Run NCBI BLAST with an easy-to-use Pythonic API.
Running NCBI BLAST manually is of course not rocket science, but this module provides several benefits over doing so:
- Automatically runs a BLAST process for each CPU on the system;
achieves far better throughput than the
-num_threadsoption - Provides an iterator API that emits native Python objects for each BLAST result as they're produced, rather than at the end
ResultandHitobjects obviate the need for manually parsing results; all values represented by their native Python types (e.g.Hit.evalueis afloat, etc)
Here's a simple example with comments hilighting some relevant features
import pyblast
with open('data.fasta') as f:
# Use the pyblast.blastx() iterator function
for r in pyblast.blastx(f, db='/path/to/swissprot'):
msg = 'query {} has {} hits'.format(r.query_id, len(r.hits))
if r.hits:
# Use Hit.evalue as a float for comparison
min_evalue = sorted([h.evalue for h in r.hits])[0]
msg += '; minimum evalue {:f}'.format(min_evalue)
print msg
This will produce output like the following
query M00181:167:000000000-A4VBV:1:1101:11880:1874 1:N:0:6 has 6 hits; minimum evalue 0.310000 query M00181:167:000000000-A4VBV:1:1101:17067:1875 1:N:0:6 has 14 hits; minimum evalue 0.200000 query M00181:167:000000000-A4VBV:1:1101:15039:1878 1:N:0:6 has 4 hits; minimum evalue 4.400000 query M00181:167:000000000-A4VBV:1:1101:17090:1895 1:N:0:6 has 6 hits; minimum evalue 1.700000 query M00181:167:000000000-A4VBV:1:1101:15843:1907 1:N:0:6 has 2 hits; minimum evalue 1.800000
blastn(input_file, *args, **kwargs)
Iterator to process the contents of the FASTA input_file using
blastn; yields Result objects.
The *args and **kwargs arguments control how blastn is
invoked. The former are passed as options without values, while the
latter are passed as options with values. For example,
blastn(some_file, 'ungapped', db='foo/bar') will run blastn
with the -ungapped -db foo/bar options.
In addition, the following keyword arguments are handled specially and are not passed on to BLAST:
pb_num_processes: number of BLAST processes to spawn; default issysconf(SC_NPROCESSORS_ONLN)pb_fields: iterable of field names to retrieve for each hit; default is DEFAULT_HIT_FIELDS. The list of valid field names (and their meanings) can be found in the*** Formatting optionssection ofblastn -help.
blastp(input_file, *args, **kwargs)
See documentation for blastn.
blastx(input_file, *args, **kwargs)
See documentation for blastn.
Result
The result of BLAST processing a single query sequence. The set of attributes on this object are:
id: identifier for the query sequence; can beNonedescription: textual description of the query sequence; can beNonehits: array of Hit objects
Hit
A single sequence hit in a Result object.
The attributes of this object are the names of the fields requested of
BLAST. For example, if blastn was run with pb_fields=['qseqid',
...] then one could access the qseqid value of the Hit
object h like so: h.qseqid. Fields referenced that were not
requested of BLAST have a None value.
In addition, BLAST fields are converted to their native Python types.
For example, evalue fields are automatically converted to floating
point values.
DEFAULT_HIT_FIELDS
The default fields returned for each Hit object.
VERSION
The version of pyblast that's being used. This can be used to more
easily than feature detection to determine what features of the module
are available.