## ----setup, include = 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knitr::opts_chunk$set( collapse = TRUE, comment = "#>", crop = NULL ## Related to https://stat.ethz.ch/pipermail/bioc-devel/2020-April/016656.html ) options(width = 9999) ## ----vignetteSetup, echo=FALSE, message=FALSE, warning = 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## Bib setup library("RefManageR") bib <- c( R = citation(), InteractionSet = citation("InteractionSet")[1], BiocStyle = citation("BiocStyle")[1], knitr = citation("knitr")[1], RefManageR = citation("RefManageR")[1], rmarkdown = citation("rmarkdown")[1], sessioninfo = citation("sessioninfo")[1], testthat = citation("testthat")[1], dplyr = citation("dplyr")[1], rlang = citation("rlang")[1], plyranges = citation("plyranges")[1], plyinteractions = citation("plyinteractions")[1] ) ## 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library(GenomicRanges) library(InteractionSet) anchor1 <- GRanges("chr1:10-20:+") anchor2 <- GRanges("chr1:50-60:-") gi <- GInteractions(anchor1, anchor2) gi ## ----"start", 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## This uses an example `bedpe` file provided in the `rtracklayer` package bedpe_file <- system.file("tests", "test.bedpe", package = "rtracklayer") bedpe_df <- read.delim(bedpe_file, header = FALSE, sep = '\t') bedpe_df ## 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library(plyinteractions) gi <- bedpe_df |> as_ginteractions( seqnames1 = V1, start1 = V2, end1 = V3, strand1 = V9, seqnames2 = V4, start2 = V5, end2 = V6, strand2 = V10, starts.in.df.are.0based = TRUE ) gi ## 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## This uses an example `pairs` file provided in this package pairs_file <- system.file('extdata', 'pairs.gz', package = 'plyinteractions') pairs_df <- read.delim(pairs_file, sep = "\t", header = FALSE, comment.char = "#") head(pairs_df) pairs <- as_ginteractions(pairs_df, seqnames1 = V2, start1 = V3, strand1 = V6, seqnames2 = V4, start2 = V5, strand2 = V7, width1 = 1, width2 = 1, keep.extra.columns = FALSE ) pairs ## 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tibble::as_tibble(gi) ## 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gi <- read.table(text = " chr1 1 10 chr1 1 15 + + cis chr1 6 15 chr1 1 20 + + cis chr1 6 20 chr1 6 30 - - cis chr1 11 30 chr2 11 30 - - trans", col.names = c( "seqnames1", "start1", "end1", "seqnames2", "start2", "end2", "strand1", "strand2", "type") ) |> as_ginteractions() ## `anchors` returns the two sets of anchors (i.e. "left" and "right" ## loci) for each genomic interaction anchors(gi) ## `anchors1` and `anchors2` specifically return the "left" OR "right" ## loci) for each genomic interaction anchors1(gi) anchors2(gi) ## 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## Similarly to `GRanges` accessors, `seqnames`, `start`, `end`, `strand` and ## `width` are all available for each set of `anchors` of a `GInteractions`. seqnames1(gi) start1(gi) end2(gi) strand2(gi) width2(gi) ## 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mcols(gi) ## 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gi$type ## 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regions(gi) seqinfo(gi) ## 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## `pin_by` is used to pin a `GInteractions` on "first" (i.e. "left") or ## "second" (i.e. "right") anchors. gi |> pin_by("first") pgi <- gi |> pin_by("second") pin(pgi) pinned_anchors(pgi) ## 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unpin(pgi) ## 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gi |> pin_by("first") |> anchor_5p() ## 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gi ## This pins the "first" (i.e. "left") anchors and strecthes them by 10bp gi |> pin_by("first") |> stretch(10) ## This pins the "first" (i.e. "left") anchors and shift them ## by 20bp to the right gi |> pin_by("first") |> shift_right(20) ## This pins the "first" (i.e. "left") anchors and extracts 20bp ## flanking these "first" anchors gi |> pin_by("first") |> flank_right(20) ## 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## This pins the "first" (i.e. "left") anchors and strecthes them by 10bp, ## with the "first" anchors being anchored at their **start**. gi |> pin_by("first") |> anchor_start() |> stretch(10) ## This pins the "first" (i.e. "left") anchors and strecthes them by 10bp, ## with the "first" anchors being anchored at their **center**. gi |> pin_by("first") |> anchor_center() |> stretch(10) ## 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## This creates a new metadata column named `cis` gi |> mutate(cis = seqnames1 == seqnames2) ## This creates a new metadata column named `both_chr` gi |> mutate(both_chr = paste(seqnames1, seqnames2, sep = "_")) ## This modifies `start1`, i.e. the `start` coordinates of the "first" ## (i.e. "left") anchors of the `GInteractions` object. gi |> mutate(start1 = 1) ## 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## This groups the `GInteractions` object using the `seqnames2` variable ## (i.e. the `seqnames` of the "second" anchors of the `GInteractions`). gi |> group_by(seqnames2) ## This groups the `GInteractions` object by a new variable named `cis` gi |> group_by(cis = seqnames1 == seqnames2) ## This groups the `GInteractions` object by two variables, `seqnames2` ## and the new variable `cis` gi |> group_by(seqnames2, cis = seqnames1 == seqnames2) ## 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## This counts the number of occurences of each combination of the variables ## `strand1` and `strand2` pairs |> count(strand1, strand2) ## This counts the number of pairs located on the same strand ## or different strands gi |> group_by(same_strand = strand1 == strand2) |> tally() ## This counts the number of pairs located on the same strand ## or different strands pairs |> group_by(same_strand = strand1 == strand2) |> summarize( neg_strand = sum(strand1 == "-"), pos_strand = sum(strand1 == "+") ) ## 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gi |> filter(seqnames1 == 'chr11') gi |> filter(start1 >= 1e8) gi |> filter(seqnames1 == seqnames2) ## 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## This only keeps the "type" column from the metadata columns, ## using methodology gi |> select(type) gi |> select(contains("typ")) gi |> select(starts_with("ty")) ## 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## This does not restrict to `seqnames1` and `seqnames2` columns. gi |> select(starts_with('seq')) ## 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## This selects `seqnames1` and `seqnames2` columns but converts the output ## into a `DataFrame`. gi |> select(starts_with('seq'), .drop_ranges = TRUE) ## 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## This only retains specific pair indices gi |> slice(1, 2) gi |> slice(-3) ## 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gr <- GRanges(c("chr1:25-30:-", "chr2:16-20:+")) gi$id <- seq_len(length(gi)) gr$id <- seq_len(length(gr)) ## This returns the `GInteractions` entries overlapping with a `GRanges` ## (with either of both anchors) find_overlaps(gi, gr) ## This overlap requires the same strandness between ## the `GInteractions` anchors and the `GRanges` object find_overlaps_directed(gi, gr) ## This counts how many times each entry in a `GInteractions` object ## overlaps with a `GRanges` object (with either of both anchors) count_overlaps(gi, gr) count_overlaps_directed(gi, gr) ## This filters a `GInteractions` object to only retain the entries ## overlapping (or not) with a `GRanges` (with either of both anchors) filter_by_overlaps(gi, gr) filter_by_non_overlaps(gi, gr) ## This performs a left join between `GInteractions` entries and ## a `GRanges` of interest (with/without considering strandness) join_overlap_left(gi, gr) join_overlap_left_directed(gi, gr) ## 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## This returns the `GInteractions` entries for which ## the "first" anchor overlaps with a `GRanges` gi |> pin_by("first") |> find_overlaps(gr) ## This returns the `GInteractions` entries for which ## the "second" anchor overlaps with a `GRanges` gi |> pin_by("second") |> find_overlaps(gr) ## 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## Citation info citation("plyinteractions") ## ----reproduce3, echo=FALSE------------------------------------------------------------------------------------------- ## Session info library("sessioninfo") options(width = 120) session_info() ## ----vignetteBiblio, results = "asis", echo = FALSE, warning = FALSE, message = FALSE--------------------------------- ## Print bibliography PrintBibliography(bib, .opts = list(hyperlink = "to.doc", style = "html"))