代码主要供个人存档用,
格式整理的比较清楚可以直接运行,
原始数据恕不提供,如有疑问欢迎交流。
library(ggplot2)
library(extrafont)
# 注册字体
loadfonts(device="win")
# 读取数据文件
data <- readr::read_delim("data.txt", delim = "\t")
# 数据预处理
filter_data <- data %>%
# 去重
na.omit() %>%
# 去无限值
filter(!is.infinite(log2FC)) %>%
# 标注因子
mutate(Gene_type = case_when(
log2FC >= 1 & q_value < 0.05 ~ "Up",
log2FC <= -1 & q_value < 0.05 ~ "Down",
TRUE ~ "Stream")
)
# 筛选要标注的感兴趣基因
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))
# 画图
volcano <- ggplot(
data = filter_data,
aes(x = log2FC, y = -log10(q_value))
) +
geom_point(
shape = 21,
# 选择标色的列别
aes(fill = Gene_type),
color = "white",
na.rm = T,
position = "jitter"
) +
scale_fill_manual(
# 指定标色
values =
c("steelblue", "grey60", "orangered")
) +
labs(title = "Volcanoplot"
) +
# 表达式改变x轴标签
xlab(expression(log[2]("Fold Change"))
) +
# 表达式改变y轴标签
ylab(expression(-log[10]("q.value"))
) +
# 增加y辅助线
geom_hline(
yintercept = -log10(0.05),
linetype = "dashed",
size = 1,
color = "grey50"
) +
# 增加x辅助线
geom_vline(
xintercept = c(-1, 1),
linetype = "dashed",
size = 1,
color = "grey50"
) +
# 限制x轴范围
scale_x_continuous(
# 使数据紧贴坐标轴
expand = c(0, 0),
limits = c(-11, 11)
) +
# 限制y轴范围
scale_y_continuous(
expand = c(0, 0),
limits = c(0, 4)
) +
# 去除背景
theme_bw() +
theme(
# 去除网格线
panel.grid.major = element_blank(),
panel.grid.minor = element_blank(),
# x,y坐标轴标签名和文本名的设置,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),
# 主标题的文本设置
plot.title = element_text(
hjust = 0.5,
size = 20,
face = "bold"
),
# 对图例字号调整
legend.text = element_text(size = 15),
# 去除图例标题
legend.title = element_blank(),
# 修改图例位置
legend.position = c(0.1, 0.45),
# 去除图例背景,主图背景已经去除故也可不加
legend.background = element_blank(),
# 去除图例圆圈背景
legend.key = element_rect(fill = "NA"),
# 设置全部文本字体,也可以单独设置
text = element_text(family="Arial")
) +
# 修改图例圈圈大小,参数需要和映射的差异因子对应
guides(fill = guide_legend(
override.aes =
list(size = 3)
)
) +
# 主图加上基因标记
geom_point(
data = for_label, shape = 1, size = 2
) +
ggrepel::geom_label_repel(
# 根据for_label的结果加上名字
aes(label = c(
"Gene_219", "Gene_615", "Gene_627",
"Gene_5196", "Gene_6666", "Gene_8399"
)),
data = for_label,
color = "grey10",
size = 4.5
); volcano
image.png
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