbench API. lipidr allows data inspection, normalization, univariate and multivariate analysis, displaying informative visualizations. lipidr also implements a novel Lipid Set Enrichment Analysis (LSEA), harnessing molecular information such as lipid class, total chain length and unsaturation.

Last updated 24 days ago

lipidomicsmassspectrometrynormalizationqualitycontrolvisualizationbioconductor

7.26 score 29 stars 26 scripts 289 downloads

NetPathMiner - NetPathMiner for Biological Network Construction, Path Mining and Visualization

NetPathMiner is a general framework for network path mining using genome-scale networks. It constructs networks from KGML, SBML and BioPAX files, providing three network representations, metabolic, reaction and gene representations. NetPathMiner finds active paths and applies machine learning methods to summarize found paths for easy interpretation. It also provides static and interactive visualizations of networks and paths to aid manual investigation.

Last updated 24 days ago

graphandnetworkpathwaysnetworkclusteringclassification

6.45 score 7 stars 9 scripts 170 downloads