## ----knitr_options, echo=FALSE, results=FALSE--------------------------------- library(knitr) opts_chunk$set(fig.width = 12) ## ----loading, include=FALSE--------------------------------------------------- library(aSPU) ## ----loading2----------------------------------------------------------------- data(SAMD11) attach(SAMD11) ## ----ZsPsM-------------------------------------------------------------------- round(ZsM,3) PsM ## ----corM--------------------------------------------------------------------- round(corSNPM,2) round(corPheM,2) ## ----ZsPsF-------------------------------------------------------------------- round(ZsF,3) PsF ## ----corF--------------------------------------------------------------------- round(corSNPF,2) round(corPheF,2) ## ----outFZ-------------------------------------------------------------------- (outFZ <- MTaSPUsSet(ZsF, corSNP=corSNPF, corPhe = corPheF, pow=c(1,2,4,8), pow2 = c(1,2,4,8), n.perm=100, Ps=FALSE)) # available in R/aSPUc from my github #(outFZC <- MTaSPUsSetC(ZsF, corSNP=corSNPF, corPhe = corPheF, # pow=c(1,2,4,8), pow2 = c(1,2,4,8), n.perm=100, Ps=FALSE)) ## ----wrwr--------------------------------------------------------------------- #write.table(ZsF, quote=FALSE, row.names=FALSE, col.names=FALSE, file="ZsF.txt") #write.table(corPheF, quote=FALSE, row.names=FALSE, col.names=FALSE, file="corPheF.txt") #write.table(corSNPF, quote=FALSE, row.names=FALSE, col.names=FALSE, file="corSNPF.txt") ## ----outFP-------------------------------------------------------------------- (outFP <- MTaSPUsSet(PsF, corSNP=corSNPF, corPhe = corPheF, pow=c(1,2,4,8), pow2 = c(1,2,4,8), n.perm=100, Ps=TRUE)) # available in R/aSPUc from my github #(outFPC <- MTaSPUsSetC(PsF, corSNP=corSNPF, corPhe = corPheF, # pow=c(1,2,4,8), pow2 = c(1,2,4,8), n.perm=100, Ps=TRUE)) ## ----outMPZ------------------------------------------------------------------- (outMPC <- MTaSPUsSet(PsM, corSNP=corSNPM, corPhe = corPheM, pow=c(1,2,4,8), pow2 = c(1,2,4,8), n.perm=100, Ps=TRUE)) (outMZC <- MTaSPUsSet(ZsM, corSNP=corSNPM, corPhe = corPheM, pow=c(1,2,4,8), pow2 = c(1,2,4,8), n.perm=100, Ps=FALSE)) ## ----Zsmcors------------------------------------------------------------------ round(ZsM,3) round(corSNPM,2) round(corPheM,2) ## ----plots, echo=FALSE-------------------------------------------------------- plotG <- function(Ps, zlim = NULL, main = NULL, yt = NULL, title = "SNPs") { log10P <- -log(Ps,10) pos = 1:nrow(log10P) y = 1:ncol(log10P) log10P <- log10P val <- sqrt(seq(0, 1, len=251)) col <- rgb(1, rev(val), rev(val)) if(is.null(yt)) { yt = -length(pos)/15 } if(is.null(zlim)) { maxP <- max(log10P, na.rm=TRUE) zlim <- c(0, maxP) } image.plot(pos, y, log10P, xaxt="n", yaxt="n", ylab="", xlab="", zlim=zlim, col=col, mgp=c(2.6, 1, 0), bty="n", main = main ) title(xlab=title, mgp=c(1, 0, 0)) text(yt,1,"BMI", xpd = TRUE) text(yt,2,"Height", xpd = TRUE) text(yt,3,"HIP", xpd = TRUE) text(yt,4,"WC", xpd = TRUE) text(yt,5,"Weight", xpd = TRUE) text(yt,6,"WHR", xpd = TRUE) } plotLD <- function(ldmatrix, zlim = NULL, main = NULL, yt = NULL, title = "SNPs") { # log10P <- -log(Ps,10) pos = 1:nrow(ldmatrix) y = 1:ncol(ldmatrix) val <- sqrt(seq(0, 1, len=251)) col <- rgb(1, rev(val), rev(val)) if(is.null(yt)) { yt = -length(pos)/15 } if(is.null(zlim)) { maxP <- max(ldmatrix, na.rm=TRUE) zlim <- c(0, maxP) } image.plot(pos, y, ldmatrix, xaxt="n", yaxt="n", ylab="", xlab="", zlim=zlim, col=col, mgp=c(2.6, 1, 0), bty="n", main = main ) title(xlab=title, mgp=c(1, 0, 0)) title(ylab=title, mgp=c(1, 0, 0)) } ## ----plot_MGAS, echo=FALSE, fig.width=7, fig.height=7------------------------- data(someGs) par(mfrow = c(2,2)) plotG(someGs$LCORL[[1]], main = "LCORL (P-values)", zlim = c(0,18)) plotG(someGs$RASA2[[1]], main = "RASA2 (P-values)", zlim = c(0,12)) plotLD(abs(someGs$LCORL[[2]]), main = "LCORL (LDmatrix)") plotLD(abs(someGs$RASA2[[2]]), main = "RASA2 (LDmatrix)") ## ----plot_MT, echo=FALSE, fig.width=7, fig.height=7--------------------------- data(someGs) par(mfrow = c(2,2)) plotG(someGs$STK33[[1]], main = "STK33 (P-values)", zlim = c(0,12)) plotG(someGs$RPGRIP1L[[1]], main = "RPGRIP1L (P-values)", zlim = c(0,12)) plotLD(abs(someGs$STK33[[2]]), main = "STK33 (LDmatrix)") plotLD(abs(someGs$RPGRIP1L[[2]]), main = "RPGRIP1L (LDmatrix)")