Handle high-throughput long-read DNA and RNA data with flashalign.
git clone https://github.com/97YearsOldProgrammer/flashalign.git
cd flashalign
cmake -S . -B build -DCMAKE_BUILD_TYPE=Release
cmake --build build --target flashalign -j
# long reads against a reference genome
./build/flashalign align -a ref.fa reads.fq > aln.sam
# create an index first and then map
./build/flashalign index -x lr:hq ref.fa # writes ref.fa.faix
./build/flashalign align -a ref.fa.faix hifi.fq.gz > aln.sam
# use presets
./build/flashalign align -ax lr ref.fa ont.fq.gz > aln.sam # Oxford Nanopore genomic reads
./build/flashalign align -ax lr:hq ref.fa hifi.fq.gz > aln.sam # PacBio HiFi genomic reads
./build/flashalign align -ax splice ref.fa cdna.fq.gz > aln.sam # spliced long reads (strand unknown)
./build/flashalign align -ax splice:hq -u f ref.fa isoseq.fq.gz > aln.sam # PacBio Iso-Seq (transcript strand)
./build/flashalign align -ax splice --junc-bed anno.bed ref.fa cdna.fq.gz > aln.sam # use annotated junctions
./build/flashalign index -x splice -k14 ref.fa ref.k14.faix # noisy Nanopore direct RNA-seq: a k14 index,
./build/flashalign align -ax splice -uf ref.k14.faix drna.fq.gz > aln.sam # then map on it
./build/flashalign align -cx asm5 ref.fa asm.fa > aln.paf # assembly to assembly/ref alignment (experimental)
./build/flashalign align -x ava-ont reads.fq reads.fq > ovlp.paf # Nanopore read overlap (experimental)
./build/flashalign align -x ava-hifi reads.fq reads.fq > ovlp.paf # PacBio HiFi read overlap (experimental)
# man page for detailed command line options
man ./flashalign.1For Linux x86-64, a precompiled binary is on the release page. It runs on any x86-64 Linux with glibc 2.17 or newer and needs no installation:
curl -L https://github.com/97YearsOldProgrammer/flashalign/releases/download/v0.3.0/flashalign-0.3.0_x64-linux.tar.bz2 | tar -jxvf -
./flashalign-0.3.0_x64-linux/flashalign versionFlashAlign is on Bioconda, for Linux and macOS on x86-64 and ARM:
conda install -c conda-forge -c bioconda flashalignThe Python package (see the Developers' guide) installs with pip. Prebuilt wheels cover Linux on x86-64 and ARM and macOS on Apple silicon, for Python 3.12 or newer:
pip install flashalignOtherwise, FlashAlign is built from source with CMake 3.18 or newer, a C and C++17 compiler and zlib 1.2.9 or newer:
cmake -S . -B build -DCMAKE_BUILD_TYPE=Release
cmake --build build --target flashalign -j
./build/flashalign versionThe result is one binary, build/flashalign. The same commands build on x86-64, where the
alignment kernels use SSE4.1, and on ARM, where they go through the bundled sse2neon shim.
Without options, flashalign align takes a reference and a read file, maps under the lr
preset and writes approximate mappings in the PAF format. No base-level alignment is done, so
there is no CIGAR and the coordinates are approximate:
flashalign align ref.fa reads.fq > approx-mapping.pafYou can ask for the CIGAR in the cg tag of PAF:
flashalign align -c ref.fa reads.fq > aln.pafor for base-level alignments in the SAM format:
flashalign align -a ref.fa reads.fq > aln.samReads may be FASTA or FASTQ, plain, gzip'd or bgzip'd, or unaligned BAM, and several read files may follow the
reference. Large gzip, bgzip and BAM inputs decode on threads borrowed from -t.
A FASTA reference is indexed in memory on every run. To index it once, write the index with
flashalign index and give the index in place of the reference:
flashalign index -x lr:hq ref.fa # indexing; writes ref.fa.faix
flashalign align -a ref.fa.faix reads.fq > aln.sam # alignmentThe index records the preset it was built with, and align maps under that preset unless -x
is given. The index owns the seeding: -k, -s and -I are indexing options and can't be
changed during mapping, and an explicit -x at mapping time keeps the index's own -k and
-s.
FlashAlign is tuned to a read type with a preset, -x, which sets several options at the
same time. The default is lr.
flashalign align -ax lr ref.fa ont.fq.gz > aln.sam # Oxford Nanopore reads
flashalign align -ax lr:hq ref.fa hifi.fq.gz > aln.sam # PacBio HiFi readslr is for noisy long reads of ~10% error rate. lr:hq is for accurate long reads with an
error rate below 1%, such as PacBio HiFi reads. The two differ in seeding (-s9 and -s5)
and in scoring.
flashalign align -ax splice ref.fa cdna.fq.gz > aln.sam # Nanopore cDNA
flashalign index -x splice -k 14 ref.fa ref.k14.faix # Nanopore direct RNA: a k14 index
flashalign align -ax splice -u f ref.k14.faix drna.fq.gz > aln.sam
flashalign align -ax splice:hq -u f ref.fa isoseq.fq.gz > aln.sam # PacBio Iso-Seq-u b, the default, looks for splice sites on both strands; -u f looks on the transcript
strand only, for reads already on that strand, such as direct RNA and Iso-Seq. For noisy
Nanopore direct RNA, an index built with -k 14 finds more junctions, short first and last
exons above all. splice:hq differs from splice in scoring, in the vote's diagonal bin (48
against 64), in the vote spacing (one seed per 16 query bases against 8, at least 128 per
strand; --vote-spacing sets it) and in the MAPQ coverage threshold (0.70 against 0.55); both
take minimap2's query gap, 2000 (-g).
FlashAlign can take annotated junctions and prefer them during base alignment:
paftools.js gff2bed anno.gtf > anno.bed
flashalign align -ax splice --junc-bed anno.bed ref.fa cdna.fq.gz > aln.sam--junc-bed takes gene annotations in the 12-column BED format, which paftools.js gff2bed
converts from GTF or GFF3, or intron positions in 6-column BED with the strand column. A splice
donor or acceptor found in the annotation gets a score bonus, --junc-bonus (9 by default).
flashalign align -cx asm5 ref.fa asm.fa > aln.paf # assembly to assembly/ref alignmentasm5, asm10 and asm20 are for an average divergence of about 0.1%, 1% and several percent,
with minimap2's scoring for its presets of the same names.
flashalign align -x ava-ont reads.fq reads.fq > ovlp.paf # Oxford Nanopore read overlap
flashalign align -x ava-hifi reads.fq reads.fq > ovlp.paf # PacBio HiFi read overlapThe output is PAF without CIGAR, each overlap once, from the shorter read (--dual=yes prints it
from both reads); -a and -c are refused. Read names must be unique.
ava-ont seeds with -k17 -s9 and ava-hifi with -k21 -s5; a read set mapped more than once is
indexed once with flashalign index -x ava-ont reads.fq reads.faix, in parts with -I for a large
set (Multi-part index). The Python module has no overlap presets.
PAF is the default and -a writes SAM. -o FILE outputs alignments to FILE [stdout],
whatever its name. For sorted BAM, pipe SAM to samtools:
flashalign align -a -x lr:hq ref.fa hifi.fq.gz | samtools sort -o aln.bamUnmapped reads are written to SAM unless --sam-hit-only is given, and to PAF only with
--paf-no-hit. Secondary alignments are written only with --secondary=yes. --cs, --MD and
--eqx add the cs tag, the MD tag and =/X CIGAR operators. The PAF columns, the tags and
the cs operations are listed under OUTPUT FORMAT in the manual.
--show-config prints every resolved option with the source of its value, then exits without
loading the reference or the reads; given an index, it reads only the index header:
flashalign align -x lr:hq --show-config
flashalign align --show-config ref.fa.faix-I caps the reference bases loaded into memory for indexing. A reference longer than that is
indexed in parts of whole contigs, and align maps the reads against one part at a time,
reading them once per part:
flashalign index -I 4G ref.fa
flashalign align -a ref.fa.faix reads.fq > aln.samMapping quality is incorrect given a multi-part index.
The manual page describes every option, the
output format and the exit status; it is the HTML form of flashalign.1
(man ./flashalign.1). flashalign align --help and flashalign index --help
list the common options. Bugs and questions go to the
issue page.
The manuscript is not yet public. Until then, please cite the software: doi:10.5281/zenodo.22985251.
FlashAlign is also a C++ library, with its public headers in
include/flashalign/, and a Python package, flashalign, that drives
the same library:
python -m pip install .
python demo.py ref.fa reads.fqThe package needs CPython 3.12 or newer and installs no flashalign command.
demo.py shows typical use; help(flashalign.Aligner) and
python/flashalign/_flashalign.pyi document the API.
- Built for long reads: a read has to carry enough anchors to be collapsed into one or more diagonals. Short reads with enough anchors also work, but without a speed advantage over minimap2.
- FlashAlign requires SSE4.1 instructions on x86 CPUs or NEON on ARM CPUs. A build without them is not provided.
- The assembly and overlap presets are experimental.
FlashAlign is released under the MIT License; see LICENSE.
THIRD_PARTY_NOTICES.md covers the third-party code.