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js2264 committed Nov 22, 2023
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6 changes: 6 additions & 0 deletions .Rbuildignore
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^LICENSE\.md$
^README\.Rmd$
^\.github$
^_pkgdown\.yml$
^docs$
^pkgdown$
1 change: 1 addition & 0 deletions .github/.gitignore
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*.html
17 changes: 17 additions & 0 deletions .github/CODE_OF_CONDUCT.md
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The Bioconductor community values

* an open approach to science that promotes the sharing of ideas, code, and expertise
* collaboration
* diversity and inclusivity
* a kind and welcoming environment
* community contributions

In line with these values, Bioconductor is dedicated to providing a welcoming, supportive, collegial, experience free of harassment, intimidation, and bullying regardless of:

* identity: gender, gender identity and expression, sexual orientation, disability, physical appearance, ethnicity, body size, race, age, religion, etc.
* intellectual position: approaches to data analysis, software preferences, coding style, scientific perspective, etc.
* stage of career

In order to uphold these values, members of the Bioconductor community are required to follow the Code of Conduct.The latest version of Bioconductor project Code of Conduct is available at http://bioconductor.org/about/code-of-conduct/. Please read the Code of Conduct before contributing to this project.

Thank you!
57 changes: 57 additions & 0 deletions .github/workflows/rworkflows.yml
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name: rworkflows
'on':
push:
branches:
- master
- main
- devel
- RELEASE_**
pull_request:
branches:
- master
- main
- devel
- RELEASE_**
jobs:
rworkflows:
permissions: write-all
runs-on: ${{ matrix.config.os }}
name: ${{ matrix.config.os }} (${{ matrix.config.r }})
container: ${{ matrix.config.cont }}
strategy:
fail-fast: ${{ false }}
matrix:
config:
- os: ubuntu-latest
bioc: devel
r: auto
cont: ghcr.io/bioconductor/bioconductor_docker:devel
rspm: ~
- os: macOS-latest
bioc: release
r: auto
cont: ~
rspm: ~
- os: windows-latest
bioc: release
r: auto
cont: ~
rspm: ~
steps:
- uses: neurogenomics/rworkflows@master
with:
run_bioccheck: ${{ false }}
run_rcmdcheck: ${{ true }}
as_cran: ${{ true }}
run_vignettes: ${{ true }}
has_testthat: ${{ true }}
run_covr: ${{ true }}
run_pkgdown: ${{ true }}
has_runit: ${{ false }}
has_latex: ${{ false }}
GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
run_docker: ${{ false }}
DOCKER_TOKEN: ${{ secrets.DOCKER_TOKEN }}
runner_os: ${{ runner.os }}
cache_version: cache-v1
docker_registry: ghcr.io
2 changes: 2 additions & 0 deletions .gitignore
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inst/doc
docs
35 changes: 35 additions & 0 deletions DESCRIPTION
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Package: AggregatedCoverage
Title: Coverage metrics over aligned genomic features of interest
Version: 0.99.0
Date: 2023-11-09
Authors@R:
person("First", "Last", , "[email protected]", role = c("aut", "cre"),
comment = c(ORCID = "YOUR-ORCID-ID"))
Description: What the package does (one paragraph).
License: MIT + file LICENSE
URL:
BugReports: https://support.bioconductor.org/tag/AggregatedCoverage
biocViews: Software
Encoding: UTF-8
Roxygen: list(markdown = TRUE)
RoxygenNote: 7.2.3
Imports:
SummarizedExperiment,
dplyr,
GenomicRanges,
GenomeInfoDb,
methods,
BiocParallel
Suggests:
plyranges,
rtracklayer,
ggplot2,
TxDb.Hsapiens.UCSC.hg19.knownGene,
GenomicFeatures,
BiocStyle,
knitr,
rmarkdown,
sessioninfo,
testthat (>= 3.0.0)
Config/testthat/edition: 3
VignetteBuilder: knitr
2 changes: 2 additions & 0 deletions LICENSE
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YEAR: 2023
COPYRIGHT HOLDER: AggregatedCoverage authors
21 changes: 21 additions & 0 deletions LICENSE.md
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# MIT License

Copyright (c) 2023 AggregatedCoverage authors

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.
22 changes: 22 additions & 0 deletions NAMESPACE
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# Generated by roxygen2: do not edit by hand

S3method(as_tibble,AggregatedCoverage)
export(AggregatedCoverage)
import(GenomeInfoDb)
import(GenomicRanges)
import(SummarizedExperiment)
import(methods)
importFrom(BiocParallel,bplapply)
importFrom(BiocParallel,bpparam)
importFrom(SummarizedExperiment,SummarizedExperiment)
importFrom(SummarizedExperiment,assay)
importFrom(SummarizedExperiment,assays)
importFrom(SummarizedExperiment,colData)
importFrom(SummarizedExperiment,rowData)
importFrom(SummarizedExperiment,rowRanges)
importFrom(dplyr,as_tibble)
importFrom(dplyr,bind_cols)
importFrom(dplyr,bind_rows)
importFrom(dplyr,filter)
importFrom(dplyr,mutate)
importFrom(dplyr,relocate)
107 changes: 107 additions & 0 deletions R/AggregatedCoverage.R
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#' AggregatedCoverage
#'
#' This function initiates a `AggregatedCoverage` object.
#'
#' @param tracks Named list of genomic tracks (RleList)
#' @param features Named GRangesList
#' @param width Width at which each feature will be rescaled
#' @param BPPARAM Passed to BiocParallel
#' @return A `AggregatedCoverage` object
#'
#' @import GenomicRanges
#' @import GenomeInfoDb
#' @import SummarizedExperiment
#' @importFrom dplyr filter
#' @importFrom dplyr bind_rows
#' @importFrom dplyr bind_cols
#' @importFrom dplyr mutate
#' @importFrom dplyr relocate
#' @import methods
#' @importFrom SummarizedExperiment SummarizedExperiment
#' @importFrom SummarizedExperiment colData
#' @importFrom SummarizedExperiment rowData
#' @importFrom SummarizedExperiment rowRanges
#' @importFrom SummarizedExperiment assay
#' @importFrom SummarizedExperiment assays
#' @importFrom BiocParallel bpparam
#' @importFrom BiocParallel bplapply
#' @export
#'
#' @examples
#' library(plyranges)
#' library(rtracklayer)
#' scc1_peaks <- system.file("extdata", "Scc1-peaks.narrowPeak", package = "AggregatedCoverage") |>
#' import()
#' conv_loci <- system.file("extdata", "conv_transcription_loci.bed", package = "AggregatedCoverage") |>
#' import()
#' features <- GRangesList(Scc1 = scc1_peaks, Conv_transcription = conv_loci)
#' tracks <- list(
#' Scc1 = system.file("extdata", "Scc1-vs-input.bw", package = "AggregatedCoverage") |> import(as = 'Rle'),
#' RNA_fwd = system.file("extdata", "SRR2045244.fwd.CPM.bw", package = "AggregatedCoverage") |> import(as = 'Rle'),
#' RNA_rev = system.file("extdata", "SRR2045244.rev.CPM.bw", package = "AggregatedCoverage") |> import(as = 'Rle')
#' )
#' AC <- AggregatedCoverage(tracks, features, 3000)
#' AC

AggregatedCoverage <- function(tracks, features, width, BPPARAM = BiocParallel::bpparam()) {

## Check that input lists are named
stopifnot(length(unique(names(tracks))) == length(tracks))
stopifnot(length(unique(names(features))) == length(features))

## Extend and filter features
tracks <- .set_seqinfo(tracks)
si <- seqinfo(tracks[[1]])[[1]]
features <- lapply(features, .resize_granges, width = width, seqinfo = si)

## Prepare cData and rData
cData <- data.frame(
track = names(tracks)
)
rData <- GRangesList(features)
mcols(rData) <- data.frame(
features = names(features)
)

## Aggregate scores
dfs <- BiocParallel::bplapply(names(tracks), function(t) {
lapply(names(features), function(f) {
df <- .compute_cov(tracks[[t]], features[[f]])
df$track <- t
df$features <- f
return(df)
}) |> dplyr::bind_rows()
}, BPPARAM = BPPARAM) |> dplyr::bind_rows()

## Fill out different assay matrices
m0 <- matrix(
list(),
nrow = length(features), ncol = length(tracks)
)
colnames(m0) <- names(tracks)
rownames(m0) <- names(features)
assays <- c("mean", "median", "min", "max", "sd", "se", "ci_low", "ci_high")
l_assays <- vector("list", length = length(assays))
names(l_assays) <- assays
for (assay in assays) {
m <- m0
for (t in names(tracks)) {
df <- dplyr::filter(dfs, track == t)
for (f in names(features)) {
m[f, t][[1]] <- dplyr::filter(df, features == f)[[assay]]
}
}
l_assays[[assay]] <- m
}

AC <- methods::new(
"AggregatedCoverage",
SummarizedExperiment::SummarizedExperiment(
rowRanges = rData,
colData = cData,
assays = l_assays
)
)

return(AC)
}
4 changes: 4 additions & 0 deletions R/AllClasses.R
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methods::setClass(
"AggregatedCoverage",
contains = c("RangedSummarizedExperiment")
)
23 changes: 23 additions & 0 deletions R/AllMethods.R
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#' @importFrom dplyr as_tibble
#' @export

as_tibble.AggregatedCoverage <- function(x, ...) {
tracks <- colData(x)$track
features <- rowData(x)$features
assays <- names(assays(x))
w <- width(rowRanges(x)[[1]])[[1]]
lapply(tracks, function(t) {
lapply(features, function(f) {
lapply(assays(x), `[[`, f, t) |>
stats::setNames(assays) |>
dplyr::bind_cols() |>
dplyr::mutate(
coord = seq(-w/2, w/2-1, 1),
track = t, features = f
) |>
dplyr::relocate(coord) |>
dplyr::relocate(features) |>
dplyr::relocate(track)
}) |> dplyr::bind_rows()
}) |> dplyr::bind_rows()
}
55 changes: 55 additions & 0 deletions R/utils.R
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.set_seqinfo <- function(tracks) {
n <- names(tracks)
sls <- lapply(tracks, lengths)
has_seqlengths <- any(!is.na(lapply(sls, sum)))
if (!has_seqlengths) {
sis <- lapply(tracks, function(rle) {
Seqinfo(
names(lengths(rle)),
lengths(rle)
)
}) |> unique()
if (length(unique(sis)) > 1)
stop("More than 1 seqinfo inferred from the tracks.")
si <- sis[[1]]
}
else {
sl <- sls[[which(!is.na(lapply(sls, sum)))[[1]]]]
si <- list(Seqinfo(
names(sl),
sl
))
}
tracks <- lapply(tracks, function(rle) {
GenomeInfoDb::seqinfo(rle) <- si
return(rle)
})
names(tracks) <- n
return(tracks)
}

.resize_granges <- function(gr, width, seqinfo) {
GenomeInfoDb::seqlevels(gr, pruning.mode = "coarse") <- GenomeInfoDb::seqlevels(seqinfo)
GenomeInfoDb::seqinfo(gr) <- seqinfo
gr <- suppressWarnings(resize(gr, fix = 'center', width = width))
w <- width
gr <- trim(gr)
gr <- gr[width(gr) == w]
}

.compute_cov <- function(rle, gr) {
scores <- NumericList(rle[gr]) |> as.matrix()
mean <- colMeans(scores, na.rm = TRUE)
median <- apply(scores, 2, median, na.rm = TRUE)
min <- apply(scores, 2, min, na.rm = TRUE)
max <- apply(scores, 2, max, na.rm = TRUE)
sd <- apply(scores, 2, sd, na.rm = TRUE)
se <- sd/sqrt(nrow(scores))
ci_low <- mean - qt(1 - (0.05 / 2), nrow(scores) - 1) * se
ci_high <- mean + qt(1 - (0.05 / 2), nrow(scores) - 1) * se
data.frame(
coord = seq(-ncol(scores)/2, ncol(scores)/2-1, 1),
mean = mean, median = median, min = min, max = max,
sd = sd, se = se, ci_low = ci_low, ci_high = ci_high
)
}
5 changes: 5 additions & 0 deletions README.md
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# AggregatedCoverage

<!-- badges: start -->
<!-- badges: end -->

4 changes: 4 additions & 0 deletions _pkgdown.yml
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url: ~
template:
bootstrap: 5

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