\name{compensation-class} \docType{class} \alias{compensation-class} \alias{compensation} \alias{identifier,compensation-method} \alias{parameters,compensation-method} \alias{identifier<-,compensation,character-method} \alias{show,compensation-method} \alias{compensate} \title{Class "compensation"} \description{ Class and methods to compensate for spillover between channels by applying a spillover matrix to a \code{flowSet} or a \code{flowFrame} assuming a simple linear combination of values. } \section{Objects from the Class}{ Objects should be created using the constructor \code{compensation()}. See the \code{Usage} and \code{Arguments} sections for details. } \section{Slots}{ \describe{ \item{\code{spillover}:}{Object of class \code{matrix}; the spillover matrix. } \item{\code{compensationId}:}{Object of class \code{character}. An identifier for the object. } \item{\code{parameters}:}{Object of class \code{parameters}. The flow parameters for which the compensation is defined. This can also be objects of class \code{\linkS4class{transform}}, in which case the compensation is performed on the compensated parameters.} } } \usage{ compensation(\dots, spillover, compensationId="defaultCompensation") compensate(x, spillover, \dots) } \arguments{ \item{spillover}{ The spillover or compensation matrix. } \item{compensationId}{ The identifier for the compensation object. } \item{x}{ An object of class \code{\linkS4class{flowFrame}} or \code{\linkS4class{flowSet}}. } \item{\dots}{Further arguments. The constructor is designed to be useful in both programmatic and interactive settings, and \dots serves as a container for possible arguments. The following combinations of values are allowed: Elements in \dots are \code{character} scalars of parameter names or \code{\linkS4class{transform}} objects and the colnames in \code{spillover} match to these parameter names. The first element in \dots is a \code{character} vector of parameter names or a list of \code{character} scalars or \code{\linkS4class{transform}} objects and the colnames in \code{spillover} match to these parameter names. Argument \code{spillover} is missing and the first element in \dots is a \code{matrix}, in which case it is assumed to be the spillover matrix. \dots is missing, in which case all parameter names are taken from the colnames of \code{spillover}. } } \value{ A \code{compensation} object for the constructor. A \code{\linkS4class{flowFrame}} or \code{\linkS4class{flowSet}} for the \code{compensate} methods. } \section{Methods}{ \describe{ \item{compensate}{\code{signature(x = "flowFrame", spillover = "compensation")}: Apply the compensation defined in a \code{compensation} object on a \code{\linkS4class{flowFrame}}. This returns a compensated \code{flowFrame}. \emph{Usage:} \code{ compensate(flowFrame, compensation)} } \item{compensate}{\code{signature(x = "flowFrame", spillover = "matrix")}: Apply a compensation matrix to a \code{\linkS4class{flowFrame}}. This returns a compensated \code{flowFrame}. \emph{Usage:} \code{ compensate(flowFrame, matrix)} } \item{compensate}{\code{signature(x = "flowFrame", spillover = "data.frame")}:Try to coerce the \code{data.frame} to a \code{matrix} and apply that to a \code{\linkS4class{flowFrame}}. This returns a compensated \code{flowFrame}. \emph{Usage:} \code{ compensate(flowFrame, data.frame)} } \item{identifier, identifier<-}{\code{signature(object = "compensation")}: Accessor and replacement methods for the \code{compensationId} slot. \emph{Usage:} \code{ identifier(compensation)} \code{ identifier(compensation) <- value} } \item{parameters}{\code{signature(object = "compensation")}: Get the parameter names of the \code{compensation} object. This method also tries to resolve all \code{\link[flowCore:transform-class]{transforms}} and \code{\link[flowCore:transformReference-class]{transformReferences}} before returning the parameters as character vectors. Unresolvable references return \code{NA}. \emph{Usage:} \code{ parameters(compensation)} } \item{show}{\code{signature(object = "compensation")}: Print details about the object. \emph{Usage:} This method is automatically called when the object is printed on the screen. } } } \details{ The essential premise of compensation is that some fluorochromes may register signals in detectors that do not correspond to their primary detector (usually a photomultiplier tube). To compensate for this fact, some sort of standard is used to obtain the background signal (no dye) and the amount of signal on secondary channels for each fluorochrome relative to the signal on their primary channel. To calculate the spillover percentage we use either the mean or the median (more often the latter) of the secondary signal minus the background signal for each dye to obtain \code{n} by \code{n} matrix, \code{S}, of so-called spillover values, expressed as a percentage of the primary channel. The observed values are then considered to be a linear combination of the true fluorescence and the spillover from each other channel so we can obtain the true values by simply multiplying by the inverse of the spillover matrix. The spillover matrix can be obtained through several means. Some flow cytometers provide a spillover matrix calculated during acquisition, possibly by the operator, that is made available in the metadata of the flowFrame. While there is a theoretical standard keyword \code{\$SPILL} it can also be found in the \code{SPILLOVER} or \code{SPILL} keyword depending on the cytometry. More commonly the spillover matrix is calculated using a series of compensation cells or beads collected before the experiment. If you have set of FCS files with one file per fluorochrome as well as an unstained FCS file you can use the \code{\link[flowCore:spillover-flowSet]{spillover}} method for \code{\link[flowCore:flowSet-class]{flowSets}} to automatically calculate a spillover matrix. The \code{compensation} class is essentially a wrapper around a \code{matrix} that allows for transformed parameters and method dispatch. } \seealso{ \code{\link[flowCore:spillover-flowSet]{spillover}} } \author{F.Hahne, B. Ellis, N. Le Meur} \examples{ ## Read sample data and a sample spillover matrix samp <- read.flowSet(path=system.file("extdata", "compdata", "data", package="flowCore")) cfile <- system.file("extdata","compdata","compmatrix", package="flowCore") comp.mat <- read.table(cfile, header=TRUE, skip=2, check.names = FALSE) comp.mat ## compensate using the spillover matrix directly summary(samp) samp <- compensate(samp, comp.mat) summary(samp) ## create a compensation object and compensate using that comp <- compensation(comp.mat) compensate(samp, comp) } \keyword{methods} \keyword{classes}