ViraPipe

ViraPipe is a Apache Spark based scalable parallel pipeline for analysing metagenomes from NGS read data in a computing cluster or on a multi-core standalone machine. The pipeline is designed especially for viral metagenomes but the software is applicable for any other genome analysis purposes. The pipeline integrates parallel BWA-MEM read aligner, MegaHit DeNovo assembler, BLAST and HMMSearch tools. Pipeline includes also tools for sequence data normalization and filtration as well as SQL query interfaces for querying the data in parallel. FASTQ, FASTA, SAM/BAM and Apache Parquet formats are supported as well as BLAST tabular format.

Requirements

Apache Spark 2 installed with Hadoop, YARN and HDFS filesystem. Tested on Ubuntu 16 and Centos 7 servers. Java 1.8

Dependencies: Hadoop-BAM 7.4.0 + Samtools HtsJDK 2.5.0 + Java Bindings (JNI) for bwa: jbwa 1.0.0 +

Scala 2.10 + Scala parsing library Scallop 2.1.2 +

Installation

Compiling ViraPipe

git clone https://github.com/NGSeq/ViraPipe
cd ViraPipe
mvn install package

jbwa

git clone https://github.com/lindenb/jbwa
cd jbwa
make

Copy libbwajni native library to {$HADOOP_HOME}/lib/native directory on every worker node e.g. with scp:
scp src/main/native/libbwajni.so username@hostname:/{$HADOOP_HOME}/lib/native

Download and install MegaHit assembler on every worker node (requires gcc compiler)

git clone https://github.com/voutcn/megahit
cd megahit
make
create symbolic link
    ln -s {path to megahit}/megahit /usr/local/bin/megahit
or add megahit to PATH

Download and install BLAST and HMMER software on every worker node (requires gcc compiler)

HMMER wget http://eddylab.org/software/hmmer3/3.1b2/hmmer-3.1b2-linux-intel-x86_64.tar.gz Extract and make

BLAST wget ftp://ftp.ncbi.nlm.nih.gov/blast/executables/blast+/LATEST/ncbi-blast-2.6.0+-x64-linux.tar.gz Extract and make

Download and extract BLAST and HMMER databases under the same path on every worker node

vFam database for hmmsearch

wget http://derisilab.ucsf.edu/software/vFam/vFam-B_2014.hmm

BLAST database files

for i in {0..9}; do wget ftp://ftp.ncbi.nlm.nih.gov/blast/db/nt.0$i.tar.gz ; done
for i in {10..50}; do wget ftp://ftp.ncbi.nlm.nih.gov/blast/db/nt.$i.tar.gz ; done
for i in {0..9}; do wget ftp://ftp.ncbi.nlm.nih.gov/blast/db/human_genomic.0$i.tar.gz ; done
for i in {10..22}; do wget ftp://ftp.ncbi.nlm.nih.gov/blast/db/human_genomic.$i.tar.gz ; done
wget ftp://ftp.ncbi.nlm.nih.gov/blast/db/taxdb.tar.gz
cat *.gz | tar -xzvf - -i

Copy DBs to every node with scp

scp vFam-B_2014.hmm username@hostname:/database/hmmer
scp nt.* username@hostname:/database/blast/nt
scp human_genomic.* username@hostname:/database/blast/hg
scp taxdb.* username@hostname:/database/taxdb

Set BLASTDB environment variable on each node:

export BLASTDB=$BLASTDB:/database/blast/nt
export BLASTDB=$BLASTDB:/database/blast/hg
export BLASTDB=$BLASTDB:/database/taxdb

Running the example pipeline

Download human reference genome index on every node under the same path e.g. /index

wget -r ftp://ftp.1000genomes.ebi.ac.uk/vol1/ftp/technical/reference/GRCh38_reference_genome/*

Download NGS sequence files and load to HDFS

wget ftp://ftp.1000genomes.ebi.ac.uk/vol1/ftp/phase3/data/HG00313/sequence_read/ERR016234_1.filt.fastq.gz
wget ftp://ftp.1000genomes.ebi.ac.uk/vol1/ftp/phase3/data/HG00313/sequence_read/ERR016234_2.filt.fastq.gz
hdfs dfs -mkdir /data/input/example
hdfs dfs -mkdir /data/output
hdfs dfs -put ERR016234_1.filt.fastq.gz /data/input/example
hdfs dfs -put ERR016234_2.filt.fastq.gz /data/input/example

Run the pipeline

Check that configuration of Spark master, num-executors, executor-memory etc. fit your system and that classpath, directories, databases etc. exists and user has proper permissions.
scripts/virapipe.sh /data/input /data/output example

Citation

AI Maarala, Z Bzhalava, J Dillner, K Heljanko, D Bzhalava; ViraPipe: Scalable Parallel Pipeline for Viral Metagenome Analysis from Next Generation Sequencing Reads, Bioinformatics, Nov. 2017, btx702, https://doi.org/10.1093/bioinformatics/btx702

aim11 / virapipe Goto Github PK

virapipe's Introduction