Expedition

Expedition analyzes single-cell alternative splicing to detect and characterize isoform diversity and splicing modality dynamics across individual cells.


Key Features:

  • Outrigger: A de novo splice graph transversal algorithm that detects alternative splicing events within individual cells by constructing a comprehensive map of possible exon combinations.
  • Anchor: A Bayesian approach that assigns modalities to detected AS events, distinguishing unimodal and bimodal splicing patterns.
  • Bonvoyage: Uses non-negative matrix factorization to visualize changes in modality across single cells.
  • Bimodal exon characterization: Identifies bimodal exons that exhibit flanking conserved intronic sequences with distinct cis-regulatory motifs and that preserve the reading frame.
  • Quantitative detection: Quantifies that up to 20% of AS exons exhibit bimodality during neuronal differentiation of pluripotent stem cells.
  • Dynamic splicing analysis: Detects changes in splicing modality across cellular transitions to reveal cell-type-specific splicing dynamics.

Scientific Applications:

  • Single-cell differentiation profiling: Applied to single pluripotent stem cells undergoing neuronal differentiation to reveal widespread bimodal splicing.
  • Cell-type-specific splicing discovery: Reveals isoform-level variation that can distinguish cellular states beyond conventional gene expression analysis.
  • Cis-regulatory motif analysis: Associates bimodal exons with conserved intronic motifs to investigate regulatory mechanisms of alternative splicing.

Methodology:

Computational methods include Outrigger's de novo splice graph transversal algorithm to map exon combinations, Anchor's Bayesian modality assignment for unimodal versus bimodal classification, and Bonvoyage's non-negative matrix factorization for visualization of modality changes.

Topics

Details

License:
BSD-3-Clause
Maturity:
Emerging
Cost:
Free of charge
Tool Type:
workflow
Operating Systems:
Linux, Windows, Mac
Programming Languages:
Python
Added:
2/17/2019
Last Updated:
11/25/2024

Operations

Data Inputs & Outputs

Publications

Song Y, Botvinnik OB, Lovci MT, Kakaradov B, Liu P, Xu JL, Yeo GW. Single-Cell Alternative Splicing Analysis with Expedition Reveals Splicing Dynamics during Neuron Differentiation. Molecular Cell. 2017;67(1):148-161.e5. doi:10.1016/j.molcel.2017.06.003. PMID:28673540. PMCID:PMC5540791.

PMID: 28673540
PMCID: PMC5540791
Funding: - NIH: AI095277, HD085902, HG004659, MH107369, NS075449 - California Institute of Regenerative Medicine: RB3-05009, RB4-06045 - Brain Research Foundation: BRFSG-2014-14

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