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Related Experiment Video

Updated: Oct 4, 2025

Mapping Molecular Diffusion in the Plasma Membrane by Multiple-Target Tracing MTT
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Variant to function mapping at single-cell resolution through network propagation.

Fulong Yu1,2,3, Liam D Cato1,2,3, Chen Weng1,2,3,4

  • 1Division of Hematology/Oncology, Boston Children's Hospital, Harvard Medical School, Boston, MA 02115, USA.

Biorxiv : the Preprint Server for Biology
|February 4, 2022
PubMed
Summary
This summary is machine-generated.

We developed SCAVENGE, a network propagation method to map genetic variants to cell types. This approach identifies disease mechanisms and cellular contexts for human genetic variation.

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Area of Science:

  • Genomics
  • Systems Biology
  • Computational Biology

Background:

  • Human disease genetic associations and single-cell atlases offer insights into disease mechanisms.
  • Data sparsity and noise in single-cell epigenomic data hinder the identification of relevant cell types and states.

Approach:

  • Developed the SCAVENGE method for mapping causal variants to cellular contexts at single-cell resolution.
  • Utilized network propagation to overcome data limitations in single-cell genomic data.

Key Points:

  • SCAVENGE identified blood trait enrichment during hematopoiesis.
  • Defined monocyte subsets associated with severe COVID-19 risk.
  • Identified lymphocyte developmental states linked to acute leukemia predisposition.

Conclusions:

  • SCAVENGE provides a framework for variant-to-function insights at single-cell resolution.
  • The method offers a general strategy for maximizing inferences from single-cell genomic data.