代碼主要供個人存檔用,
格式整理的比較清楚可以直接運行,
原始數(shù)據(jù):
https://pan.baidu.com/s/1VIxChAtehGFV065q4YJI7w
提取碼:xmkq
轉(zhuǎn)載請注明:陳熹 chenx6542@foxmail.com (簡書號:半為花間酒)
如有疑問歡迎交流。
library(ggplot2)
library(extrafont)
# 注冊字體
loadfonts(device="win")
# 字體也可以用以下方式設(shè)置
windowsFonts(HEL=windowsFont("Helvetica CE 55 Roman"),
RMN=windowsFont("Times New Roman"),
ARL=windowsFont("Arial"),
JBM=windowsFont("JetBrains Mono"))
# 讀取數(shù)據(jù)文件
data <- readr::read_delim("data.txt", delim = "\t")
# 數(shù)據(jù)預處理
filter_data <- data %>%
# 去重
na.omit() %>%
# 去無限值
filter(!is.infinite(log2FC)) %>%
# 標注因子
mutate(Gene_type = case_when(
log2FC >= 1 & q_value < 0.05 ~ "Up",
log2FC <= -1 & q_value < 0.05 ~ "Down",
TRUE ~ "Stream")
)
# 篩選要標注的感興趣基因
for_label <- filter_data %>%
filter((log2FC < -5.5 & -log10(q_value) > 2) |
(log2FC > 2.7 & -log10(q_value) > 3.5) |
(log2FC > 2 & -log10(q_value) > 2.1 & -log10(q_value) < 2.4) |
(log2FC > 3 & -log10(q_value) > 1 & -log10(q_value) < 1.5))
# 畫圖
volcano <- ggplot(
data = filter_data,
aes(x = log2FC, y = -log10(q_value))
) +
geom_point(
shape = 21,
# 選擇標色的列別
aes(fill = Gene_type),
color = "white",
na.rm = T,
position = "jitter"
) +
scale_fill_manual(
# 指定標色
values =
c("steelblue", "grey60", "orangered")
) +
labs(title = "Volcanoplot"
) +
# 表達式改變x軸標簽
xlab(expression(log[2]("Fold Change"))
) +
# 表達式改變y軸標簽
ylab(expression(-log[10]("q.value"))
) +
# 增加y輔助線
geom_hline(
yintercept = -log10(0.05),
linetype = "dashed",
size = 1,
color = "grey50"
) +
# 增加x輔助線
geom_vline(
xintercept = c(-1, 1),
linetype = "dashed",
size = 1,
color = "grey50"
) +
# 限制x軸范圍
scale_x_continuous(
# 使數(shù)據(jù)緊貼坐標軸
expand = c(0, 0),
limits = c(-11, 11)
) +
# 限制y軸范圍
scale_y_continuous(
expand = c(0, 0),
limits = c(0, 4)
) +
# 去除背景
theme_bw() +
theme(
# 去除網(wǎng)格線
panel.grid.major = element_blank(),
panel.grid.minor = element_blank(),
# x,y坐標軸標簽名和文本名的設(shè)置,包括size color face
axis.title.x = element_text(size = 18),
axis.title.y = element_text(size = 18),
axis.text.x = element_text(size = 15),
axis.text.y = element_text(size = 15),
# 主標題的文本設(shè)置
plot.title = element_text(
hjust = 0.5,
size = 20,
face = "bold"
),
# 對圖例字號調(diào)整
legend.text = element_text(size = 15),
# 去除圖例標題
legend.title = element_blank(),
# 修改圖例位置
legend.position = c(0.1, 0.45),
# 去除圖例背景,主圖背景已經(jīng)去除故也可不加
legend.background = element_blank(),
# 去除圖例圓圈背景
legend.key = element_rect(fill = "NA"),
# 設(shè)置全部文本字體,也可以單獨設(shè)置
text = element_text(family="Arial")
) +
# 修改圖例圈圈大小,參數(shù)需要和映射的差異因子對應(yīng)
guides(fill = guide_legend(
override.aes =
list(size = 3)
)
)
# 主圖加上基因標記
# 第一種:直接加文本
p1 <- volcano + geom_point(
data = for_label, shape = 1, size = 2
) +
ggrepel::geom_text_repel(
# 根據(jù)for_label的結(jié)果加上名字
aes(label = c(
"Gene_219", "Gene_615", "Gene_627",
"Gene_5196", "Gene_6666", "Gene_8399"
)),
color = c('orangered', 'orangered', 'steelblue',
'steelblue','steelblue','orangered'),
box.padding = unit(0.5, "lines"),
point.padding = unit(0.7, "lines"),
data = for_label,
show.legend = F,
segment.color = 'grey20',
size = 5.5
); p1
# 第二種:加標簽,顏色可以自己再設(shè)定,本圖我未設(shè)置
p2 <- volcano + geom_point(
data = for_label, shape = 1, size = 2
) +
ggrepel::geom_label_repel(
# 根據(jù)for_label的結(jié)果加上名字
aes(label = c(
"Gene_219", "Gene_615", "Gene_627",
"Gene_5196", "Gene_6666", "Gene_8399"
)),
data = for_label,
color = "grey10",
size = 5.5
); p2

