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LongcallR is a small variant caller for single molecule long-read RNA-seq data

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Getting Started

# download and build longcallR
git clone https://github.com/huangnengCSU/longcallR.git
cd longcallR
cargo build --release

# call small variants from Nanopore cDNA reads
./longcallR -b input.bam -f ref.fa -o output -t 8 --platform ont --preset ont-cdna

# call small variants from Nanopore dRNA reads
./longcallR -b input.bam -f ref.fa -o output -t 8 --platform ont --preset ont-drna

# call small variants from PacBio iso-seq reads
./longcallR -b input.bam -f ref.fa -o output -t 8 --platform hifi --preset hifi-isoseq

# call small variants from PacBio mas-seq reads
./longcallR -b input.bam -f ref.fa -o output -t 8 --platform hifi --preset hifi-masseq

Table of Contents

Introduction

LongcallR is a small variant caller for single molecule long-read RNA-seq data. LongcallR supports Nanopore cDNA sequecing and dRNA sequencing, PacBio Iso-Seq and MAS-Seq.

Compiling

LongcallR is written in Rust and uses Cargo to build as follows:

git clone https://github.com/huangnengCSU/longcallR.git
cd longcallR
cargo build --release

Usage

General usage

./longcallR \
--bam-path input.bam \                  ## The alignment bam file
--ref-path ref.fa \                     ## The reference file must be indexed.
--platform ${PLATFORM} \                ## options: {ont, hifi}
--preset ${PRESET} \                    ## option: {ont-cdna, ont-drna, hifi-isoseq, hifi-masseq}
--output ${OUTPUT_DIR}/${PREFIX}        ## output path and prefix of output files

Results

The following table shows the results of several datasets. WTC-11 Iso-Seq, WTC-11 ONT, HG002 MAS-Seq and HG004 MAS-Seq are public available. The ground truth of WTC-11 is described in Mark D. Robinson et.al paper. The ground truths of HG002 and HG004 are from GIAB NISTv4.2.1. All truth variants used for benchmarking have at least 10X coverage in the input. The results in sub-table (all sites) are obtained by hap.py. The sub-table (non-A-to-G sites) is achieved by removing all A-G and T-C substitutions from the results of hap.py. The sub-table (evaluation without genotype error) is for separating genotype errors from SNP discovery errors. alt text

Demo

./longcallR -b demo/demo.bam -f demo/chr20.fa -o demo/test -t 8 --platform hifi --preset hifi-masseq

TODO

  • Preset for Nanopore direct cDNA-Seq.

License

MIT License

Copyright (c) 2024 Dana-Farber Cancer Institute.

Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

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LongcallR is a small variant caller for single molecule long-read RNA-seq data

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