Detalle de: acorde unravels functionally interpretable networks of isoform co-usage from single cell data
| Title | acorde unravels functionally interpretable networks of isoform co-usage from single cell data |
| Abstract |
Alternative splicing (AS) is a highly-regulated post-transcriptional mechanism known to modulate isoform expression within genes and contribute to cell-type identity. However, the extent to which alternative isoforms establish co-expression networks that may be relevant in cellular function has not been explored yet. Here, we present acorde , a pipeline that successfully leverages bulk long reads and single-cell data to confidently detect alternative isoform co-expression relationships. To achieve this, we develop and validate percentile correlations, an innovative approach that overcomes data sparsity and yields accurate co-expression estimates from single-cell data. Next, acorde uses correlations to cluster co-expressed isoforms into a network, unraveling cell type-specific alternative isoform usage patterns. By selecting same-gene isoforms between these clusters, we subsequently detect and characterize genes with co-differential isoform usage (coDIU) across cell types. Finally, we predict functional elements from long read-defined isoforms and provide insight into biological processes, motifs, and domains potentially controlled by the coordination of post-transcriptional regulation. The code for acorde is available at https://github.com/ConesaLab/acorde . |
| Apa Reference | Arzalluz-Luque, A., Salguero, P., Tarazona, S., & Conesa, A. (2022). acorde unravels functionally interpretable networks of isoform co-usage from single cell data. Nature Communications, 13(1). 10.1038/s41467-022-29497-w |
| Doi | 10.1038/s41467-022-29497-w |
| Publication Date | 5 Apr 2022 |
| Publication Type | Article |
| Researcher | Ana Conesa |
| Ontology | Function prediction, Gene regulatory networks, Regulatory biology, Sequence analysis, Network Biology, Single-cell omics |
| Research Groups | Genomics of Gene Expression |
| Tools |
