Published by the Foundation for Open Access Statistics
Editors-in-chief: Bettina Grün, Edzer Pebesma & Achim Zeileis    ISSN 1548-7660; CODEN JSSOBK
grofit: Fitting Biological Growth Curves with R | Kahm | Journal of Statistical Software
Authors: Matthias Kahm, Guido Hasenbrink, Hella Lichtenberg-Fraté, Jost Ludwig, Maik Kschischo
Title: grofit: Fitting Biological Growth Curves with R
Abstract: The grofit package was developed to fit many growth curves obtained under different conditions in order to derive a conclusive dose-response curve, for instance for a compound that potentially affects growth. grofit fits data to different parametric models and in addition provides a model free spline method to circumvent systematic errors that might occur within application of parametric methods. This amendment increases the reliability of the characteristic parameters (e.g.,lag phase, maximal growth rate, stationary phase) derived from a single growth curve. By relating obtained parameters to the respective condition (e.g.,concentration of a compound) a dose response curve can be derived that enables the calculation of descriptive pharma-/toxicological values like half maximum effective concentration (EC50). Bootstrap and cross-validation techniques are used for estimating confidence intervals of all derived parameters.

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Paper: grofit: Fitting Biological Growth Curves with R     Download PDF (Downloads: 30475)
grofit_1.0.tar.gz: R source package Download (Downloads: 886; 562KB)
v33i07.R: R example code from the paper Download (Downloads: 994; 2KB)

DOI: 10.18637/jss.v033.i07

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Paper: Creative Commons Attribution 3.0 Unported License
Code: GNU General Public License (at least one of version 2 or version 3) or a GPL-compatible license.