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Overview

This project provides data and code to reproduce the analysis results presented in Melton et al., 2023. "A Novel Tissue-Free Method to Estimate Tumor-Derived Cell-Free DNA Abundance Using Tumor Methylation Patterns"

Rendering the RMarkdown

Install the R package from github. devtools::install_github("grailbio-publications/tmef2023")

To open the figures.Rmd file installed with the package: file.edit(system.file("rmd", "figures.Rmd", package = "tmef2023"))

System Requirements

Follow instructions at https://cran.r-project.org to install R (version 4.1.2 was used for this analysis). This implementation was developed and tested on Ubuntu 20.04.4 LTS.

Packages and Versions

Attached Base Packages

stats, graphics, grDevices, utils, datasets, methods and base

Packages Loaded Via Namespace But Not Attached.

ggtext(v.0.1.1), nlme(v.3.1-155), matrixStats(v.0.61.0), doParallel(v.1.0.16), RColorBrewer(v.1.1-2), tools(v.4.1.2), backports(v.1.4.1), utf8(v.1.2.2), R6(v.2.5.1), DBI(v.1.1.2), BiocGenerics(v.0.40.0), mgcv(v.1.8-38), colorspace(v.2.0-2), GetoptLong(v.1.0.5), withr(v.2.4.3), tidyselect(v.1.1.1), gridExtra(v.2.3), compiler(v.4.1.2), cli(v.3.6.1), gt(v.0.8.0), xml2(v.1.3.3), labeling(v.0.4.2), sass(v.0.4.0), scales(v.1.1.1), survMisc(v.0.5.5), commonmark(v.1.7), stringr(v.1.4.0), digest(v.0.6.29), rmarkdown(v.2.11), tmef2023(v.0.0.1), pkgconfig(v.2.0.3), htmltools(v.0.5.6), labelled(v.2.9.0), fastmap(v.1.1.0), highr(v.0.9), rlang(v.1.1.1), GlobalOptions(v.0.1.2), shape(v.1.4.6), jquerylib(v.0.1.4), farver(v.2.1.0), generics(v.0.1.1), zoo(v.1.8-9), dplyr(v.1.0.8), car(v.3.0-12), magrittr(v.2.0.3), Matrix(v.1.4-0), Rcpp(v.1.0.8), munsell(v.0.5.0), S4Vectors(v.0.32.3), fansi(v.1.0.2), abind(v.1.4-5), lifecycle(v.1.0.3), stringi(v.1.7.6), yaml(v.2.2.2), gtsummary(v.1.5.2), carData(v.3.0-5), MASS(v.7.3-55), grid(v.4.1.2), parallel(v.4.1.2), forcats(v.0.5.1), crayon(v.1.4.2), survminer(v.0.4.9), lattice(v.0.20-45), haven(v.2.4.3), splines(v.4.1.2), gridtext(v.0.1.4), pander(v.0.6.4), circlize(v.0.4.13), hms(v.1.1.1), knitr(v.1.37), ComplexHeatmap(v.2.10.0), pillar(v.1.9.0), ggpubr(v.0.4.0), rjson(v.0.2.21), markdown(v.1.1), ggsignif(v.0.6.3), codetools(v.0.2-18), stats4(v.4.1.2), glue(v.1.6.1), evaluate(v.0.14), data.table(v.1.14.2), broom.helpers(v.1.6.0), png(v.0.1-7), vctrs(v.0.6.3), foreach(v.1.5.1), gtable(v.0.3.0), purrr(v.1.0.1), tidyr(v.1.2.0), km.ci(v.0.5-2), clue(v.0.3-60), assertthat(v.0.2.1), ggplot2(v.3.3.5), xfun(v.0.29), xtable(v.1.8-4), broom(v.0.7.11), rstatix(v.0.7.0), survival(v.3.2-13), tibble(v.3.1.6), iterators(v.1.0.13), IRanges(v.2.28.0), KMsurv(v.0.1-5), cluster(v.2.1.2) and ellipsis(v.0.3.2)

Data

All data required to reproduce the results are provided in the directory data and are accessible via the R package tmef2023. TSV files with copies of the data in the rda files are saved in inst/extdata/

Figure Generation

Figures can be reproduced by rendering the figures.Rmd file found in inst/rmd/.

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