Package: crumblr Type: Package Title: Count ratio uncertainty modeling base linear regression Version: 1.4.5 Date: 2026-07-20 Authors@R: person("Gabriel", "Hoffman", role=c("aut", "cre"), email="gabriel.hoffman@mssm.edu", comment=c(ORCID="0000-0002-0957-0224")) Description: Crumblr enables analysis of count ratio data using precision weighted linear (mixed) models. It uses an asymptotic normal approximation of the variance following the centered log ration transform (CLR) that is widely used in compositional data analysis. Crumblr provides a fast, flexible alternative to GLMs and GLMM's while retaining high power and controlling the false positive rate. VignetteBuilder: knitr License: Artistic-2.0 Encoding: UTF-8 URL: https://DiseaseNeurogenomics.github.io/crumblr BugReports: https://github.com/DiseaseNeurogenomics/crumblr/issues Suggests: BiocStyle, RUnit, knitr, rmarkdown, dreamlet, muscat, ExperimentHub, scater, reshape2, glue, tidyverse, BiocGenerics, compositions biocViews: RNASeq, GeneExpression, DifferentialExpression, BatchEffect, QualityControl, SingleCell, Regression, Epigenetics, FunctionalGenomics, Transcriptomics, Normalization, Clustering, DimensionReduction, Preprocessing, Software Depends: R (>= 4.4.0), ggplot2, methods Imports: Rdpack, viridis, tidytree, variancePartition (>= 1.36.3), SingleCellExperiment, ggtree, dplyr, stats, MASS, Rfast, dirmult RdMacros: Rdpack LazyData: false NeedsCompilation: no Config/roxygen2/version: 8.0.0 Config/pak/sysreqs: libcairo2-dev cmake libfontconfig1-dev libfreetype6-dev make libicu-dev libpng-dev libuv1-dev zlib1g-dev Repository: Bioconductor 3.23 Date/Publication: 2026-07-20 16:02:57 UTC RemoteUrl: https://github.com/bioc/crumblr RemoteRef: RELEASE_3_23 RemoteSha: a6f6ed4a1e61293327b93a33ac00564f72a6a09d Packaged: 2026-07-20 21:03:17 UTC; root Author: Gabriel Hoffman [aut, cre] (ORCID: ) Maintainer: Gabriel Hoffman