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prabhakarlab/Banksy: BANKSY: spatial clustering - GitHub
Banksy is a method for clustering spatial omics data by augmenting the features of each cell with both an average of the features of its spatial neighbors along with neighborhood feature gradients. By incorporating neighborhood information for clustering, Banksy is able to. See more
- •improve cell-type assignment in noisy data
- •distinguish subtly different cell-types stratified by microenvironment
- •identify spatial domains sharing the same microenvironment See more
- Load BANKSY. We’ll also load SpatialExperiment and SummarizedExperiment for containing a…
- Here, we’ll run Banksy on mouse hippocampus data.
- Initialize a SpatialExp… See more
- The Banksy package can be installed via:
- To install from GitHub… See more
GitHub - prabhakarlab/Banksy_py
This Python version of BANKSY (compatible with Scanpy), we show how BANKSY can be used for task 1 (improving cell-type assignment) using Slide-seq and Slide-seq V2 mouse cerebellum datasets. The R version of BANKSY is …
BANKSY unifies cell typing and tissue domain segmentation for …
Feb 27, 2024 · BANKSY is an algorithm with R and Python implementations that identifies both cell types and tissue domains from spatially resolved omics data by incorporating spatial …
Spatial transcriptomic clustering • Banksy - GitHub Pages
BANKSY is a method for clustering spatial omics data by augmenting the features of each cell with both an average of the features of its spatial neighbors along with neighborhood feature …
Banksy - Bioconductor
Banksy is an R package that incorporates spatial information to cluster cells in a feature space (e.g. gene expression). To incorporate spatial information, BANKSY computes the mean …
- In Bioconductor since: BioC 3.19 (R-4.4) (0.5 years)
- Version: 1.2.0
- License: file LICENSE
BANKSY unifies cell typing and tissue domain segmentation for …
BANKSY is an algorithm with R and Python implementations that identifies both cell types and tissue domains from spatially resolved omics data by incorporating spatial kernels capturing …
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banksy-py 0.0.7 on PyPI - Libraries.io - security & maintenance …
This Python version of BANKSY (compatible with Scanpy), we show how BANKSY can be used for task 1 (improving cell-type assignment) using Slide-seq and Slide-seq V2 mouse …
Raw data and analysis scripts for the BANKSY spatial ... - Zenodo
Jan 4, 2024 · This contains a snapshot of the python repo to reproduce the Slide Seq and Starmap analysis, also found at …
Banksy is an R package that incorporates spatial information to cluster cells in a feature space (e.g. gene expression). To incorporate spatial information, BANKSY computes the mean …
Function reference • Banksy - GitHub Pages
Builds the BANKSY matrix from neighborhood matrices. Run PCA on a BANKSY matrix. Run UMAP on a BANKSY embedding. Perform clustering in BANKSY's neighborhood-augmented …
空间转录组数据分析之生态位聚类(Banksy) - 简书
Oct 20, 2023 · BANKSY is a method for clustering spatial omics data by augmenting the features of each cell with both an average of the features of its spatial neighbors along with …
Bioconductor Code: Banksy
We run *BANKSY* at `lambda=0` corresponding to non-spatial clustering, and `lambda=0.2` corresponding to *BANKSY* for cell-typing. ``` r lambda <- c(0, 0.2) k_geom <- c(15, 30) se <- …
GitHub - melocery/Banksy_r_learning: reproduce the results of …
BANKSY is a method for clustering spatial omics data by augmenting the features of each cell with both an average of the features of its spatial neighbors along with neighborhood feature …
Software - GitHub Pages
BANKSY (R version, Python version) BANKSY is a method for clustering spatial transcriptomic data by augmenting the transcriptomic profile of each cell with an average of the …
BANKSY - 13. Genome Institute of Singapore (GIS)
Apr 14, 2022 · BANKSY is a spatial omics clustering algorithm that unifies spatial cell type clustering and domain segmentation into a single scalable framework.
prabhakarlab/Banksy: README.Rmd - R Package Documentation
Jul 31, 2024 · BANKSY is a method for clustering spatial omics data by augmenting the features of each cell with both an average of the features of its spatial neighbors along with …
BANKSY tutorial — BenchmarkST 1.0.0 documentation - Read …
We run BANKSY at lambda=0 corresponding to non-spatial clustering, and lambda=0.2 corresponding to BANKSY for cell-typing. lambda <- c(0, 0.2) #k_geom <- c(15, 30) # this is …
Spatial data integration with Harmony (10x Visium Human DLPFC)
Here, we demonstrate how BANKSY can be used with Harmony for integrating multiple spatial omics datasets in the presence of strong batch effects. We use 10x Visium data of the human …
Potential inconsistency between R and Python Versions #12
You are right in that there is an inconsistency between the Python and R versions. The R version behaves as desired, and looks like the Python version needs a bugfix. We will get on that …
jleechung/banksy-zenodo: Scripts to reproduce BANKSY …
That can be found here: R version, Python version. The scripts in this repo run with BANKSY version 0.1.5. This is a legacy version that uses a custom BANKSY object (i.e., not the …
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