Back to Search Start Over

lute : estimating the cell composition of heterogeneous tissue with varying cell sizes using gene expression.

Authors :
Maden SK
Huuki-Myers LA
Kwon SH
Collado-Torres L
Maynard KR
Hicks SC
Source :
BioRxiv : the preprint server for biology [bioRxiv] 2024 Apr 06. Date of Electronic Publication: 2024 Apr 06.
Publication Year :
2024

Abstract

Relative cell type fraction estimates in bulk RNA-sequencing data are important to control for cell composition differences across heterogenous tissue samples. Current computational tools estimate relative RNA abundances rather than cell type proportions in tissues with varying cell sizes, leading to biased estimates. We present lute , a computational tool to accurately deconvolute cell types with varying sizes. Our software wraps existing deconvolution algorithms in a standardized framework. Using simulated and real datasets, we demonstrate how lute adjusts for differences in cell sizes to improve the accuracy of cell composition. Software is available from https://bioconductor.org/packages/lute.<br />Competing Interests: Competing interests The authors declare that they have no competing interests.

Details

Language :
English
Database :
MEDLINE
Journal :
BioRxiv : the preprint server for biology
Accession number :
38617294
Full Text :
https://doi.org/10.1101/2024.04.04.588105