gg_pie



gg_pie

PeRl

今天尝试了一下用ggplot2画饼图,转换一下极坐标就可以实现,但是和以前画heatmap的时候不一样的是,我们在卷坐标的时候需要让数据集中在一个坐标轴上。
另一个比较有挑战性的是字符化的legend,我采用的方式是先用数字替换原始的排序方式,然后替换回来。

library(ggplot2)
labels <- c("<=5", "5~10", "10~15", "15~20", ">20")
count <- c(3549,1639,2594,2661,1548)
names(labels) <- count
sort_count <- as.numeric(names(sort(labels, decreasing = T)))
df <- data.frame(
num = count,
text_num = rev(cumsum(rev(count)) - rev(count)/2),
cls = labels
)
## num text_num   cls
## 3549 3549  10216.5   <=5
## 1639 1639 7622.5 5~10
## 2594 2594 5506.0 10~15
## 2661 2661 2878.5 15~20
## 1548 1548 774.0 >20
简单画一下barplot,看图例是不是正确。
bar_plot <- ggplot(df, aes(x = "", y = num, fill = as.factor(1:5))) +
geom_bar(stat = "identity", width = 1, position = "stack") +
labs(x = "", y = "distribution of lncRNAs appear in certain number cancers", title = "") +
scale_fill_manual(values =c("#e21a1c", "#cc4c01", "#225ea7", "#337b4b", "#6a51a4"), labels = df$cls) +
guides(fill=guide_legend(title = "class")) +
geom_text(
aes(y = text_num),
label = paste(as.character(round(count / sum(count), digits = 3) * 100), rep("%", 5), sep = ""),
size = 3,
colour = "white") +
theme(
axis.text.x = element_blank(),
axis.ticks = element_blank(),
panel.grid = element_blank()
)

首先我们先得到在y轴上stack的barplot

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" alt="" width="672" />

然后我们按Y轴进行极坐标转换

bar_plot + coord_polar(theta = "y")

aaarticlea/png;base64,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" alt="" width="672" />

还有一种画法我比较喜欢

ggplot(df, aes(x = 2:6, y = num, fill = as.factor(1:5))) +
geom_bar(stat = "identity", width = 1, position = "stack") +
coord_polar(theta = "y", start = (pi * 3 / 2)) +
labs(x = "", y = "distribution of lncRNAs appear in certain number cancers", title = "") +
xlim(c(1,7)) +
ylim(c(0, 4000)) +
scale_fill_manual(values = c("#e21a1c", "#cc4c01", "#225ea7", "#337b4b", "#6a51a4"), labels = df$cls) +
guides(fill=guide_legend(title = "class")) +
geom_text(
aes( x = 2:6, y = num/2),
label = paste(as.character(round(count / sum(count), digits = 3) * 100), rep("%", 5), sep = ""),
size = 3,
angle = 0) +
theme_bw() +
theme(
axis.text = element_blank(),
axis.ticks = element_blank(),
panel.grid = element_blank()
)

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" alt="" width="672" />

计算文字旋转角度

text_angle <- 45 * count / 4000
text_angle[which(text_angle > 22.5)] <- (- 45) * count[which(text_angle > 22.5)] / 4000

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" 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