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  1. GitHub - vigneshshanmug/RCTD: Cell type identification …

    Welcome to RCTD, an R package for learning cell types and cell type-specific differential expression in spatial transcriptomics data. RCTD inputs a spatial transcriptomics dataset, …

  2. Robust decomposition of cell type mixtures in spatial transcriptomics

    To enable cross-platform learning in RCTD, we have developed and validated a platform effect normalization procedure. We demonstrate that RCTD can accurately discover localization of …

  3. RCTD Tutorial - bioc.r-universe.dev

    Mar 28, 2025 · Robust Cell Type Decomposition (RCTD) is a statistical method for decomposing cell type mixtures in spatial transcriptomics data. In this vignette, we will use a simulated …

  4. Deconvolution • nicheDE - GitHub Pages

    Here we show how to perform cell type deconvolution using RCTD (Robust Cell Type Decomposition). The first step is to read in the reference dataset and create a reference object

  5. RCTD Deconvolution for Mapping Cell Types in Tissues

    With the spatial “map” and single-cell “dictionary” available, the deconvolution can begin using Robust Cell Type Decomposition (RCTD). The goal of RCTD is to use the pure cell-type …

  6. Robust decomposition of cell type mixtures in spatial ... - PubMed

    Here, we develop robust cell type decomposition (RCTD), a computational method that leverages cell type profiles learned from single-cell RNA-seq to decompose cell type mixtures while …

  7. Robust decomposition of cell type mixtures in spatial transcriptomics

    Feb 18, 2021 · Here, we introduce RCTD, a supervised learning approach to decompose RNA sequencing mixtures into single cell types, enabling the assignment of cell types to spatial …

  8. GitHub - JZL/RCTD

    RCTD learns cell type profiles from the scRNA-seq dataset, and uses these to label the spatial transcriptomics pixels as cell types. RCTD has been tested across a variety of spatial …

  9. Interpreting RCTD weights - GitHub Pages

    Feb 26, 2024 · In this document, we run spacexr’s RCTD algorithm on simple synthetic data to infer that the weights matrix should be interpreted as the proportion of RNA molecules …

  10. Robust decomposition of cell type mixtures in spatial ... - bioRxiv

    May 8, 2020 · Here, we develop Robust Cell Type Decomposition (RCTD, https://github.com/dmcable/RCTD), a computational method that leverages cell type profiles …