ggplot2画简单的heatmap

gg_heatmap

gg_heatmap

PeRl

ggplot2 heatmap

偶然的机会，发现ggplot2画的heatmap也挺好看的，除了不能画出聚类树来(手动滑稽)。 随意新建了两个矩阵，并且计算对应的相关系数。

x <- matrix(sample(1:1000, 100), ncol = 10)
y <- matrix(sample(1:1000, 100), ncol = 10)
cor_score <- cor(t(x), t(y))
plot_df <- data.frame(
  x = rep(1:10, 10),
  y =rep(1:10, rep(10,10)),
  value = as.vector(cor_score)
)

利用geom_tile()画矩形，就大致完成了heatmap图。

ggplot(data = plot_df, aes(x,y)) +
  geom_tile(aes(fill = value)) +
  scale_fill_continuous(low = "#00FF00", high = "#FF0000") +
  scale_x_continuous(breaks = 1:10, labels = paste("sample", 1:10, sep = "_"))+
  scale_y_continuous(breaks = 1:10, labels = paste("gene", 1:10, sep = "_"))+
  theme_bw() +
  theme(
    axis.ticks = element_blank(),
    panel.grid = element_blank(),
    panel.border = element_blank(),
    axis.title = element_blank(),
    axis.text.x = element_text(angle = 90)
  )

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

更进一步，发现可以利用极坐标画出圆形的heatmap，挺有意思的，主要还是计算文字旋转的角度。

text <- paste("gene", 1:10, sep = "_")
one_cir_ang = 360/nrow(x)
right_text_ang <- -(seq(one_cir_ang/2, (180 - one_cir_ang/2), by = one_cir_ang))
right_text_ang[which(right_text_ang < -90)] <- 180 + right_text_ang[which(right_text_ang < -90)]
left_text_ang <- right_text_ang
text_ang = c(right_text_ang, left_text_ang)

然后就利用scale_y_discrete和coord_polar(theta = "x")转换为极坐标

ggplot(data = plot_df, aes(x,y)) +
  geom_tile(aes(fill = value)) +
  geom_text(
    aes(x = x, y = y,label = text, angle = text_ang),
    data = data.frame(x = 1:10, y = 12, text, text_ang),
    ) +
  scale_fill_continuous(low = "#00FF00", high = "#FF0000") +
  scale_y_discrete(breaks = 1:10, labels = paste("gene", 1:10, sep = "_"))+
  coord_polar(theta = "x") +
  theme_bw() +
  theme(
    axis.ticks = element_blank(),
    panel.grid = element_blank(),
    panel.border = element_blank(),
    axis.title = element_blank(),
    axis.text = element_blank()
  )

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" 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