Commit 5ddd61bf authored by Kosmas Hench's avatar Kosmas Hench

update figure documentation

parent 4a40cb84
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se <- function(x){
x2 <- x[!is.na(x)]
return(sd(x2)/sqrt(length(x2)))}
trplot <- function(sel){
files <- c("global","boc","bel","hon","pue","nig","uni","nig-pue","nig-uni","pue-uni")
data <- read.csv(paste('../../2_output/08_popGen/07_LD/',files[sel],'-10000-bins.txt',sep=''),sep='\t')
message(files[sel])
s1=17620000;s2=19910000;s3=21960000;s4=22320000;
e2=20660000;e3=22460000;
stp=20000;
l1=500000;l2=750000;l3=500000;l4=500000
scling <- c(-s1,-s2+(l1+stp),-s3+(l1+l2+2*stp),-s4+(l1+l2+l3+(stp*3)))
dt <- data %>% mutate(miX = floor(Mx/10000),miY=floor(My/10000))
genes <- data.frame(start=c(17871610,20186151,22225149,22553187,22556763,22561894,22573388),
end=c(17873915,20347811,22228342,22555052,22559742,22566321,22575503),
sclr=c(1,2,3,4,4,4,4),
LG=c("LG09","LG12-1","LG12-2","LG17","LG17","LG17","LG17"),
name=c("sox10",'casz1',"hoxc13a","sws2a\u03B1","sws2a\u03B2","sws2b","lws"))
genes <- genes %>% mutate(Nx1 = (start+scling[sclr])/10000,Nx2 = (end+scling[sclr])/10000,
labPOS = (Nx1+Nx2)/2)
genes$labPOS[genes$name %in% c("sws2a\u03B1","sws2a\u03B2","sws2b","lws")] <- genes$labPOS[genes$name %in% c("sws2a\u03B1","sws2a\u03B2","sws2b","lws")]+c(-16,-1,12,20)
GZrS <- 40000;GZrS2 <- 20000; #gene zoom offset
BS <- c(-5,5,-4,3,-8,8,-20,-10,-6,5,7,16,17,22)*10000 # Backshifter for gene zoom
GZdf <- data.frame(x=c(genes$start[1],genes$end[1],genes$end[1]+GZrS+BS[1],genes$start[1]+GZrS+BS[2],genes$start[1],
genes$start[2],genes$end[2],genes$end[2]+GZrS+BS[3],genes$start[2]+GZrS+BS[4],genes$start[2],
genes$start[3],genes$end[3],genes$end[3]+GZrS+BS[5],genes$start[3]+GZrS+BS[6],genes$start[3],
genes$start[4],genes$end[4],genes$end[4]+GZrS+BS[7],genes$start[4]+GZrS+BS[8],genes$start[4],
genes$start[5],genes$end[5],genes$end[5]+GZrS+BS[9],genes$start[5]+GZrS+BS[10],genes$start[5],
genes$start[6],genes$end[6],genes$end[6]+GZrS+BS[11],genes$start[6]+GZrS+BS[12],genes$start[6],
genes$start[7],genes$end[7],genes$end[7]+GZrS+BS[13],genes$start[7]+GZrS+BS[14],genes$start[7])+GZrS2,
y=c(genes$start[1],genes$end[1],genes$end[1]-GZrS+BS[1],genes$start[1]-GZrS+BS[2],genes$start[1],
genes$start[2],genes$end[2],genes$end[2]-GZrS+BS[3],genes$start[2]-GZrS+BS[4],genes$start[2],
genes$start[3],genes$end[3],genes$end[3]-GZrS+BS[5],genes$start[3]-GZrS+BS[6],genes$start[3],
genes$start[4],genes$end[4],genes$end[4]-GZrS+BS[7],genes$start[4]-GZrS+BS[8],genes$start[4],
genes$start[5],genes$end[5],genes$end[5]-GZrS+BS[9],genes$start[5]-GZrS+BS[10],genes$start[5],
genes$start[6],genes$end[6],genes$end[6]-GZrS+BS[11],genes$start[6]-GZrS+BS[12],genes$start[6],
genes$start[7],genes$end[7],genes$end[7]-GZrS+BS[13],genes$start[7]-GZrS+BS[14],genes$start[7])-GZrS2,
grp=rep(letters[1:7],each=5)) %>%
mutate(sclr=rep(c(1,2,3,4,4,4,4),each=5),
Nx1 = (x+scling[sclr])/10000,
Nx2 = (y+scling[sclr])/10000)
clr = c(viridis::inferno(5)[c(1,1:5)])
Gcol <- '#3bb33b'
Zcol = rgb(.94,.94,.94)
DG <- rgb(.4,.4,.4)
LGoffset <- 15
GLABoffset <- 8
if(sel %in% c(1,8)){
rS <- 100000 # width of grey annotation band
zmRange <- data.frame(x=c(s1,s1+l1,s1+l1+rS,s1+rS,s1,
s2,s2+l2,s2+l2+rS,s2+rS,s2,
s3,s3+l3,s3+l3+rS,s3+rS,s3,
s4,s4+l4,s4+l4+rS,s4+rS,s4),
y=c(s1,s1+l1,s1+l1-rS,s1-rS,s1,
s2,s2+l2,s2+l2-rS,s2-rS,s2,
s3,s3+l3,s3+l3-rS,s3-rS,s3,
s4,s4+l4,s4+l4-rS,s4-rS,s4),
grp=rep(letters[1:4],each=5)) %>%
mutate(sclr=rep(1:4,each=5),
Nx1 = (x+scling[sclr])/10000-1,
Nx2 = (y+scling[sclr])/10000)
rS2 <- .75*rS
zmRange2 <- data.frame(x=c(s1,s1+l1,s1+l1+rS2,s1+rS2,s1,
s2,s2+l2,s2+l2+rS2,s2+rS2,s2,
s3,s3+l3,s3+l3+rS2,s3+rS2,s3,
s4,s4+l4,s4+l4+rS2,s4+rS2,s4),
y=c(s1,s1+l1,s1+l1-rS2,s1-rS2,s1,
s2,s2+l2,s2+l2-rS2,s2-rS2,s2,
s3,s3+l3,s3+l3-rS2,s3-rS2,s3,
s4,s4+l4,s4+l4-rS2,s4-rS2,s4),
grp=rep(letters[1:4],each=5)) %>%
mutate(sclr=rep(1:4,each=5),
Nx1 = (x+scling[sclr])/10000-1,
Nx2 = (y+scling[sclr])/10000)
rS3 <- .07*rS
zmRange3 <- data.frame(x=c(s1,s1+l1,s1+l1+rS3,s1+rS3,s1,
s2,s2+l2,s2+l2+rS3,s2+rS3,s2,
s3,s3+l3,s3+l3+rS3,s3+rS3,s3,
s4,s4+l4,s4+l4+rS3,s4+rS3,s4),
y=c(s1,s1+l1,s1+l1-rS3,s1-rS3,s1,
s2,s2+l2,s2+l2-rS3,s2-rS3,s2,
s3,s3+l3,s3+l3-rS3,s3-rS3,s3,
s4,s4+l4,s4+l4-rS3,s4-rS3,s4),
grp=rep(letters[1:4],each=5)) %>%
mutate(sclr=rep(1:4,each=5),
Nx1 = (x+scling[sclr])/10000-1,
Nx2 = (y+scling[sclr])/10000)
zmLab <- data.frame(x=c(s1+.5*l1,s2+.5*l2,s3+.5*l3,s4+.5*l4),
label=c('LG09 (A)','LG12 (B)','LG12 (C)','LG17 (D)')) %>%
mutate(sclr=1:4, Nx= (x+scling[sclr])/10000)
zmEND <- data.frame(x=c(s1,s1+l1,
s2,s2+l2,
s3,s3+l3,
s4,s4+l4)) %>%
mutate(sclr=rep(1:4,each=2),
Nx = ((x+scling[sclr])/10000)+rep(c(2.5,-4),4),
label=round((x/1000000),2))
textSCALE1 <- c(1.8,rep(NA,6),.7)
textSCALE2 <- c(2,rep(NA,6),1)
textSCALE3 <- c(3.5,rep(NA,6),1.75)
p1 <- ggplot(dt %>% filter(!is.na(Mval)),aes(fill=Mval))+
coord_equal()+
geom_polygon(inherit.aes = F,data=zmRange,
aes(x=Nx1+1,y=Nx2-1,group=grp),fill='lightgray')+
geom_polygon(inherit.aes = F,data=zmRange2,
aes(x=Nx1+11,y=Nx2-11,group=grp),fill=DG)+
geom_polygon(inherit.aes = F,data=zmRange3,
aes(x=Nx1+1.1,y=Nx2-1.1,group=grp),fill=DG)+
geom_polygon(inherit.aes = F,data=GZdf,
aes(x=Nx1,y=Nx2,group=grp),fill=Zcol)+
geom_segment(inherit.aes = F,data=genes,
aes(x=Nx1+1,y=Nx1-1,xend=Nx2+1,yend=Nx2-1),
col=Gcol,size=1.5)+
geom_tile(aes(x=miX,y=miY))+
geom_text(inherit.aes = F,data=zmEND,
aes(x=Nx+LGoffset,y=Nx-LGoffset,label=paste(label,'\n(Mb)')),
angle=45,size=textSCALE1[sel])+
geom_text(inherit.aes = F,data=genes,
aes(x=labPOS+GLABoffset,y=labPOS-GLABoffset,label=name),
angle=-45,fontface='italic',size=textSCALE2[sel])+
geom_text(inherit.aes = F,data=zmLab,
aes(x=Nx+LGoffset-.8,y=Nx-LGoffset+.8,label=label),
angle=-45,fontface='bold',size=textSCALE3[sel],col='white')+
scale_x_continuous(expand=c(0,0))+
scale_y_continuous(expand=c(0,0),
trans = 'reverse')+
scale_fill_gradientn(name=expression(bar(r^2)),colours=clr,
values=rescale(c(1,.08,.03,.015,.01,0)),
limits=c(0,1),guide = 'legend',breaks=c(0,.005,.01,.02,.03,.1,1))+
theme_void()+
theme(legend.position = c(.7,.75),legend.direction = 'vertical')
} else {
p1 <- ggplot(dt %>% filter(!is.na(Mval)),aes(fill=Mval))+
coord_equal()+
geom_segment(inherit.aes = F,data=genes,
aes(x=Nx1+1.5,y=Nx1-1.5,xend=Nx2+1.5,yend=Nx2-1.5),
col=Gcol,size=1)+
geom_tile(aes(x=miX,y=miY))+
scale_x_continuous(expand=c(0,0))+
scale_y_continuous(expand=c(0,0),
trans = 'reverse')+
scale_fill_gradientn(name=expression(bar(r^2)),colours=clr,
values=rescale(c(1,.08,.03,.015,.01,0)),
limits=c(0,1),guide = 'legend',breaks=c(0,.005,.01,.02,.03,.1,1))+
theme_void()+
theme(legend.position = c(.7,.75),legend.direction = 'vertical')
}
return(p1)
}
\ No newline at end of file
BW <- read.csv('../../2_output/08_popGen/07_LD/subsets/glob_between.interchrom.hap.ld',sep='\t') %>%
select(R.2) %>%
mutate(type='Global',run='Global')
for(j in 1:6){
flS <- c("boc","bel","hon","pue","nig","uni")
flL <- c("Panana","Belize","Honduras","H. puella","H. nigricans","H. unicolor")
flT <- c(rep('Geo',3),rep('Spec',3))
k <- flS[j]
q <- flL[j]
u <- flT[j]
print(j)
BW <- BW %>%
rbind(.,(read.csv(paste('../../2_output/08_popGen/07_LD/subsets/glob_between.',k,'.interchrom.hap.ld',sep=''),
sep='\t') %>%
select(R.2) %>%
mutate(type=u,run=q)))
}
BW$run <- factor(BW$run,levels=c('Global',"Panana","Belize","Honduras",
"H. nigricans","H. puella","H. unicolor"))
dt2 <- BW %>%
group_by(run) %>%
summarise(meanR2=mean(R.2,na.rm = T),medR2=median(R.2,na.rm = T)) %>%
gather(key = 'type',value = 'val',2:3)
BC <-rgb(.7,.7,.7)
clr <-colorRampPalette(colors = c('white',BC,'black'))(8)
pBOX <- ggplot(BW,aes(x=run,y=R.2))+
geom_boxplot(fill=BC,width=.7,outlier.size = .1)+
coord_fixed(ylim=c(0,.031),ratio = 250)+
geom_point(inherit.aes = F, data=dt2,aes(x=run,y=val,fill=type),shape=23,size=1)+
scale_x_discrete(labels = expression(Global,Panama,Belize,Honduas,
italic("H. nigricans"),italic("H. puella"),italic("H. unicolor")))+
scale_y_continuous('genome wide r²')+
scale_fill_manual('',values = clr[c(6,1)],labels=c('mean','median'))+
guides(shape = guide_legend(ncol = 1))+
theme(legend.position = c(-.4,1.27),
text = element_text(size=10),
axis.title.x = element_blank(),
axis.text.y = element_text(size=7),
axis.text.x = element_text(size=7,angle=45,hjust = 1),
panel.background = element_blank(),
plot.background = element_blank())
\ No newline at end of file
dataBoxGenes <- data.frame(R.2=c(),run=c(),stringsAsFactors = F)
for (file in dir("../../2_output/08_popGen/07_LD/",pattern = "interchrom.hap.ld.gz")) {
nm <- str_remove_all(file, "spotlight.") %>% str_remove_all(.,".interchrom.hap.ld.gz")
if(nm %in% c("global","uni","pue","nig","hon","bel","boc")){
dataBoxGenes <- read.csv(gzfile(paste('../../2_output/08_popGen/07_LD/',file,sep='')),sep='\t') %>%
mutate(run = nm) %>%
select(R.2,run) %>%
rbind(dataBoxGenes,.)
}
}
dataBoxGenes$xS <- factor(dataBoxGenes$run,
levels = c("global","boc","bel","hon","nig","pue","uni"))
BoxGenes_summary <- dataBoxGenes %>%
group_by(xS) %>%
summarise(run = run[1],
meanR2 = mean(R.2,na.rm = T),
medR2 = median(R.2,na.rm = T),
sdR2 = sd(R.2,na.rm=T),
seR2 = se(R.2),
nanr = sum(is.na(R.2)),
minR2 = min(R.2,na.rm = T),
maxR2 = max(R.2,na.rm = T),
lengthR2 = length(R.2)) %>%
select(xS,meanR2,medR2) %>%
gather(key = 'type',value = 'val',2:3)
boxGenes <- ggplot(dataBoxGenes,aes(x=xS))+
geom_boxplot(aes(y=R.2),fill=BC,width=.7,outlier.size = .1) +
geom_point(data=BoxGenes_summary,aes(y=val,fill=type),shape=23,size=1)+
coord_fixed(ylim=c(0,.06),ratio = 133)+
scale_y_continuous('peak area r²')+
scale_x_discrete(labels = expression(Global,Panama,Belize,Honduas,
italic("H. nigricans"),italic("H. puella"),italic("H. unicolor")))+
scale_fill_manual('',values = clr[c(6,1)],labels=c('mean','median'))+
guides(shape = guide_legend(ncol = 1))+
theme(legend.position = c(.35,1.27),
text = element_text(size=10),
axis.title.x = element_blank(),
axis.text.y = element_text(size=7),
axis.text.x = element_text(size=7,angle=45,hjust = 1),
panel.background = element_blank(),
plot.background = element_blank())
\ No newline at end of file
---
output: html_document
editor_options:
chunk_output_type: console
chunk_output_type: console
---
# Figure 3
......
---
output: html_document
editor_options:
chunk_output_type: console
chunk_output_type: console
---
# Figure 4
......@@ -9,12 +9,11 @@ chunk_output_type: console
knitr::opts_chunk$set(echo = TRUE)
knitr::opts_knit$set(root.dir = './F_scripts')
```
## Summary
This is the accessory documentation of Figure 4.
The Figure can be recreated by runing the **R** script F4.R:
The Figure can be recreated by running the **R** script F4.R:
```sh
cd $WORK/3_figures/F_scripts
......@@ -22,4 +21,552 @@ cd $WORK/3_figures/F_scripts
Rscript --vanilla F4.R
rm Rplots.pdf
```
## Details of F4.R
In the following, the individual steps of the R script are documented.
Is an executable R script that depends on a variety of image manipulation and data managing and genomic data packages.
It Furthermore depends on the R scripts `F4.functions.R`,`F4.genomeWide_box.R` and `F4.peakArea_box.R` (all located under `$WORK/0_data/0_scripts`).
```{r head,results='hide',message=FALSE}
library(tidyverse)
library(scales)
library(cowplot)
library(grid)
library(gridSVG)
library(grImport2)
source('../../0_data/0_scripts/F4.functions.R')
```
The script `F4.functions.R`contains a function (`trplot()`) that plots a single LD triangle as seen in Figure 4.
The Details of this script are explained below.
The output depends on the data set plotted (sub figure a contains additional annotations).
We create an empty list that is then filled with the subplots using the `trplot()` function.
```{r basePlot,results='hide',message=FALSE}
plts <- list()
for(k in 1:7){
plts[[k]] <- trplot(k)
}
```
An individual result will look like this (plts[[1]] & plts[[2]]):
<center>
```{r basePlotSHOW, echo=FALSE}
plot_grid(plts[[1]],plts[[2]])
```
</center>
The basic plots are transformed into `grid obgects`.
These are afterwards rotated by 45 degrees.
```{r grobPlot,results='hide', message=FALSE, warning=FALSE}
tN <- theme(legend.position = 'none')
pG1 <- ggplotGrob(plts[[1]]+tN)
pG2 <- ggplotGrob(plts[[2]]+tN)
pG3 <- ggplotGrob(plts[[3]]+tN)
pG4 <- ggplotGrob(plts[[4]]+tN)
pG5 <- ggplotGrob(plts[[5]]+tN)
pG6 <- ggplotGrob(plts[[6]]+tN)
pG7 <- ggplotGrob(plts[[7]]+tN)
pGr1 <- editGrob(pG1, vp=viewport(x=0.5, y=0.91, angle=45,width = .7), name="pG1")
pGr2 <- editGrob(pG2, vp=viewport(x=0.25, y=0.535, angle=45,width = .28), name="pG2")
pGr3 <- editGrob(pG3, vp=viewport(x=0.25, y=0.352, angle=45,width = .28), name="pG3")
pGr4 <- editGrob(pG4, vp=viewport(x=0.25, y=0.17, angle=45,width = .28), name="pG4")
pGr5 <- editGrob(pG5, vp=viewport(x=0.75, y=0.535, angle=45,width = .28), name="pG5")
pGr6 <- editGrob(pG6, vp=viewport(x=0.75, y=0.352, angle=45,width = .28), name="pG5")
pGr7 <- editGrob(pG7, vp=viewport(x=0.75, y=0.17, angle=45,width = .28), name="pG5")
```
Then, the data for the box plots are loaded and plotted within external scripts.
```{r boxPlot,results='hide', message=FALSE, warning=FALSE}
source('../../0_data/0_scripts/F4.genomeWide_box.R')
source('../../0_data/0_scripts/F4.peakArea_box.R')
```
Additional annotations are generated and external annotations loaded.
Then, variables used for placing the annotations are generated.
```{r annotatePlot,results='hide', message=FALSE, warning=FALSE}
pGRAD <- ggplot(data = data.frame(x=c(0,1,-1,0),
y=c(0,15,15,0)),
aes(x,y))+geom_polygon(fill='lightgray')+coord_equal()+theme_void()
nigGrob <- gTree(children=gList(pictureGrob(readPicture("../../0_data/0_img/nigricans-cairo.svg"))))
pueGrob <- gTree(children=gList(pictureGrob(readPicture("../../0_data/0_img/puella-cairo.svg"))))
uniGrob <- gTree(children=gList(pictureGrob(readPicture("../../0_data/0_img/unicolor-cairo.svg"))))
belGrob <- gTree(children=gList(pictureGrob(readPicture("../../0_data/0_img/belize-cairo.svg"))))
honGrob <- gTree(children=gList(pictureGrob(readPicture("../../0_data/0_img/honduras-cairo.svg"))))
panGrob <- gTree(children=gList(pictureGrob(readPicture("../../0_data/0_img/panama-cairo.svg"))))
globGrob <- gTree(children=gList(pictureGrob(readPicture("../../0_data/0_img/caribbean-cairo.svg"))))
leg <- get_legend(plts[[1]]+theme(legend.direction = 'horizontal')+ guides(fill = guide_legend(nrow=1)))
sY <- .035;
sX <- -.03;
```
Finally, the complete Figure 4 is put together.
```{r finalPlot,results='hide', message=FALSE, warning=FALSE}
F4 <- ggdraw(pGr1)+
draw_plot(pBOX,-.1,.54,.45,.21)+
draw_plot(boxGenes,.65,.54,.45,.21)+
draw_plot(pGRAD,.307,-.018,.16,.53)+
draw_grob(pGr2,0,0,1,1)+
draw_grob(leg,-.33,.22,1,1)+
draw_grob(pGr3,0,0,1,1)+
draw_grob(pGr4,0,0,1,1)+
draw_grob(pGr5,0,0,1,1)+
draw_grob(pGr6,0,0,1,1)+
draw_grob(pGr7,0,0,1,1)+
draw_grob(nigGrob, 0.85, 0.38, 0.12, 0.095)+
draw_grob(pueGrob, 0.85, 0.2, 0.12, 0.095)+
draw_grob(uniGrob, 0.85, 0, 0.12, 0.095)+
draw_grob(panGrob, 0.35+sX+.01, 0.37+sY, 0.12, 0.045)+
draw_grob(belGrob, 0.35+sX+.01, 0.19+sY, 0.12, 0.045)+
draw_grob(honGrob, 0.35+sX, 0+sY, 0.14, 0.045)+
draw_grob(globGrob, 0.06, .925, 0.08, 0.08)+
draw_plot_label(letters[1:5],
x = c(rep(0.01,2),.87,0.01,.54),
y=c(.99,.81,.81,.57,.57),
size = 14)
```
The final figure is then exported using `ggsave()`.
```{r eval=FALSE}
#ggsave(plot = F4,filename = '../output/F4..pdf',width = 183,height = 230,units = 'mm',device = cairo_pdf)
ggsave(plot = F4,filename = '../output/F4.png',width = 183,height = 235,units = 'mm',dpi = 150)
```
<center>
```{r f4SHOW, echo=FALSE, fig.height=235*0.03937008, fig.width=183*0.03937008, warning=FALSE}
F4
```
</center>
---
## Details of F4.functions.R
The script first defines a function for standard error
```{r eval=FALSE}
se <- function(x){
x2 <- x[!is.na(x)]
return(sd(x2)/sqrt(length(x2)))}
```
And then the plotting function for the LD triangles is defined.
Within the `trplot()` function the `sel` parameter specifies the selected data set.
Then, a lot of annotation elements are generated, data is transformed to match the triangle layout of the plot and the base plot is created.
```{r eval=FALSE}
trplot <- function(sel){
# the inventory of LD data files
files <- c("global","boc","bel","hon","pue","nig","uni","nig-pue","nig-uni","pue-uni")
# reading in the LD data
data <- read.csv(paste('../../2_output/08_popGen/07_LD/',files[sel],'-10000-bins.txt',sep=''),sep='\t')
# confirm selection
message(files[sel])
```
The genomic positions (start, end, length and spacing between) of the ranges of interest are stored.