| library(GenomicRanges) |
| library(rtracklayer) |
| library(BSgenome) |
| library(BSgenome.Scerevisiae.UCSC.sacCer3) |
| library(tidyverse) |
|
|
| saccer3 <- BSgenome.Scerevisiae.UCSC.sacCer3 |
|
|
| promoters <- rtracklayer::import("~/code/hf/yeast_genome_resources/yiming_promoters.bed") |
| promoters_unique <- promoters[!duplicated(paste(seqnames(promoters), start(promoters), end(promoters), strand(promoters)))] |
| promoter_seqs <- BSgenome::getSeq(saccer3, promoters_unique) |
|
|
| |
| genome_seqs <- BSgenome::getSeq(saccer3, seqnames(saccer3)) |
| genome_freq <- Biostrings::alphabetFrequency(genome_seqs, as.prob = FALSE) |
| genome_freq_acgt <- colSums(genome_freq[, c("A", "C", "G", "T")]) |
| genome_prop <- genome_freq_acgt / sum(genome_freq_acgt) |
|
|
| genome_df <- tibble( |
| basepair = names(genome_prop), |
| freq = genome_prop |
| ) |
|
|
| |
| cm <- Biostrings::consensusMatrix(promoter_seqs) |
| pm <- prop.table(cm, margin = 2) |
| pm_acgt <- pm[c("A", "C", "G", "T"), ] |
|
|
| pm_acgt %>% |
| as_tibble(rownames = "basepair") %>% |
| pivot_longer(-basepair) %>% |
| mutate(name = as.numeric(str_remove(name, "V"))) %>% |
| filter(name <= 700) %>% |
| left_join(genome_df, by = "basepair") %>% |
| ggplot(aes(color = basepair)) + |
| geom_line(aes(name, value)) + |
| geom_hline( |
| data = genome_df, |
| aes(yintercept = freq, color = basepair), |
| linetype = "dashed" |
| ) + |
| labs(x = "position", y = "proportion") |
|
|