library(gggenomes)
## Loading required package: ggplot2
##
## Attaching package: 'gggenomes'
## The following object is masked from 'package:graphics':
##
## layout
library(patchwork)
p <- gggenomes(genes=emale_genes) +
geom_seq(aes(color=strand), arrow=TRUE) +
geom_link(aes(fill=strand)) +
expand_limits(color=c("-")) +
labs(caption="not flipped")
## No seqs provided, inferring seqs from feats
# nothing flipped
p0 <- p %>% add_links(emale_ava)
# flip manually
p1 <- p %>% add_links(emale_ava) %>%
flip(4:6) + labs(caption="manually")
# flip automatically based on genome-genome links
p2 <- p %>% add_links(emale_ava) %>%
sync() + labs(caption="genome alignments")
## Flipping: E4-10_086,E4-10_112,RCC970_016B
# flip automatically based on protein-protein links
p3 <- p %>% add_sublinks(emale_prot_ava) %>%
sync() + labs(caption="protein alignments")
## Transforming sublinks with "aa2nuc". Disable with `.transform = "none"`
## Flipping: E4-10_086,E4-10_112,RCC970_016B
# flip automatically based on genes linked implicitly by belonging
# to the same clusters of orthologs (or any grouping of your choice)
p4 <- p %>% add_clusters(emale_cogs) %>%
sync() + labs(caption="shared orthologs")
## Joining with `by = join_by(feat_id)`
## Flipping: E4-10_086,E4-10_112,RCC970_016B
p0 + p1 + p2 + p3 + p4 + plot_layout(nrow=1, guides="collect")
![](data:image/png;base64,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)
# flip seqs inside bins
s0 <- tibble::tibble(
bin_id = c("A", "B", "B", "B", "C", "C", "C"),
seq_id = c("a1","b1","b2","b3","c1","c2","c3"),
length = c(1e4, 6e3, 2e3, 1e3, 3e3, 3e3, 3e3))
p <- gggenomes(seqs=s0) +
geom_seq(aes(color=bin_id), size=1, arrow = arrow(angle = 30, length = unit(10, "pt"),
ends = "last", type = "open")) +
geom_bin_label() + geom_seq_label() +
expand_limits(color=c("A","B","C"))
p1 <- p %>% flip_seqs(6)
p2 <- p %>% flip_seqs(c2)
p3 <- p %>% flip_seqs(2, .bins = C)
p + p1 + p2 + p3 + plot_layout(nrow=1, guides="collect")
![](data:image/png;base64,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)
# fancy flipping using tidyselect::where for dynamic selection
p <- gggenomes(emale_genes,emale_seqs) %>% add_clusters(emale_cogs) +
geom_seq(color="grey70", size=1, arrow = arrow(angle = 30, length = unit(15, "pt"),
ends = "last", type = "open")) +
geom_gene(aes(fill=cluster_id))
## Joining with `by = join_by(feat_id)`
# flip all short seqs - where() applied to .bin_track=seqs
p1 <- p %>% flip(where(~.x$length < 21000))
# flip all seqs with MCP on "-" - where() applied to .bin_track=genes
p2 <- p %>% flip(where(~any(.x$strand[.x$cluster_id %in% "cog-MCP"] == "-")), .bin_track=genes)
p + p1 + p2 + plot_layout(nrow=1, guides="collect") & theme(legend.position = "bottom")
![](data:image/png;base64,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)