#' dendrogramCreator #' #' @param bootstraps integer number of bootstraps #' @param distanceMethod distance method to use #' @param clusteringMethod clustering method to use #' @param proteinMatrix proteinMatrix , rows are samples, cols are peak intensities #' #' @return dendrogram #' @export #' idbac_dendrogram_creator <- function(bootstraps = 0L, distanceMethod, clusteringMethod, proteinMatrix){ createHclustObject <- function(x){ x <- distMatrix(data = x, method = distanceMethod) stats::hclust(x, method = clusteringMethod) } if (is.numeric(bootstraps)) { if ((bootstraps > 1) & (bootstraps < 1000)) { bootstraps <- bootstrap(proteinMatrix, fun = createHclustObject, n = bootstraps) } } distance_matrix <- distMatrix(data = proteinMatrix, method = distanceMethod) dend <- stats::hclust(distance_matrix, method = clusteringMethod) dend <- stats::as.dendrogram(dend) return(list(dendrogram = dend, bootstraps = bootstraps, distance = distance_matrix)) }