## ---- foo,cache = false,include = false,echo = false = false ----库(qvalue)选项(keep.source = true,width = 48)foo <-packageScription(“ qvalue”)##----citingqvalue, eval=FALSE----------------- # citation("qvalue") ## ----help_qvalue---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------库(Qvalue)数据(Hedenfalk)PVALUE <-Hedenfalk $ p qobj <-qvalue(p = pvalues)## --------------------------------------------------------------------------------------------库(Qvalue)数据(Hedenfalk)obs_stats <-hedenfalk $ stat null_stats <-hedenfalk $ stat00pvalues <-emppvals(stat = obs_stats,stat0 = null_stats)qobj <-qvalue(p = pvalues)## --------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------.-------- QVALUE <-QOBJ $ QVALUES PI0 <-QOBJ $ PI0 lfdr <-QOBJ $ LFDR ## ---- QUICT_SUMVIZ,eart eval = false = false ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------#summary(qobj)#hist(qobj)#plot(qobj)## ------------------------------------------------------------------------------------------------------------------数据(hedenfalk)名称(Hedenfalk)## ---- obsnullstat,deverson =“ load_qvalue” ------- null_stats <-hedenfalk $ stat0 obs_stats <- hedenfalk$stat pvalues <- empPvals(stat = obs_stats, stat0 = null_stats, pool = FALSE) ## ----pvalue_hist2, dependson=c("load_qvalue", "quick_p"), fig.height=3,图width = 5 ---- hist(Hedenfalk $ p,nclass = 20)## ----------------------------------------------------------------------------,图Width = 5 ---- set.seed(478)p2 = c(hedenfalk $ p,(runif(450,min = 0.7,max = 1))^(0.33))) hist(somethingsWrong$p, nclass=20, main="Problematic p-values", xlab="intentionally bad, simulated p-values") ## ----run_qvalue, dependson="load_qvalue"------ qobj <- qvalue(p = hedenfalk$p) ## ----outNames, dependson="run_qvalue"--------- names(qobj) ## ----summary_qvalue, dependson="run_qvalue"---- summary(qobj) ## ----pi0, dependson="run_qvalue"-------------- pi0 <- qobj$pi0 ## ----pi0est,dependson="load_qvalue"---------- pi0 <- pi0est(p = hedenfalk$p, lambda = seq(0.1, 0.9, 0.1), pi0.method = "smoother" ) names(pi0) ##------- QVALUE_EXT,DIDERSON =“ RUN_QVALUE”,无花果。## ---- fdrlevel,divedson =“ run_qvalue”,eval = false = false ----#qobj_fdrlevel <-qvalue(p = hedenfalk $ p,fdr.level = 0.1)#qobj $,divedson =“ run_qvalue” ------------------------------------------------------------------------------------------------------------------------------- lfdr(p = hedenfalk$p) ## ----plot_qobj, dependson=c("load_qvalue", "run_qvalue"), fig.width='\textwidth'---- plot(qobj) ## ----hist_qobj, dependson=c("load_qvalue", "run_qvalue"), fig.width='\textwidth'---- hist(qobj)