Type: Package Package: BatchQC Title: Batch Effects Quality Control Software Version: 2.8.3 Date: 2026-08-28 Authors@R: c( person("Jessica", "Anderson", , "anderson.jessica@rutgers.edu", role = c("aut"), comment = c(ORCID = "0000-0002-0542-9872")), person("W. Evan", "Johnson", , "wj183@njms.rutgers.edu", role = c("aut", "fnd"), comment = c(ORCID = "0000-0002-6247-6595")), person("Yaoan", "Leng", , "leng@bu.edu", role = c("ctb", "cre"), comment = c(ORCID = "0009-0002-3957-5250")), person("Solaiappan", "Manimaran", , "manimaran_1975@hotmail.com", role = "aut"), person("Heather", "Selby", , "selbyh@bu.edu", role = "ctb"), person("Claire", "Ruberman", , "claireruberman@gmail.com", role = "ctb"), person("Kwame", "Okrah", , "kwame.okrah@gmail.com", role = "ctb"), person("Hector Corrada", "Bravo", , "hcorrada@gmail.com", role = "ctb"), person("Michael", "Silverstein", , "msilver4@bu.edu", role = "ctb"), person("Regan", "Conrad", , "rdconrad@bu.edu", role = "ctb"), person("Zhaorong", "Li", , "zhaorong@bu.edu", role = "ctb"), person("Evan", "Holmes", , "evanjh19@gmail.com", role = "ctb"), person("Solomon", "Joseph", , "sj1136@njms.rutgers.edu", role = "ctb"), person("Howard", "Fan", , "hf268@njms.rutgers.edu", role = "ctb"), person("Sean", "Lu", , "sl1729@njms.rutgers.edu", role = "ctb") ) Description: Samples (-omics, imaging, single cell, etc) often are collected or processed in multiple batches or at different times. This often produces technical biases that can lead to incorrect results in the downstream analysis. BatchQC is a software tool that streamlines batch preprocessing and evaluation by providing interactive diagnostics, visualizations, and statistical analyses to explore the extent to which batch variation impacts the data. BatchQC diagnostics help determine whether batch adjustment needs to be done, and how correction should be applied before proceeding with a downstream analysis. Moreover, BatchQC interactively applies multiple common batch effect approaches to the data and the user can quickly see the benefits of each method. BatchQC is developed as a Shiny App. The output is organized into multiple tabs and each tab features an important part of the batch effect analysis and visualization of the data. The BatchQC interface has the following analysis groups: Summary, Differential Expression, Median Correlations, Heatmaps, Circular Dendrogram, PCA Analysis, Shape, ComBat and SVA. License: MIT + file LICENSE URL: https://github.com/wejlab/BatchQC BugReports: https://github.com/wejlab/BatchQC/issues Depends: R (>= 4.5.0) Imports: data.table, DESeq2, dplyr, EBSeq, edgeR, FNN, ggdendro, ggnewscale, ggplot2, ggpubr, Harman, limma, matrixStats, methods, MASS, pheatmap, RColorBrewer, reader, reshape2, scran, shiny, shinyjs, shinythemes, stats, SummarizedExperiment, sva, S4Vectors, tibble, tidyr, tidyverse, umap, utils Suggests: BiocManager, BiocStyle, bladderbatch, curatedTBData, devtools, knitr, lintr, MultiAssayExperiment, plotly, rmarkdown, spelling, testthat (>= 3.0.0) VignetteBuilder: knitr biocViews: BatchEffect, DifferentialExpression, GeneExpression, GraphAndNetwork, ImmunoOncology, Microarray, Normalization, Preprocessing, PrincipalComponent, QualityControl, RNASeq, Sequencing, ShinyApps, Software, Visualization Config/testthat/edition: 3 Encoding: UTF-8 Language: en-US Roxygen: list(markdown = TRUE) Collate: 'Normalization.R' 'batch_correction.R' 'color_palette.R' 'compute_aic.R' 'covariates_not_confounded.R' 'data.R' 'dendrogram.R' 'dendrogram_alpha_numeric_check.R' 'dendrogram_color_palette.R' 'differential_expression.R' 'explained_variation.R' 'global_vars.R' 'heatmap.R' 'heatmap_num_to_char_convertor.R' 'import.R' 'kBET-utils.R' 'kBET.R' 'lambda_statistic.R' 'negative_binomial_check.R' 'pca.R' 'preprocess.R' 'runApp.R' 'summary_statistics.R' 'umap.R' 'variation_ratios.R' 'volcano_plot.R' Config/roxygen2/version: 8.0.0 Config/pak/sysreqs: cmake libfontconfig1-dev libfreetype6-dev libfribidi-dev libglpk-dev make libharfbuzz-dev libicu-dev libjpeg-dev libpng-dev libtiff-dev libuv1-dev libwebp-dev libxml2-dev libssl-dev python3 libx11-dev zlib1g-dev Repository: Bioconductor 3.23 Date/Publication: 2026-09-14 19:54:49 UTC RemoteUrl: https://github.com/bioc/BatchQC RemoteRef: RELEASE_3_23 RemoteSha: 9daabc96fa6b48fda3354cf80bb0991ab227512a NeedsCompilation: no Packaged: 2026-10-14 11:33:37 UTC; root Author: Jessica Anderson [aut] (ORCID: ), W. Evan Johnson [aut, fnd] (ORCID: ), Yaoan Leng [ctb, cre] (ORCID: ), Solaiappan Manimaran [aut], Heather Selby [ctb], Claire Ruberman [ctb], Kwame Okrah [ctb], Hector Corrada Bravo [ctb], Michael Silverstein [ctb], Regan Conrad [ctb], Zhaorong Li [ctb], Evan Holmes [ctb], Solomon Joseph [ctb], Howard Fan [ctb], Sean Lu [ctb] Maintainer: Yaoan Leng