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Type-2-Diabetes Cell Dysfunction Detection using Graph-based Cell-Neighborhood Anlaysis

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Instructors:
- Prof. Jie Liu (University of Michigan)
- Prof. Marcela Brissova (University of Vanderbilt).

Motivation & Contribution

  • Apply Graph Community Detection for Islet Cell Neighborhood Analysis;
  • Propose a brand-new cell enrichment scoring scheme for cell enrichment, CF-IDF, which considers both prevalence and uniqueness of a particular cell type in cell community;
  • The combination of graph community detection and new scoring scheme shows a convincing performance on downstream cell neighborhood analysis tasks.

Slides

tags: Research Project BioMedical Graph