library(tidyverse) library(BSgenome.Scerevisiae.UCSC.sacCer3) library(rtracklayer) gff = rtracklayer::import("~/ref/sacCer3/S288C_reference_genome_R64-5-1_20240529/saccharomyces_cerevisiae_R64-5-1_20240529_chr_normalized.gtf") gff_with_conditions = gff %>% as_tibble() %>% select(seqnames, start, end, strand, type, Name, conditions) %>% filter(type %in% c("gene", "mRNA", "CDS")) %>% mutate(locus_tag = str_remove(Name, "_.*")) %>% replace_na(list(conditions = "none")) gff_with_conditions_tss <- gff_with_conditions %>% filter(seqnames != "chrM") %>% mutate(fiveprime_loc = ifelse(strand == "+", start, end)) %>% group_by(locus_tag) %>% reframe( seqnames = unique(seqnames), strand = unique(strand), cds_start = ifelse( any(type == "CDS"), ifelse( unique(strand) == "+", min(start[type == "CDS"], na.rm = TRUE), max(end[type == "CDS"], na.rm = TRUE) ), NA_integer_ ), tss_ypd = ifelse( any(type == "mRNA" & conditions == "YPD"), fiveprime_loc[type == "mRNA" & conditions == "YPD"][1], NA_integer_ ), tss_gal = ifelse( any(type == "mRNA" & conditions == "GAL"), fiveprime_loc[type == "mRNA" & conditions == "GAL"][1], NA_integer_ ) ) %>% pivot_longer(-c(locus_tag, seqnames, strand, cds_start), names_to = "conditions", values_to = "tss") %>% mutate(inferred = is.na(tss), five_utr_width = abs(cds_start-tss)) %>% mutate(avg_5utr_width_across_conds = median(five_utr_width, na.rm=TRUE)) %>% group_by(conditions) %>% mutate(avg_5utr_width_in_conds = median(five_utr_width, na.rm=TRUE)) %>% mutate(tss = case_when( is.na(tss) & strand == "+" ~ cds_start - avg_5utr_width_in_conds, is.na(tss) & strand == "-" ~ cds_start + avg_5utr_width_in_conds, .default = tss )) %>% ungroup() %>% mutate(five_utr_width = abs(cds_start-tss)) %>% mutate(source = "sgd-5-1") orf_classifications_tmp = gff %>% as_tibble() %>% filter(type == "gene", !is.na(orf_classification)) %>% select(Name, orf_classification) %>% dplyr::rename(locus_tag = Name) orf_classifications_complete = orf_classifications_tmp %>% bind_rows( # the na orf_classifications gff_with_conditions_tss %>% select(locus_tag) %>% distinct() %>% filter(!locus_tag %in% orf_classifications_tmp$locus_tag) %>% select(locus_tag) %>% left_join( gff %>% as_tibble() %>% filter(type %in% c("transposable_element_gene", "blocked_reading_frame")) %>% select(ID, type, display), by = c("locus_tag" = "ID")) %>% select(locus_tag, type) %>% dplyr::rename(orf_classification = type) ) gff_with_conditions_tss_complete_orf_classification = gff_with_conditions_tss %>% left_join(orf_classifications_complete) create_condition_specific_tss = function(df, sel_cond){ gr = makeGRangesFromDataFrame( df %>% filter(conditions == sel_cond) %>% dplyr::rename(name = locus_tag), keep.extra.columns = TRUE, seqnames.field = "seqnames", start.field = "tss", end.field = "tss", strand.field = "strand") suppressWarnings(seqinfo(gr) <- seqinfo(BSgenome.Scerevisiae.UCSC.sacCer3)) message("trimming in order to avoid out of bounds locations on inferred TSS") trim(gr) } median_across_conds_tss = gff_with_conditions_tss_complete_orf_classification %>% select(locus_tag, seqnames, orf_classification, strand, cds_start, avg_5utr_width_across_conds) %>% distinct() %>% mutate(tss = ifelse(strand == "+", cds_start - avg_5utr_width_across_conds, cds_start + avg_5utr_width_across_conds)) %>% mutate(conditions = "median_utr_across_conds") tss_gr_list = list( ypd = create_condition_specific_tss(gff_with_conditions_tss_complete_orf_classification, "tss_ypd"), gal = create_condition_specific_tss(gff_with_conditions_tss_complete_orf_classification, "tss_gal"), median_across_conds_tss_gr = create_condition_specific_tss(median_across_conds_tss, "median_utr_across_conds") ) rtracklayer::export(tss_gr_list$ypd, "~/code/hf/yeast_genome_resources/ypd_tss_sgd-5-1.bed") rtracklayer::export(tss_gr_list$gal, "~/code/hf/yeast_genome_resources/gal_tss_sgd-5-1.bed") rtracklayer::export(tss_gr_list$median_across_conds_tss_gr, "~/code/hf/yeast_genome_resources/median_across_conds_tss_sgd-5-1.bed") rtracklayer::export(tss_gr_list$ypd[tss_gr_list$ypd$orf_classification=="Verified"], "~/code/hf/yeast_genome_resources/ypd_tss_sgd-5-1_verified_orf.bed") rtracklayer::export(tss_gr_list$gal[tss_gr_list$gal$orf_classification=="Verified"], "~/code/hf/yeast_genome_resources/gal_tss_sgd-5-1_verified_orf.bed") rtracklayer::export(tss_gr_list$median_across_conds_tss_gr[tss_gr_list$median_across_conds_tss_gr$orf_classification=="Verified"], "~/code/hf/yeast_genome_resources/median_across_conds_tss_sgd-5-1_verified_orf.bed")