\name{ROC} \alias{ROC} \alias{ROC,cellHTS-method} %\alias{plot,ROC-method} \alias{plot,ROC,missing-method} \alias{lines,ROC-method} \title{Creates an object of class "ROC" which can be plotted as a ROC curve} \description{ The function \code{ROC} construct an object of S4 class \code{\linkS4class{ROC}}, which represents a receiver-operator-characteristic curve, from the data of the annotated positive and negative controls in a scored \code{\linkS4class{cellHTS}} object. } \usage{ \S4method{ROC}{cellHTS}(object, positives, negatives) \S4method{plot}{ROC,missing}(x, col="darkblue", type="l", main = "ROC curve", \dots) \S4method{lines}{ROC}(x, \dots) } \arguments{ \item{object}{a \code{\linkS4class{cellHTS}} object which replicate data have already been scored and summarized (see details).} \item{positives}{a list or vector of regular expressions specifying the name of the positive control(s). See the details for the argument \code{posControls} of \code{writeReport} function. The default is \code{"^pos$"}.} \item{negatives}{a vector of regular expressions specifying the name of the negative control(s). See the details for the argument \code{negControls} of \code{writeReport} function. The default is \code{"^neg$"}.} \item{x}{a \code{\linkS4class{ROC}} object obtained using function \code{ROC}.} \item{col}{the graphical parameter for color; see \code{\link{par}} for details.} \item{type}{the graphical parameter giving the type of plot desired; see \code{\link{par}} for details.} \item{main}{the graphical parameter giving the desired title of plot; see \code{\link{par}} for details.} \item{\dots}{other graphical parameters as in \code{\link{par}} may be also passed as arguments.} } \details{ The \code{\linkS4class{cellHTS}} object \code{object} must be already scored (\code{state(object)["scored"]=TRUE}), and selection proceeds from large to small values of this single per-probe score. Furthermore, \code{object} is expected to contain positive and negative controls annotated in the column \code{controlStatus} of the \code{featureData} slot - which can be accessed via \code{wellAnno(object)}. The arguments \code{positives} and \code{negatives} should be given as regular expression patterns specifying the name of the positive(s) and negative(s) controls, respectivey. By default, if \code{positives} is not given, \emph{pos} will be taken as the name for the wells containing positive controls. Similarly, if \code{negatives} is missing, by default \emph{neg} will be considered as the name used to annotate the negative controls. The content of \code{posControls} and \code{negControls} are passed to \code{\link[base:grep]{regexpr}} for pattern matching within the well annotation (see examples for \code{\link[cellHTS2:summarizeChannels]{summarizeChannels}}). If the assay is a two-way experiment, \code{positives} should be a list with components \code{act} and \code{inh}, specifying the name of the activators, and inhibitors, respectively. In this case, the ROC curve is constructed based on the absolute values of \code{Data(object)}.} \value{An S4 object of class \code{\linkS4class{ROC}}. There are methods \code{show}, \code{plot} and \code{lines}. } \author{Ligia P. Bras \email{ligia@ebi.ac.uk}} \examples{ data(KcViabSmall) x <- normalizePlates(KcViabSmall, scale="multiplicative", log=FALSE, method="median", varianceAdjust="byExperiment") x <- scoreReplicates(x, sign="-", method="zscore") x <- summarizeReplicates(x, summary="mean") y <- ROC(x) plot(y) lines(y, col="green") show(y) } \keyword{univar}