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...

Ausführliche Beschreibung

Gespeichert in:
Bibliographische Detailangaben
Veröffentlicht in:Bioinformatics (Oxford, England) England), 2024-11, Vol.40 (11)
Hauptverfasser: Liu, Alex C H, Chan, Steven M
Format: Artikel
Sprache:eng
Schlagworte:
Online-Zugang:Volltext
Tags: Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
Beschreibung
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’.
ISSN:1367-4811
1367-4803
1367-4811
DOI:10.1093/bioinformatics/btae660