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nimble

nimble is a lightweight tool designed to supplement standard RNA-seq and scRNA-seq pipelines by providing accurate gene quantification with customizable reference libraries. Traditional transcript quantification methods align reads to a single reference genome and apply a uniform feature-calling approach across all genes. While effective in most cases, this method can introduce systematic inaccuracies, particularly for complex or highly variable gene families such as MHC and KIR, where standard approaches may result in misalignment, lost counts, or incorrect feature assignments. Nimble addresses these gaps by allowing you to define custom gene spaces with configurable scoring criteria, ensuring more accurate and biologically relevant quantification.

nimble_scrnaseq_pipeline

Documentation

For installation instructions, see below. Detailed documentation, including usage instructions and a custom HLA reference vignette, can be found at the wiki.

Support

Please open an issue on this repository for feature requests, support for additional operating systems, bugfixes, or questions.

Installation

The best way to install nimble is via our Docker image.

To install the latest nimble Docker image, run:

docker pull ghcr.io/bimberlab/nimble:latest

Alternatively, you can install nimble through pip. Nimble requires Python 3 and samtools. Currently, we support the following operating systems:

  • MacOS
  • Linux distributions with musl support, i.e. Alpine and Debian/Ubuntu with the musl package, etc.

To install nimble with pip, run:

pip install git+https://github.com/BimberLab/nimble

Once you have nimble installed, proceed to our usage documentation.

Other resources

  • The nimbler package contains R routines for integrating nimble data into a Seurat object.

  • The source code for the backend aligner can be found here.

References and Credits

rust-pseudoaligner

Samtools and HTSlib

Köster, J. (2016). Rust-Bio: a fast and safe bioinformatics library. Bioinformatics, 32(3), 444-446.

Cock, P.J. et al. (2009). Biopython: freely available Python tools for computational molecular biology and bioinformatics. Bioinformatics, 25(11), pp.1422–1423.

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nimble — execute lightweight, flexible alignments on custom reference libraries

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