spillR
Spillover Compensation in Mass Cytometry Data
Bioconductor version: 3.23 · Package version: 1.8.0
Channel interference in mass cytometry can cause spillover and may result in miscounting of protein markers. We develop a nonparametric finite mixture model and use the mixture components to estimate the probability of spillover. We implement our method using expectation-maximization to fit the mixture model.
Installation
if (!require("BiocManager", quietly = TRUE))
install.packages("BiocManager")
BiocManager::install("spillR") Details
| Maintainer | Marco Guazzini <m.guazzini@student.maastrichtuniversity.nl> |
| Author | Marco Guazzini [aut, cre] (ORCID: <https://orcid.org/0009-0007-8111-5772>), Alexander G. Reisach [aut] (ORCID: <https://orcid.org/0009-0003-5057-6278>), Sebastian Weichwald [aut] (ORCID: <https://orcid.org/0000-0003-0169-7244>), Christof Seiler [aut] (ORCID: <https://orcid.org/0000-0001-8802-3642>) |
| License | LGPL-3 |
| Downloads rank | 171 |
| Source branch | RELEASE_3_23 |
| biocViews | FlowCytometry, ImmunoOncology, MassSpectrometry, Preprocessing, Regression, SingleCell, Software, StatisticalMethod, Visualization |
Documentation
Download
Dependencies
Depends: R (>= 4.3.0), SummarizedExperiment, CATALYST
Imports: dplyr, tibble, tidyselect, stats, ggplot2, tidyr, spatstat.univar, S4Vectors, parallel
Suggests: knitr, rmarkdown, cowplot, testthat (>= 3.0.0), BiocStyle, hexbin