#' @title Creates a server-side Survival object. This is used as a response variable in
#' in survival models and Cox proportional hazards models.
#' @description Creates a server side Survival object of type survival::Surv()
#' @details This is a function that Creates a server side Survival object of type
#' survival::Surv(). This can be used to perform survival analysis using the Cox
#' proportional hazards model.
#'
#' Server function called: \code{SurvDS}.
#'
#' @param time character string
#' specifying the server-side start time or follow up timeparameter that has the
#' start time element or follow-up time for survival analysis.
#' @param event character string of name of server side event parameter for
#' use in survival analysis
#' @param time2 character string
#' specifying the server-side stop time parameter that has the stop time element for survival analysis.
#' For more information see \strong{Details}.
#' @param type character string specifying the type of censoring. Possible values are "right", "left",
#' "counting", "interval", "interval2", or "mstate"
#' @param origin numeric, used for counting process data and is the hazard function origin.
#' The origin parameter is used with time-dependent strata in order to align the subjects
#' properly when they cross over from one strata to another. This parameter has rarely
#' proven useful.
#' @param objectname character string of name of new server-side object which will
#' store object of class survival::Surv()
#' @param datasources a list of \code{\link{DSConnection-class}} objects obtained after login.
#' If the \code{datasources} argument is not specified
#' the default set of connections will be used: see \code{\link{datashield.connections_default}}.
#' @return \code{SurvDS} returns to the client-side a Surv() obejct for use in
#' the Cox proportional hazards model
#' @author Soumya Banerjee and Tom Bishop, 2021
#' @examples
#' \dontrun{
#'
#' ## Version 1.0.0
#'
#' # connecting to the Opal servers
#'
#' require('DSI')
#' require('DSOpal')
#' require('dsBaseClient')
#'
#' builder <- DSI::newDSLoginBuilder()
#' builder$append(server = "study1",
#' url = "http://192.168.56.100:8080/",
#' user = "administrator", password = "datashield_test&",
#' table = "SURVIVAL.EXPAND_NO_MISSING1", driver = "OpalDriver")
#' builder$append(server = "study2",
#' url = "http://192.168.56.100:8080/",
#' user = "administrator", password = "datashield_test&",
#' table = "SURVIVAL.EXPAND_NO_MISSING2", driver = "OpalDriver")
#' builder$append(server = "study3",
#' url = "http://192.168.56.100:8080/",
#' user = "administrator", password = "datashield_test&",
#' table = "SURVIVAL.EXPAND_NO_MISSING3", driver = "OpalDriver")
#' logindata <- builder$build()
#'
#' connections <- DSI::datashield.login(logins = logindata, assign = TRUE, symbol = "D")
#'
#' # make sure that the outcome is numeric
#' ds.asNumeric(x.name = "D$cens",
#' newobj = "EVENT",
#' datasources = connections)
#'
#' ds.asNumeric(x.name = "D$survtime",
#' newobj = "SURVTIME",
#' datasources = connections)
#'
#' # create start time variable
#' ds.asNumeric(x.name = "D$starttime",
#' newobj = "STARTTIME",
#' datasources = connections)
#'
#' # create end time variable
#' ds.asNumeric(x.name = "D$endtime",
#' newobj = "ENDTIME",
#' datasources = connections)
#'
#' # create a server-side survival object
#' dsSurvivalClient::ds.Surv(time='STARTTIME', time2='ENDTIME',
#' event = 'EVENT', objectname='surv_object')
#'
#' # create a Cox proportional hazards model using the created survival object
#' dsSurvivalClient::ds.coxph.SLMA(formula = 'surv_object~D$age+D$female')
#'
#' # clear the Datashield R sessions and logout
#' datashield.logout(connections)
#' }
#'
#' @export
ds.Surv <- function(time = NULL,
event = NULL,
time2 = NULL,
type = NULL, # c('right', 'left', 'interval', 'counting', 'interval2', 'mstate'),
origin = 0, # NULL,
objectname = NULL,
datasources = NULL)
{
# look for DS connections
# if one not provided then get current
if(is.null(datasources))
{
datasources <- DSI::datashield.connections_find()
}
# if the argument 'event' is set, check that the data frame is defined (i.e. exists) on the server site
if(!(is.null(event)))
{
# TODO: cannot find function isDefined but is is inds.glmerSLMA
# defined <- isDefined(datasources, event)
}
# verify that 'time' was set
if(is.null(time))
{
stop(" Please provide a valid survival start time or follow-up time parameter", call.=FALSE)
}
# verify that 'stop' was set
#if(is.null(stop))
#{
# stop(" Please provide a valid survival stop time parameter", call.=FALSE)
#}
# verify that 'event' was set
if(is.null(event))
{
stop(" Please provide a valid survival event parameter", call.=FALSE)
}
# verify that 'objectname' was set
if(is.null(objectname))
{
stop(" Please provide a valid objectname to store the server-side survival::Surv() object", call.=FALSE)
}
# call the server side function
calltext <- call("SurvDS", time, time2, event, type, origin) # SurvDS
# call aggregate function
output <- DSI::datashield.assign(conns = datasources, value = calltext, symbol = objectname) # 'surv_object')
# return summary of coxph model
# output <- NULL
return(output)
}
#ds.Surv
Add the following code to your website.
For more information on customizing the embed code, read Embedding Snippets.