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Systematic analysis of alternative splicing in time course data using Spycone

Authors: Chit Tong Lio;

Systematic analysis of alternative splicing in time course data using Spycone

Abstract

Spycone is available as a python package that provides systematic analysis of time course transcriptomics data. Figure 1 shows the workflow of Spycone. It uses gene or isoform expression and a biological network as an input. It employs the sum of changes of all isoforms relative abundance (total isoform usage) across time points to detect IS events. It further provides downstream analysis such as clustering by total isoform usage, gene set enrichment analysis, network enrichment, and splicing factors analysis. The SARS-Cov-2 infection and cancer dataset are used as an application demonstration for our Spycone tool and a simulation dataset is used for benchmark analysis. The rhinovirus dataset and SARS-Cov-2 infection (3 time points) for the tutorial in the documentation are included here. The simulated dataset from the 2 models described in the manuscript are uploaded as zen_simdata_{model}_{noise}.csv. A gtf file used in the splicing factor analysis, both in the manuscript and tutorial. Derived from ensembl GRCh38.99.

The transcriptomics dataset can be accessed through the Gene Expression Omnibus (GEO), accession number GSE157490 and GSE162602. The tutorial dataset can be found in the GEO database under accession GSE71766 and under SRA BioProject PRJNA627100.

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Keywords

transcriptomics, isoform switch, time-series, networks, Alternative splicing

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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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