Package: scBatchQC 0.99.3
scBatchQC: Batch-Aware Cell Quality Control for Single-Cell RNA-seq
scBatchQC provides a hierarchical empirical Bayes framework for quality control in multi-sample, multi-batch single-cell RNA-seq experiments. Unlike per-sample QC tools, scBatchQC jointly models QC metric distributions (library size, gene count, mitochondrial fraction) and doublet rates across batches, enabling calibrated cell-level QC calls that account for batch structure. The package operates natively on SingleCellExperiment objects and returns augmented colData with per-cell QC flags and batch-adjusted doublet scores.
Authors:
scBatchQC_0.99.3.tar.gz
scBatchQC_0.99.3.zip(r-4.7)scBatchQC_0.99.3.zip(r-4.6)scBatchQC_0.99.3.zip(r-4.5)
scBatchQC_0.99.3.tgz(r-4.6-any)scBatchQC_0.99.3.tgz(r-4.5-any)
scBatchQC_0.99.3.tar.gz(r-4.7-any)scBatchQC_0.99.3.tar.gz(r-4.6-any)
scBatchQC_0.99.3.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
scBatchQC/json (API)
| # Install 'scBatchQC' in R: |
| install.packages('scBatchQC', repos = c('https://bioc.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/subhadipjana1409/scbatchqc/issues
On BioConductor:scBatchQC-0.99.3(bioc 3.24)
singlecellqualitycontrolbatcheffectstatisticalmethodtranscriptomicsgeneexpressioncellbasedassayssequencingworkflowstep
Last updated from:9f8df9af73. Checks:1 NOTE, 9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| bioc-checks | NOTE | 249 | ||
| linux-devel-x86_64 | OK | 404 | ||
| source / vignettes | OK | 331 | ||
| linux-release-x86_64 | OK | 412 | ||
| macos-release-arm64 | OK | 212 | ||
| macos-oldrel-arm64 | OK | 244 | ||
| windows-devel | OK | 1118 | ||
| windows-release | OK | 1125 | ||
| windows-oldrel | OK | 1006 | ||
| wasm-release | OK | 223 |
Exports:batchAwareQCMetricsbatchSummaryBQCResultdoubletScoresestimateBatchDoubletRateharmonizeQCThresholdsplotBatchQCqcFlagsshow
Dependencies:abindassortheadbeachmatBHBiobaseBiocGenericsbiocmakeBiocNeighborsBiocParallelclicodetoolscpp11DelayedArraydir.expiryfarverfilelockformatRfutile.loggerfutile.optionsgenericsGenomicRangesggplot2gluegtableIRangesisobandlabelinglambda.rlatticelifecycleMatrixMatrixGenericsmatrixStatsR6RColorBrewerRcppRigraphlibrlangS4ArraysS4VectorsS7scalesscrapperSeqinfoSingleCellExperimentsnowSparseArraySummarizedExperimentvctrsviridisLitewithrXVector
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| scBatchQC: Batch-Aware Cell Quality Control for scRNA-seq | scBatchQC-package scBatchQC |
| Batch-Aware QC Metric Computation | batchAwareQCMetrics |
| Accessor for batch summary in a BQCResult | batchSummary batchSummary,BQCResult-method |
| Constructor for BQCResult | BQCResult |
| BQCResult: Batch-Aware QC Result Container | BQCResult-class |
| Accessor for doublet scores in a BQCResult | doubletScores doubletScores,BQCResult-method |
| Estimate Per-Batch Doublet Rates | estimateBatchDoubletRate |
| Harmonize QC Thresholds Across Batches | harmonizeQCThresholds |
| Visualize QC Metric Distributions Across Batches | plotBatchQC |
| Accessor for QC flags in a BQCResult | qcFlags qcFlags,BQCResult-method |
| Show method for BQCResult | show,BQCResult-method |
