# -------------------------------------------- # CITATION file created with {cffr} R package # See also: https://docs.ropensci.org/cffr/ # -------------------------------------------- cff-version: 1.2.0 message: 'To cite package "dreamlet" in publications use:' type: software license: Artistic-2.0 title: 'dreamlet: Scalable differential expression analysis of single cell transcriptomics datasets with complex study designs' version: 1.3.3 doi: 10.1101/2023.03.17.533005 identifiers: - type: doi value: 10.32614/CRAN.package.dreamlet abstract: Recent advances in single cell/nucleus transcriptomic technology has enabled collection of cohort-scale datasets to study cell type specific gene expression differences associated disease state, stimulus, and genetic regulation. The scale of these data, complex study designs, and low read count per cell mean that characterizing cell type specific molecular mechanisms requires a user-frieldly, purpose-build analytical framework. We have developed the dreamlet package that applies a pseudobulk approach and fits a regression model for each gene and cell cluster to test differential expression across individuals associated with a trait of interest. Use of precision-weighted linear mixed models enables accounting for repeated measures study designs, high dimensional batch effects, and varying sequencing depth or observed cells per biosample. authors: - family-names: Hoffman given-names: Gabriel email: gabriel.hoffman@mssm.edu orcid: https://orcid.org/0000-0002-0957-0224 preferred-citation: type: article title: Efficient differential expression analysis of large-scale single cell transcriptomics data using dreamlet authors: - family-names: Hoffman given-names: Gabriel E. - family-names: al. given-names: et year: '2023' journal: bioRxiv doi: 10.1101/2023.03.17.533005 repository: https://bioc.r-universe.dev repository-code: https://github.com/DiseaseNeurogenomics/dreamlet commit: 8a427bee3071e63aaa5cf1b867e2fc4db9d89a63 url: https://DiseaseNeurogenomics.github.io/dreamlet date-released: '2024-07-19' contact: - family-names: Hoffman given-names: Gabriel email: gabriel.hoffman@mssm.edu orcid: https://orcid.org/0000-0002-0957-0224