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DRomics (version 1.0-2)

Dose Response for Omics

Description

Several functions are provided for dose-response (or concentration-response) characterization from omics data. 'DRomics' is especially dedicated to omics data obtained using a typical dose-response design, favoring a great number of tested doses (or concentrations, at least 6, and the more the better) rather than a great number of replicates (no need of three replicates). 'DRomics' provides functions 1) to check and normalize data, 2) to select monotonic or biphasic significantly responding items (e.g. probes, metabolites), 3) to choose the best-fit model among a predefined family of monotonic and biphasic models to describe each selected item 4) to derive a benchmark dose or concentration and a typology of response from each fitted curve. In the available version data are supposed to be single-channel microarray data transformed in log2, or another type of data that can be directly fitted by least-square regression without any normalization step. In the future this tool will also be able to process RNA-seq data. For further details see Larras et al (2018) .

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Version

Install

install.packages('DRomics')

Monthly Downloads

392

Version

1.0-2

License

GPL (>= 2)

Maintainer

Aurélie Siberchicot

Last Published

January 16th, 2019

Functions in DRomics (1.0-2)

bmdcalc

Computation of benchmark doses for responsive items
omicdata

Import, check and normalization of omics data
itemselect

Selection of significantly responsive items
DRomics-package

Overview of the DRomics package
drcfit

Dose response modelling for responsive items