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Type 'q()' to quit R. > # Test DRomics on datasets without replicates and without control data > library(DRomics) Loading required package: limma Loading required package: DESeq2 Loading required package: S4Vectors Loading required package: stats4 Loading required package: BiocGenerics Attaching package: 'BiocGenerics' The following object is masked from 'package:limma': plotMA The following objects are masked from 'package:stats': IQR, mad, sd, var, xtabs The following objects are masked from 'package:base': Filter, Find, Map, Position, Reduce, anyDuplicated, aperm, append, as.data.frame, basename, cbind, colnames, dirname, do.call, duplicated, eval, evalq, get, grep, grepl, intersect, is.unsorted, lapply, mapply, match, mget, order, paste, pmax, pmax.int, pmin, pmin.int, rank, rbind, rownames, sapply, setdiff, table, tapply, union, unique, unsplit, which.max, which.min Attaching package: 'S4Vectors' The following object is masked from 'package:utils': findMatches The following objects are masked from 'package:base': I, expand.grid, unname Loading required package: IRanges Attaching package: 'IRanges' The following object is masked from 'package:grDevices': windows Loading required package: GenomicRanges Loading required package: GenomeInfoDb Loading required package: SummarizedExperiment Loading required package: MatrixGenerics Loading required package: matrixStats Attaching package: 'MatrixGenerics' The following objects are masked from 'package:matrixStats': colAlls, colAnyNAs, colAnys, colAvgsPerRowSet, colCollapse, colCounts, colCummaxs, colCummins, colCumprods, colCumsums, colDiffs, colIQRDiffs, colIQRs, colLogSumExps, colMadDiffs, colMads, colMaxs, colMeans2, colMedians, colMins, colOrderStats, colProds, colQuantiles, colRanges, colRanks, colSdDiffs, colSds, colSums2, colTabulates, colVarDiffs, colVars, colWeightedMads, colWeightedMeans, colWeightedMedians, colWeightedSds, colWeightedVars, rowAlls, rowAnyNAs, rowAnys, rowAvgsPerColSet, rowCollapse, rowCounts, rowCummaxs, rowCummins, rowCumprods, rowCumsums, rowDiffs, rowIQRDiffs, rowIQRs, rowLogSumExps, rowMadDiffs, rowMads, rowMaxs, rowMeans2, rowMedians, rowMins, rowOrderStats, rowProds, rowQuantiles, rowRanges, rowRanks, rowSdDiffs, rowSds, rowSums2, rowTabulates, rowVarDiffs, rowVars, rowWeightedMads, rowWeightedMeans, rowWeightedMedians, rowWeightedSds, rowWeightedVars Loading required package: Biobase Welcome to Bioconductor Vignettes contain introductory material; view with 'browseVignettes()'. To cite Bioconductor, see 'citation("Biobase")', and for packages 'citation("pkgname")'. Attaching package: 'Biobase' The following object is masked from 'package:MatrixGenerics': rowMedians The following objects are masked from 'package:matrixStats': anyMissing, rowMedians DRomics has been loaded. !!!! IMPORTANT CHANGES IN DEFAULT PLOT ARGUMENTS !!!! Now all the plot functions use by default a log10 scale for dose and BMD values, except curvesplot(), for which the use of a dose log scale requires the specification by the user of a non null minimal value (xmin). We also put the default value of the argument scaling at TRUE in curvesplot() and bmdplotwithgradient(), to focus on shapes of dose-responses rather than on their amplitude. > visualize <- FALSE # put to TRUE for a manual check of plots > niterboot <- 25 > # niterboot <- 250 > > if (visualize) + { + datafilename <- system.file("extdata", "insitu_RNAseq_sample.txt", package="DRomics") + (o <- RNAseqdata(datafilename, backgrounddose = 2e-2, transfo.method = "vst")) + # (o <- RNAseqdata(datafilename, backgrounddose = 2e-2, transfo.method = "rlog")) + (s <- itemselect(o)) + # (s <- itemselect(o, select.method = "ANOVA")) # should stop + (f <- drcfit(s)) + (fbis <- drcfit(s, enablesfequal0inGP = FALSE, + enablesfequal0inLGP = FALSE, + preventsfitsoutofrange = FALSE)) + # Focus on eliminated curves (peak out of range) + (idnotinf <- fbis$fitres$id[!(fbis$fitres$id %in% f$fitres$id)]) + plot(fbis, items = idnotinf, dose_log_transfo = TRUE) + plot(fbis, items = idnotinf, dose_log_transfo = FALSE) + + # Focus on simplified biphasic models in monotonic models + (id2explore <- f$fitres$id[f$fitres$model %in% c("Gauss-probit", "log-Gauss-probit") & + f$fitres$f == 0]) + f$fitres[f$fitres$id %in% id2explore, ] + plot(f, items = id2explore, dose_log_transfo = TRUE) + plot(fbis, items = id2explore, dose_log_transfo = TRUE) + plot(f, items = id2explore, dose_log_transfo = FALSE) + plot(fbis, items = id2explore, dose_log_transfo = FALSE) + + (r <- bmdcalc(f)) + (rbis <- bmdcalc(fbis)) + b <- bmdboot(r, niter = niterboot) + bbis <- bmdboot(rbis, niter = niterboot) + + plot(f , items = id2explore, + BMDoutput = b, dose_log_transfo = TRUE) + plot(fbis , items = id2explore, + BMDoutput = bbis, dose_log_transfo = TRUE) + + } > > proc.time() user system elapsed 8.81 0.76 9.59