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Mandatory

Name of the tool: FlashDeconv

Short description: High-performance spatial transcriptomics deconvolution using structure-preserving randomized sketching. Processes 1M spots in ~3 minutes with linear O(N) scaling.

How does the package use scverse data structures: FlashDeconv provides a scanpy-compatible API (fd.tl.deconvolve()) that takes AnnData objects as input (spatial data and reference scRNA-seq) and stores cell type proportions directly in adata.obsm['flashdeconv'], adata.obs columns for each cell type, and parameters in adata.uns. This enables seamless integration with scanpy visualization (sc.pl.spatial()) and downstream analysis.

  • The code is publicly available under an OSI-approved license (GPL-3.0)
  • The package provides versioned releases (v0.1.0, v0.1.1, v0.1.2)
  • The package can be installed from a standard registry (PyPI: pip install flashdeconv)
  • Automated tests cover essential functions of the package and a reasonable range of inputs and conditions
  • Continuous integration (CI) automatically executes these tests on each push or pull request (GitHub Actions)
  • The package provides API documentation via a website or README (comprehensive README with API reference)
  • The package uses scverse datastructures where appropriate (AnnData for both input and output)
  • I am an author or maintainer of the tool and agree on listing the package on the scverse website

Recommended

  • Please announce this package on scverse communication channels (zulip, discourse, twitter)

  • Please tag the author(s) these announcements. Handles (e.g. @scverse_team) to include are:

    • Twitter: @pollen_yang
  • The package provides tutorials (Resolution Horizon tutorial in docs/)

  • The package uses the scverse cookiecutter template

Publication

Yang, C., Chen, J. & Zhang, X. FlashDeconv enables atlas-scale, multi-resolution spatial deconvolution via structure-preserving sketching. bioRxiv (2025). https://doi.org/10.64898/2025.12.22.696108

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