A simulation tool for generating multi-omics data with disease status Long Description (required) OmicsSIMLA is a simulation tool for generating multi-omics data with disease status.
Currently, OmicsSIMLA has four main modules: SeqSIMLA, pWGBSSimla, RNA-Seq, and RPPA. SeqSIMLA can simulate sequence data in families with multiple affected and unaffected siblings or unrelated case-control samples under different disease models. pWGBSSimla is a profile-based whole-genome bisulphite sequencing data simulator, which can simulate whole-genome DNA methylation (WGBS), reduced representation bisulfite sequencing (RRBS), and oxidative bisulfite sequencing (oxBS-seq) data while modeling methylation quantitative trait loci, allele-specific methylations, and differentially methylated regions. RNA-Seq uses a negative binomial distribution to simulate NGS read counts for gene expression. Finally, RPPA uses a mass-action kinetic action model to simulate protein expression data. Step 1: Use the attribute tree to add new attributes or remove pre-selected attributes to describe the simulator. Every sub-attribute is selected Not all sub-attributes are selected Fill Clear Expand Collapse Reset Summary of Proposed Changes Step 2: Review list of proposed attribute addition(s) and subtraction(s). Can't Find the Attribute You Are Looking For?
If you would like to propose an attribute that you cannot find in the tree above, or if you would like to add a clarification to one or more attributes for this simulator (e.g. a specific file format for attribute /Output/File Format/Other), please list them in the
Additional Comment box of the Submit tab. Summary of Proposed Changes Current Citations/Applications
A multi-omics data simulator for complex disease studies and its application to evaluate multi-omics data analysis methods for disease classification. Gigascience,
https://www.ncbi.nlm.nih.gov/pubmed/?term=31029063, Primary Citation