Package: retrofit 1.7.0

Adam Park

retrofit: RETROFIT: Reference-free deconvolution of cell mixtures in spatial transcriptomics

RETROFIT is a Bayesian non-negative matrix factorization framework to decompose cell type mixtures in ST data without using external single-cell expression references. RETROFIT outperforms existing reference-based methods in estimating cell type proportions and reconstructing gene expressions in simulations with varying spot size and sample heterogeneity, irrespective of the quality or availability of the single-cell reference. RETROFIT recapitulates known cell-type localization patterns in a Slide-seq dataset of mouse cerebellum without using any single-cell data.

Authors:Adam Park [aut, cre], Roopali Singh [aut], Xiang Zhu [aut], Qunhua Li [aut]

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retrofit.pdf |retrofit.html
retrofit/json (API)
NEWS

# Install 'retrofit' in R:
install.packages('retrofit', repos = c('https://bioc.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/qunhualilab/retrofit/issues

Uses libs:
  • c++– GNU Standard C++ Library v3
Datasets:

On BioConductor:retrofit-1.7.0(bioc 3.21)retrofit-1.6.0(bioc 3.20)

transcriptomicsvisualizationrnaseqbayesianspatialsoftwaregeneexpressiondimensionreductionfeatureextractionsinglecell

5.20 score 4 stars 9 scripts 105 downloads 4 exports 1 dependencies

Last updated 20 days agofrom:a8142a16f6. Checks:OK: 4 NOTE: 5. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 18 2024
R-4.5-win-x86_64NOTENov 18 2024
R-4.5-linux-x86_64NOTENov 18 2024
R-4.4-win-x86_64NOTENov 18 2024
R-4.4-mac-x86_64NOTENov 18 2024
R-4.4-mac-aarch64NOTENov 18 2024
R-4.3-win-x86_64OKNov 18 2024
R-4.3-mac-x86_64OKNov 18 2024
R-4.3-mac-aarch64OKNov 18 2024

Exports:annotateWithCorrelationsannotateWithMarkersdecomposeretrofit

Dependencies:Rcpp

Retrofit Colon Vignette

Rendered fromColonVignette.Rmdusingknitr::rmarkdownon Nov 18 2024.

Last update: 2023-02-27
Started: 2022-12-24

Retrofit Simulation Vignette

Rendered fromSimulationVignette.Rmdusingknitr::rmarkdownon Nov 18 2024.

Last update: 2023-02-27
Started: 2022-12-12

Readme and manuals

Help Manual

Help pageTopics
RETROFIT matching algorithmannotateWithCorrelations
RETROFIT matching algorithmannotateWithMarkers
RETROFIT decomposition algorithmdecompose
RETROFITretrofit
simulation datatestSimulationData
colon vignettevignetteColonData
simulation vignettevignetteSimulationData