ADTGP: correcting single-cell antibody sequencing data using Gaussian process regression
Abstract Summary We present ADTGP, an R package that uses Gaussian process regression to correct droplet-specific technical noise in single-cell protein sequencing data. ADTGP improves the interpretability of the data by modeling the distribution of protein expression, conditioned on equal isotype c...
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Veröffentlicht in: | Bioinformatics (Oxford, England) England), 2024-11, Vol.40 (11) |
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Hauptverfasser: | , |
Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | Abstract
Summary
We present ADTGP, an R package that uses Gaussian process regression to correct droplet-specific technical noise in single-cell protein sequencing data. ADTGP improves the interpretability of the data by modeling the distribution of protein expression, conditioned on equal isotype control counts across cells. ADTGP is written in R and needs only the protein raw counts, isotype control raw counts, and a design matrix to run.
Availability and implementation
ADTGP can be installed from https://github.com/northNomad/ADTGP. It depends on Stan and the R package ‘cmdstanr’. |
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ISSN: | 1367-4811 1367-4803 1367-4811 |
DOI: | 10.1093/bioinformatics/btae660 |