A method that analyzes quality control metrics from multi-sample genomic sequencing studies and nominates poor quality samples for exclusion. Per sample quality control data are transformed into z-scores and aggregated. The distribution of aggregated z-scores are modelled using parametric distributions. The parameters of the optimal model, selected either by goodness-of-fit statistics or user-designation, are used for outlier nomination. Two implementations of the Cosine Similarity Outlier Detection algorithm are provided with flexible parameters for dataset customization.
| Version: | 1.1.1 |
| Depends: | R (≥ 2.10) |
| Imports: | stats, utils, fitdistrplus, lsa, BoutrosLab.plotting.general |
| Suggests: | knitr, rmarkdown, kableExtra, dplyr, testthat (≥ 3.0.0) |
| Published: | 2026-01-24 |
| DOI: | 10.32614/CRAN.package.OmicsQC |
| Author: | Anders Hugo Frelin [aut],
Helen Zhu [aut],
Paul C. Boutros |
| Maintainer: | Paul C. Boutros <PBoutros at sbpdiscovery.org> |
| License: | GPL-2 |
| NeedsCompilation: | no |
| Materials: | NEWS |
| In views: | AnomalyDetection |
| CRAN checks: | OmicsQC results |
| Reference manual: | OmicsQC.html , OmicsQC.pdf |
| Vignettes: |
Introduction to omicsQC (source, R code) |
| Package source: | OmicsQC_1.1.1.tar.gz |
| Windows binaries: | r-devel: OmicsQC_1.1.1.zip, r-release: OmicsQC_1.1.1.zip, r-oldrel: OmicsQC_1.1.1.zip |
| macOS binaries: | r-release (arm64): OmicsQC_1.1.1.tgz, r-oldrel (arm64): OmicsQC_1.1.1.tgz, r-release (x86_64): OmicsQC_1.1.1.tgz, r-oldrel (x86_64): OmicsQC_1.1.1.tgz |
| Old sources: | OmicsQC archive |
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