singlecell-batches

singlecell-batches

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cookiecutter-pypackage-from-czb

Cookiecutter template for a Python package. See https://github.com/audreyr/cookiecutter.

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vamf

Varying-Censoring Aware Matrix Factorization for Single Cell RNA-Sequencing

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data

Repository organizing the data behind the singlecell batch effect correction comparison project

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distribution-matching-residual-networks

"We propose a novel deep learning approach for removing systematic batch effects. Our method is based on a residual neural network, trained to minimize the Maximum Mean Discrepancy between the multivariate distributions of two replicates, measured in different batches."

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mutual-nearest-neighbors

Algorithm to correct batch effects for batches with different cell population

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singularity

How to use Singularity containers for running single cell batch effect correction algorithms

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getting-started

How to get started with the single cell batches comparison

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combat

removes batch effects, good for small sample sizes, mean-centric

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manuscript

Landing page for manuscript comparing single-cell batch effect correction algorithms

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limma

removeBatchEffect function (remove batch effect from expression data)

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algorithm-template

boilerplate for reproducible and transparent science

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ccRemover

The algorithm identifies and removes cell cycle effects from single cell mRNAseq data

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scPLS

method is based on partial least squares and models control and target genes jointly to better infer and control for confounding effects

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deprecated-algorithm-template

Template for adding an algorithm for analysis with single cell batch effects

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this-is-how-we-batch-it

Algorithm for removing batch effects in single-cell RNA-seq that leaves only the batches that are having the most fun

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biscuit

One smart cookie of an algorithm. Infers both batch effects and clusters at the same time.

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deprecated-manuscript

Paper for comparison of batch effect correction algorithms in single-cell RNA-seq

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