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Detalle de: Differential expression and co-expression reveal cell types relevant to genetic disorder phenotypes

Title Differential expression and co-expression reveal cell types relevant to genetic disorder phenotypes
Abstract

Motivation Knowledge of the specific cell types affected by genetic alterations in rare diseases is crucial for advancing diagnostics and treatments. Despite significant progress, the cell types involved in the majority of rare disease manifestations remain largely unknown. In this study, we integrated scRNA-seq data from non-diseased samples with known genetic disorder genes and phenotypic information to predict the specific cell types disrupted by pathogenic mutations for 482 disease phenotypes. Results We found significant phenotype-cell type associations focusing on differential expression and co-expression mechanisms. Our analysis revealed that 13% of the associations documented in the literature were captured through differential expression, while 42% were elucidated through co-expression analysis, also uncovering potential new associations. These findings underscore the critical role of cellular context in disease manifestation and highlight the potential of single-cell data for the development of cell-aware diagnostics and targeted therapies for rare diseases. Availability and implementation All code generated in this work is available at https://github.com/SergioAlias/sc-coex

Apa Reference Alías-Segura, S., Pazos, F., & Chagoyen, M. (2024). Differential expression and co-expression reveal cell types relevant to genetic disorder phenotypes. Bioinformatics, 40(11). 10.1093/bioinformatics/btae646
Doi 10.1093/bioinformatics/btae646
Publication Date 28 Oct 2024
Publication Type Article
Researcher Mónica Chagoyen
Ontology Development
Research Groups Fungi and yeasts of interest in agri-foods (MYCROORG)
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