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#!/usr/bin/env python2 |
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"""RNAalignment - a module to work with RNA sequence alignments. |
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To see a full demo what you can do with this util, please take a look at the jupiter notebook (https://github.com/mmagnus/rna-pdb-tools/blob/master/rna_tools/tools/rna_alignment/rna_alignment.ipynb) |
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Load an alignment in the Stockholm:: |
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alignment = ra.RNAalignment('test_data/RF00167.stockholm.sto') |
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or fasta format:: |
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import rna_alignment as ra |
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alignment = ra.fasta2stokholm(alignment.fasta) |
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alignment = ra.RNAalignment |
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Parameters of the aligmnent:: |
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print(alignment.describe()) |
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Consensus SS:: |
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print(alignment.ss_cons_with_pk) |
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Get sequnce/s from teh aligment:: |
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>>> seq = a.io[0] |
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""" |
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from Bio import AlignIO |
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from Bio.Phylo.TreeConstruction import DistanceCalculator |
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from rna_tools import SecondaryStructure |
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from rna_tools.rna_tools_config import RCHIE_PATH |
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from collections import OrderedDict |
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import tempfile |
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import subprocess |
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import os |
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import shutil |
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import re |
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import gzip |
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class RNAalignmentError(Exception): |
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pass |
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class RChieError(Exception): |
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pass |
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class RFAMFetchError(Exception): |
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pass |
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class RChie: |
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"""RChie - plotting arc diagrams of RNA secondary structures. |
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.. image:: ../pngs/rchie.png |
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http://www.e-rna.org/r-chie/ |
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The offline version of R-chie, which requires first installing R4RNA is available here, or clone our git repository here |
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How to install it: |
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- Ensure R is installed already, or download it freely from http://www.r-project.org/ |
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- Download the R4RNA (https://github.com/jujubix/r-chie), open R and install the package:: |
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install.packages("<path_to_file>/R4RNA", repos = NULL, type="source") |
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# Install the optparse and RColorBrewer |
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install.packages('optparse') |
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install.packages('RColorBrewer') |
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- Go to rna_tools/rna_tools_config_local.py and set RCHIE_PATH to the folder with RChie, e.g. ``"/home/magnus/work/opt/r-chie/"``. |
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To test if Rchie works on your machine (from rna_align folder):: |
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<path to your rchie>/rchie.R --msafile test_data/rchie_test_files/fasta.txt test_data/rchie_test_files/helix.txt |
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you should have rchie.png file in the folder. |
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More at http://www.e-rna.org/r-chie/download.cgi |
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Cite: Daniel Lai, Jeff R. Proctor, Jing Yun A. Zhu, and Irmtraud M. Meyer (2012) R-chie: a web server and R package for visualizing RNA secondary structures. Nucleic Acids Research, first published online March 19, 2012. doi:10.1093/nar/gks241 |
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""" |
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def __init__(self): |
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pass |
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def plot_cov(self, seqs, ss_cons, plot_fn='rchie.png', verbose=False): |
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"""Plot an RChie plot_conv. |
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:param seqs: seqs in the fasta format |
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:param ss_cons: a string of secondary structure consensus, use only ``().``. Works with pseuoknots. |
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""" |
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fasta_alignment = tempfile.NamedTemporaryFile(delete=False) |
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with open(fasta_alignment.name, 'w') as f: |
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f.write(seqs) |
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plot = tempfile.NamedTemporaryFile(delete=False) |
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plot.name += '.png' |
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ss = tempfile.NamedTemporaryFile(delete=False) |
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with open(ss.name, 'w') as f: |
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f.write(ss_cons) |
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if not RCHIE_PATH: |
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raise RChieError('RChie path not set up!') |
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cmd = RCHIE_PATH + \ |
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"rchie.R --msafile='%s' --format1 vienna '%s' --output '%s'" % ( |
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fasta_alignment.name, ss.name, plot.name) |
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if verbose: |
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print(cmd) |
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o = subprocess.Popen(cmd, shell=True, stdout=subprocess.PIPE, stderr=subprocess.PIPE) |
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out = o.stdout.read().strip() |
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err = o.stderr.read().strip() |
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# *****PROCESSING MSA FILE***** |
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# Error in readFasta(opt$msafile, filter = TRUE) : no FASTA sequences found |
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# Error: ERROR: Invalid FASTA file |
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# Execution halted |
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if "error" in str(err).lower(): |
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raise Exception('\n'.join([cmd, err])) |
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if verbose: |
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print('\n'.join([cmd, err])) |
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self.plotfn = plot.name |
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if verbose: |
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print(self.plotfn) |
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if plot_fn: |
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shutil.move(plot.name, plot_fn) |
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print('Rchie: plot saved to %s' % plot_fn) |
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from IPython.display import Image |
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return Image(filename=plot_fn) |
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def show(self): |
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from IPython.display import Image |
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return Image(filename=self.plotfn) |
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def write(self, outfn): |
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shutil.copyfile(self.plotfn, outfn) |
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print('Write to %s' % outfn) |
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class RNASeq(object): |
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"""RNASeq. |
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Args: |
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id (str) : id of a sequence |
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seq (str) : seq, it be uppercased. |
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ss (str) : secondary structure, default None |
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Attributes: |
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seq_no_gaps(str) : seq.replace('-', '') |
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ss_no_gaps(str) : ss.replace('-', '') |
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.. warning:: |
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>>> if 'EF' in s.id: print('Y') |
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Y |
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>>> if 'EF' in s: print('Y') |
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# nothing |
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""" |
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def __init__(self, id, seq, ss=None): |
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self.id = id |
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self.seq = seq.upper() |
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# self.ss_raw = ss # this will not be changed after remove_gaps. |
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# so maybe don't use ss_raw at call |
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self.ss = ss |
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self.ss = self.get_ss_std() |
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self.seq_no_gaps = seq.replace('-', '') |
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self.ss_no_gaps = ss.replace('-', '') |
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#@property |
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def get_ss_std(self): |
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nss = '' |
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for s in self.ss: |
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nss += get_rfam_ss_notat_to_dot_bracket_notat(s) |
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return nss |
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def __repr__(self): |
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return self.id |
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def __len__(self): |
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return len(self.seq) |
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def __getitem__(self, i): |
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if self.ss: |
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return RNASeq(self.id + '_slice', self.seq[i], self.ss[i]) |
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else: |
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return RNASeq(self.id + '_slice', self.seq[i]) |
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def remove_columns(self, to_remove): |
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"""indexing from 0""" |
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nseq = '' |
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for i, s in enumerate(self.seq): |
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if i not in to_remove: |
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nseq += s |
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nss = '' |
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if self.ss: |
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for i, s in enumerate(self.ss): |
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if i not in to_remove: |
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nss += s |
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self.seq = nseq |
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self.ss = nss |
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def draw_ss(self, title='', verbose=False, resolution=1.5): |
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"""Draw secondary structure of RNA with VARNA. |
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VARNA: Visualization Applet for RNA |
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A Java lightweight component and applet for drawing the RNA secondary structure |
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.. image :: ../pngs/varna.png |
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Cite: VARNA: Interactive drawing and editing of the RNA secondary structure Kevin Darty, Alain Denise and Yann Ponty Bioinformatics, pp. 1974-197,, Vol. 25, no. 15, 2009 |
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http://varna.lri.fr/""" |
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drawfn = tempfile.NamedTemporaryFile(delete=False).name + '.png' |
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SecondaryStructure.draw_ss(title, self.seq, self.ss, drawfn, resolution, verbose=verbose) |
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from IPython.display import Image |
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return Image(filename=drawfn) |
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def remove_gaps(self, check_bps=True, only_canonical=True, allow_gu=True): |
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"""Remove gaps from seq and secondary structure of the seq. |
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Args: |
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check_bps (bool) : fix mistakes as |
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only_canonical (bool) : keep in ss only pairs GC, AU |
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allow_gu (bool) : keep in ss also GU pair |
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.. image :: ../pngs/ss_misgap.png |
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A residue "paired" with a gap. |
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.. image :: ../pngs/ss_misgap_wrong.png |
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.. when check_bps (by default), then when removing gaps, the functions check is the gap is |
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paired with any residues (in the blue circle). If yes, then this residues is unpair (in this case ``)`` -> ``.``). |
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.. image :: ../pngs/ss_misgap_ok.png |
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if ``only_canonical`` (by default) is True then only GC, AU can be paired. |
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.. image :: ../pngs/ss_only_canonical.png |
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If ``allow_gu`` is False (be default is True) then GU pair is also possible. |
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.. image :: ../pngs/ss_no_gu.png |
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If you provide seq and secondary structure such as:: |
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GgCcGGggG.GcggG.cc.u.aAUACAAuACCC.GaAA.GGGGAAUAaggCc.gGCc.gu......CU.......uugugcgGUuUUcaAgCccCCgGcCaCCcuuuu |
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(((((((((....((.((............(((......)))......))))..(((.(.....................)))).......)))))))))........ |
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gaps will be remove as well. |
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""" |
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GAPS = ['-', '.'] |
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nseq = '' |
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nss = '' |
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for (nt, nt_ss) in zip(self.seq, self.ss): |
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if nt in GAPS and nt_ss in GAPS: |
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pass |
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else: |
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nseq += nt |
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nss += nt_ss |
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self.seq = nseq |
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self.ss = nss |
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nss = list() |
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bps = self.ss_to_bps() |
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if check_bps: |
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nss = list(self.ss) |
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for bp in bps: |
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nt_left = self.seq[bp[0]] |
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nt_right = self.seq[bp[1]] |
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if nt_left == '-' or nt_right == '-': |
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nss[bp[0]] = '.' |
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nss[bp[1]] = '.' |
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self.ss = ''.join(nss) |
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if only_canonical: |
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nseq = list(self.seq) |
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nss = list(self.ss) |
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for bp in bps: |
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nt_left = nseq[bp[0]] |
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nt_right = nseq[bp[1]] |
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if (nt_left == 'A' and nt_right == 'U') or (nt_left == 'U' and nt_right == 'A'): |
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pass |
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elif (nt_left == 'G' and nt_right == 'C') or (nt_left == 'C' and nt_right == 'G'): |
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pass |
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elif (nt_left == 'G' and nt_right == 'U') or (nt_left == 'U' and nt_right == 'G'): |
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if allow_gu: |
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pass |
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else: |
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nss[bp[0]] = '.' |
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nss[bp[1]] = '.' |
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else: |
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nss[bp[0]] = '.' |
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nss[bp[1]] = '.' |
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self.ss = ''.join(nss) |
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# two?????? what is "two"? |
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311
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nss = [] |
|
312
|
|
|
nseq = '' |
|
313
|
|
|
for i, (c, s) in enumerate(zip(self.seq, self.ss)): |
|
314
|
|
|
if c != '-': |
|
315
|
|
|
nseq += c |
|
316
|
|
|
nss.append(s) |
|
317
|
|
|
|
|
318
|
|
|
self.seq = nseq |
|
319
|
|
|
self.ss = ''.join(nss) |
|
320
|
|
|
|
|
321
|
|
|
def ss_to_bps(self): |
|
322
|
|
|
"""Convert secondary structure into a list of basepairs. |
|
323
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|
|
|
|
324
|
|
|
Returns: |
|
325
|
|
|
|
|
326
|
|
|
bps (list): a list of base pairs, e.g. [[0, 80], [1, 79], [2, 78], [4, 77], [6, 75], [7, 74], ...] |
|
327
|
|
|
|
|
328
|
|
|
""" |
|
329
|
|
|
j = [] |
|
330
|
|
|
bps = [] |
|
331
|
|
|
pair_types = ['()', '[]', '<>', '{}'] |
|
332
|
|
|
for pair_type in pair_types: |
|
333
|
|
|
for i, s in enumerate(self.ss): |
|
334
|
|
|
if s == pair_type[0]: |
|
335
|
|
|
j.append(i) |
|
336
|
|
|
if s == pair_type[1]: |
|
337
|
|
|
bps.append([j.pop(), i]) |
|
338
|
|
|
if len(j): |
|
339
|
|
|
# if something left, this is a problem (!!!) |
|
340
|
|
|
raise Exception('Mis-paired secondary structure') |
|
341
|
|
|
bps.sort() |
|
342
|
|
|
return bps |
|
343
|
|
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|
|
344
|
|
|
def get_conserved(self, consensus, start=0, to_pymol=True, offset=0): |
|
345
|
|
|
"""Start |
|
346
|
|
|
UCGGGGUGCCCUUCUGCGUG--------------------------------------------------AAGGC-UGAGAAAUACCCGU-------------------------------------------------AUCACCUG-AUCUGGAU-AAUGC |
|
347
|
|
|
XXXXXXXXXXXXGXGXXXXXXXXXXXXXXXXXXXXXXXXXXXXXXX----------------------------XXXXX-XCUGAGAXXXXXXXXXXXXXXXXXXXXXX----------------------------------XXXXXXXX-XXXXXXXX-ACXUG |
|
348
|
|
|
""" |
|
349
|
|
|
c = start + offset |
|
350
|
|
|
index = [] |
|
351
|
|
|
print(self.seq) |
|
352
|
|
|
print(consensus) |
|
353
|
|
|
for nt_seq, nt_consensus in zip(self.seq, consensus): |
|
354
|
|
|
if nt_consensus in ['-', 'X']: |
|
355
|
|
|
pass |
|
356
|
|
|
else: |
|
357
|
|
|
index.append(c) |
|
358
|
|
|
if nt_seq != '-': |
|
359
|
|
|
c += 1 |
|
360
|
|
|
if to_pymol: |
|
361
|
|
|
return("color red, " + str(index).replace(', ', '+').replace('[','').replace(']','')) |
|
362
|
|
|
else: |
|
363
|
|
|
return index |
|
364
|
|
|
|
|
365
|
|
|
def get_distance_to(self, nseq): |
|
366
|
|
|
"""Get distance of self.seq to nseq.""" |
|
367
|
|
|
try: |
|
368
|
|
|
import Levenshtein |
|
369
|
|
|
except: |
|
370
|
|
|
print('pip install python-Levenshtein') |
|
371
|
|
|
return round(Levenshtein.ratio(self.seq, nseq), 2) |
|
372
|
|
|
|
|
373
|
|
|
class RNAalignment(object): |
|
374
|
|
|
"""RNA alignment - adapter class around BioPython to do RNA alignment stuff |
|
375
|
|
|
|
|
376
|
|
|
Usage (for more see IPython notebook https://github.com/mmagnus/rna-tools/blob/master/rna_tools/tools/rna_alignment/rna_alignment.ipynb) |
|
377
|
|
|
|
|
378
|
|
|
>>> a = RNAalignment('test_data/RF00167.stockholm.sto') |
|
379
|
|
|
>>> print(a.tail()) |
|
380
|
|
|
>>> print(a.ss_cons) |
|
381
|
|
|
|
|
382
|
|
|
Args: |
|
383
|
|
|
|
|
384
|
|
|
fn (str): Filename |
|
385
|
|
|
io (Bio.AlignIO): AlignIO.read(fn, "stockholm") |
|
386
|
|
|
lines (list): List of all lines of fn |
|
387
|
|
|
seqs (list): List of all sequences as class:`RNASeq` objects |
|
388
|
|
|
rf (str): ReFerence annotation, the consensus RNA sequence |
|
389
|
|
|
|
|
390
|
|
|
Read more: |
|
391
|
|
|
|
|
392
|
|
|
- http://biopython.org/DIST/docs/api/Bio.AlignIO.StockholmIO-module.html |
|
393
|
|
|
|
|
394
|
|
|
and on the format itself |
|
395
|
|
|
|
|
396
|
|
|
- https://en.wikipedia.org/wiki/Stockholm_format |
|
397
|
|
|
- http://sonnhammer.sbc.su.se/Stockholm.html |
|
398
|
|
|
|
|
399
|
|
|
.. warning:: fetch requires urllib3 |
|
400
|
|
|
""" |
|
401
|
|
|
|
|
402
|
|
|
def __init__(self, fn='', fetch=''): |
|
403
|
|
|
if fetch: |
|
404
|
|
|
import urllib3 |
|
405
|
|
|
http = urllib3.PoolManager() |
|
406
|
|
|
response = http.request('GET', 'http://rfam.xfam.org/family/' + |
|
407
|
|
|
fetch + '/alignment/stockholm?gzip=1&download=1') |
|
408
|
|
|
if not response.status == 200: |
|
409
|
|
|
raise RFAMFetchError( |
|
410
|
|
|
"The alignment could not be downloaded. Please check the RFAM id that you requested! (don't put .stk etc in the id)") |
|
411
|
|
|
with open(fetch + '.stk.gz', 'wb') as f: |
|
412
|
|
|
f.write(response.data) |
|
413
|
|
|
with gzip.open(fetch + '.stk.gz', 'rb') as f: |
|
414
|
|
|
file_content = f.read() |
|
415
|
|
|
with open(fetch + '.stk', 'wb') as f: |
|
416
|
|
|
f.write(file_content) |
|
417
|
|
|
fn = fetch + '.stk' |
|
418
|
|
|
|
|
419
|
|
|
self.fn = fn |
|
420
|
|
|
self.lines = open(fn).read().split('\n') |
|
421
|
|
|
self.io = AlignIO.read(fn, "stockholm") |
|
422
|
|
|
self.ss_cons = self.get_ss_cons() |
|
423
|
|
|
self.ss_cons_pk = self.get_ss_cons_pk() |
|
424
|
|
|
self.copy_ss_cons_to_all() |
|
425
|
|
|
self._ss_cons_std = self.ss_cons |
|
426
|
|
|
self.rf = self.get_gc_rf() |
|
427
|
|
|
self.shift = self.get_shift_seq_in_align() |
|
428
|
|
|
|
|
429
|
|
|
# get all lines not # nor // |
|
430
|
|
|
# fix for blocked alignment |
|
431
|
|
|
seq_lines = [l for l in self.lines if ( |
|
432
|
|
|
not l.startswith('#')) and (not l.startswith('//')) and (l)] |
|
433
|
|
|
seqs_dict = OrderedDict() |
|
434
|
|
|
for seq in seq_lines: |
|
435
|
|
|
seq_id, seq_seq = seq.split() |
|
436
|
|
|
if seq_id not in seqs_dict: |
|
437
|
|
|
seqs_dict[seq_id] = seq_seq |
|
438
|
|
|
else: |
|
439
|
|
|
seqs_dict[seq_id] += seq_seq |
|
440
|
|
|
self.seqs = [] |
|
441
|
|
|
for seq in seqs_dict: |
|
442
|
|
|
self.seqs.append(RNASeq(seq, seqs_dict[seq], ss=self.ss_cons_with_pk_std)) |
|
443
|
|
|
|
|
444
|
|
|
# this is sick! |
|
445
|
|
|
# I create a Cols object to be able to slice alignments |
|
446
|
|
|
class Cols: |
|
447
|
|
|
def __init__(self, alignment): |
|
448
|
|
|
self.alignment = alignment |
|
449
|
|
|
|
|
450
|
|
|
def __getitem__(self, i): |
|
451
|
|
|
"""Return new alignment""" |
|
452
|
|
|
if type(i) is list: |
|
453
|
|
|
pass |
|
454
|
|
|
else: |
|
455
|
|
|
# collect "new" sequences |
|
456
|
|
|
n_seqs = [] |
|
457
|
|
|
for s in self.alignment: |
|
458
|
|
|
new_seq = RNASeq(s.id, s.seq[i], s.ss[i]) |
|
459
|
|
|
n_seqs.append(new_seq) |
|
460
|
|
|
|
|
461
|
|
|
# this is not very smart :( |
|
462
|
|
|
# save new seqs to a file |
|
463
|
|
|
# and load it as RNAalignment |
|
464
|
|
|
tf = tempfile.NamedTemporaryFile(delete=False) |
|
465
|
|
|
tf.name += '.stk' |
|
466
|
|
|
with open(tf.name, 'w') as f: |
|
467
|
|
|
f.write('# STOCKHOLM 1.0\n') |
|
468
|
|
|
for s in n_seqs: |
|
469
|
|
|
f.write(' '.join([s.id, s.seq, '\n'])) |
|
470
|
|
|
# add ss_cons & // |
|
471
|
|
|
f.write('#=GC SS_cons ' + self.alignment.ss_cons[i] + '\n') |
|
472
|
|
|
if self.alignment.ss_cons_pk: |
|
473
|
|
|
f.write('#=GC SS_cons_pk' + self.alignment.ss_cons_pk[i] + '\n') |
|
474
|
|
|
f.write('#=GC RF ' + self.alignment.rf[i] + '\n') |
|
475
|
|
|
f.write('//\n') |
|
476
|
|
|
return RNAalignment(tf.name) |
|
477
|
|
|
self.cols = Cols(self) |
|
478
|
|
|
# ^^^^ sick ^^^^^^^^^^^ |
|
479
|
|
|
|
|
480
|
|
|
def reload_alignment(self): |
|
481
|
|
|
tmpfn = tempfile.NamedTemporaryFile(delete=False).name |
|
482
|
|
|
self.write(tmpfn) |
|
483
|
|
|
self.io = AlignIO.read(tmpfn, "stockholm") |
|
484
|
|
|
|
|
485
|
|
|
def __len__(self): |
|
486
|
|
|
"""Return length of all sequenes.""" |
|
487
|
|
|
return len(self.seqs) |
|
488
|
|
|
|
|
489
|
|
|
def __getitem__(self, i): |
|
490
|
|
|
if type(i) is str: |
|
491
|
|
|
for s in self: |
|
492
|
|
|
if s.id == i: |
|
493
|
|
|
return s |
|
494
|
|
|
elif type(i) is list: |
|
495
|
|
|
seqs = [] |
|
496
|
|
|
for j in i: |
|
497
|
|
|
seqs.append(self.seqs[j]) |
|
498
|
|
|
return seqs |
|
499
|
|
|
else: |
|
500
|
|
|
return self.seqs[i] |
|
501
|
|
|
|
|
502
|
|
|
@property |
|
503
|
|
|
def ss_cons_std(self): |
|
504
|
|
|
return get_rfam_ss_notat_to_dot_bracket_notat(self.ss_cons) |
|
505
|
|
|
|
|
506
|
|
|
@ss_cons_std.setter |
|
507
|
|
|
def ss_cons_std(self, ss): |
|
508
|
|
|
self._ss_cons_std = ss |
|
509
|
|
|
print(self._ss_cons_std) |
|
510
|
|
|
|
|
511
|
|
|
def subset(self, ids, verbose=False): |
|
512
|
|
|
"""Get subset for ids:: |
|
513
|
|
|
|
|
514
|
|
|
# STOCKHOLM 1.0 |
|
515
|
|
|
#=GF WK Tetrahydrofolate_riboswitch |
|
516
|
|
|
.. |
|
517
|
|
|
AAQK01002704.1/947-1059 -U-GC-AAAAUAGGUUUCCAUGC.. |
|
518
|
|
|
#=GC SS_cons .(.((.((----((((((((((... |
|
519
|
|
|
#=GC RF .g.gc.aGAGUAGggugccgugc.. |
|
520
|
|
|
// |
|
521
|
|
|
|
|
522
|
|
|
""" |
|
523
|
|
|
nalign = '' |
|
524
|
|
|
for l in self.lines: |
|
525
|
|
|
if l.startswith('//'): |
|
526
|
|
|
nalign += l + '\n' |
|
527
|
|
|
if l.startswith('#'): |
|
528
|
|
|
nalign += l + '\n' |
|
529
|
|
|
else: |
|
530
|
|
|
for i in ids: |
|
531
|
|
|
if l.startswith(i): |
|
532
|
|
|
nalign += l + '\n' |
|
533
|
|
|
|
|
534
|
|
|
tf = tempfile.NamedTemporaryFile(delete=False) |
|
535
|
|
|
tf.name += '.stk' |
|
536
|
|
|
print('Saved to ', tf.name) |
|
537
|
|
|
if verbose: |
|
538
|
|
|
print(nalign) |
|
539
|
|
|
f = open(tf.name, 'w') |
|
540
|
|
|
f.write(nalign) |
|
541
|
|
|
#f.write(self.rf + '\n') |
|
542
|
|
|
f.close() |
|
543
|
|
|
return RNAalignment(tf.name) |
|
544
|
|
|
|
|
545
|
|
|
def __add__(self, rna_seq): |
|
546
|
|
|
self.seqs.append(rna_seq) |
|
547
|
|
|
self.reload_alignment() |
|
548
|
|
|
|
|
549
|
|
|
def write(self, fn, verbose=False): |
|
550
|
|
|
"""Write the alignment to a file""" |
|
551
|
|
|
if verbose: |
|
552
|
|
|
print('Save to ', fn) |
|
553
|
|
|
with open(fn, 'w') as f: |
|
554
|
|
|
f.write('# STOCKHOLM 1.0\n') |
|
555
|
|
|
shift = max([len(x) for x in [s.id for s in self.seqs] + ['#=GC=SS_cons']]) |
|
556
|
|
|
for s in self: |
|
557
|
|
|
f.write(s.id.ljust(shift + 2, ' ') + s.seq + '\n') |
|
558
|
|
|
f.write('#=GC SS_cons'.ljust(shift + 2, ' ') + self.ss_cons + '\n') |
|
559
|
|
|
f.write('//') |
|
560
|
|
|
|
|
561
|
|
|
def copy_ss_cons_to_all(self, verbose=False): |
|
562
|
|
|
for s in self.io: |
|
563
|
|
|
if verbose: |
|
564
|
|
|
self.ss_cons |
|
565
|
|
|
self.io[0].seq |
|
566
|
|
|
try: |
|
567
|
|
|
s.letter_annotations['secondary_structure'] = self.ss_cons |
|
568
|
|
|
except TypeError: |
|
569
|
|
|
raise Exception( |
|
570
|
|
|
'Please check if all your sequences and ss lines are of the same length!') |
|
571
|
|
|
s.ss = self.ss_cons |
|
572
|
|
|
s.ss_clean = self.get_clean_ss(s.ss) |
|
573
|
|
|
s.seq_nogaps = str(s.seq).replace('-', '') |
|
574
|
|
|
s.ss_nogaps = self.get_ss_remove_gaps(s.seq, s.ss_clean) |
|
575
|
|
|
|
|
576
|
|
|
def copy_ss_cons_to_all_editing_sequence(self, seq_id, before, after): |
|
577
|
|
|
"""Change a sequence's sec structure. |
|
578
|
|
|
|
|
579
|
|
|
:param seq_id: string, sequence id to change, eg: ``AE009948.1/1094322-1094400`` |
|
580
|
|
|
:param before: string, character to change from, eg: ``,`` |
|
581
|
|
|
:param after: string, character to change to, eg: ``.`` |
|
582
|
|
|
|
|
583
|
|
|
.. warning:: before and after has to be one character long |
|
584
|
|
|
""" |
|
585
|
|
|
for s in self.io: |
|
586
|
|
|
if s.id == seq_id: |
|
587
|
|
|
s.letter_annotations['secondary_structure'] = self.ss_cons.replace(before, after) |
|
588
|
|
|
else: |
|
589
|
|
|
s.letter_annotations['secondary_structure'] = self.ss_cons |
|
590
|
|
|
|
|
591
|
|
|
def get_ss_remove_gaps(self, seq, ss): |
|
592
|
|
|
""" |
|
593
|
|
|
:param seq: string, sequence |
|
594
|
|
|
:param ss: string, ss |
|
595
|
|
|
|
|
596
|
|
|
UAU-AACAUAUAAUUUUGACAAUAUGG-GUCAUAA-GUUUCUACCGGAAUACC--GUAAAUAUUCU---GACUAUG-UAUA- |
|
597
|
|
|
(((.(.((((,,,(((((((_______.))))))).,,,,,,,,(((((((__.._____))))))...),,)))).)))). |
|
598
|
|
|
""" |
|
599
|
|
|
nss = '' |
|
600
|
|
|
for i, j in zip(seq, ss): |
|
601
|
|
|
if i != '-': |
|
602
|
|
|
nss += j |
|
603
|
|
|
return nss |
|
604
|
|
|
|
|
605
|
|
|
def plot(self, plot_fn='rchie.png'): |
|
606
|
|
|
return RChie().plot_cov(self.io.format("fasta"), self.ss_cons_std, plot_fn) |
|
607
|
|
|
|
|
608
|
|
|
def get_ss_cons_pk(self): |
|
609
|
|
|
""" |
|
610
|
|
|
:return: SS_cons_pk line or None if there is now SS_cons_pk:""" |
|
611
|
|
|
ss_cons_pk = '' |
|
612
|
|
|
for l in self.lines: |
|
613
|
|
|
if l.startswith('#=GC SS_cons_pk'): |
|
614
|
|
|
ss_cons_pk += l.replace('#=GC SS_cons_pk', '').strip() |
|
615
|
|
|
return ss_cons_pk |
|
616
|
|
|
|
|
617
|
|
|
def get_ss_cons(self): |
|
618
|
|
|
""" |
|
619
|
|
|
:return: SS_cons_pk line or None if there is now SS_cons_pk. |
|
620
|
|
|
""" |
|
621
|
|
|
ss_cons = '' |
|
622
|
|
|
for l in self.lines: |
|
623
|
|
|
if '#=GC SS_cons' in l and '#=GC SS_cons_pk' not in l: |
|
624
|
|
|
ss_cons += l.replace('#=GC SS_cons', '').strip() |
|
625
|
|
|
return ss_cons |
|
626
|
|
|
|
|
627
|
|
|
@property |
|
628
|
|
|
def ss_cons_with_pk(self): |
|
629
|
|
|
"""go over ss_cons and overwrite bp is there is pk (ss_cons_pk) |
|
630
|
|
|
|
|
631
|
|
|
ss_cons: (((.(.((((,,,(((((((_______.))))))).,,,,,,,,(((((((__.._____))))))...),,)))).)))). |
|
632
|
|
|
ss_cons_pk: .......................[[...............................]]........................ |
|
633
|
|
|
ss_cons_with_pk: (((.(.((((,,,(((((((___[[__.))))))).,,,,,,,,(((((((__.._]]__))))))...),,)))).)))). |
|
634
|
|
|
|
|
635
|
|
|
"return ss_cons_with_pk: string, e.g. (((.(.((((,,,(((((((___[[__.))))""" |
|
636
|
|
|
if self.ss_cons_pk: |
|
637
|
|
|
ss_cons_with_pk = '' |
|
638
|
|
|
for i, (s, p) in enumerate(zip(self.ss_cons, self.ss_cons_pk)): |
|
639
|
|
|
if p != '.': |
|
640
|
|
|
ss_cons_with_pk += p |
|
641
|
|
|
else: |
|
642
|
|
|
ss_cons_with_pk += s |
|
643
|
|
|
return ss_cons_with_pk |
|
644
|
|
|
else: |
|
645
|
|
|
return self.ss_cons |
|
646
|
|
|
|
|
647
|
|
|
@property |
|
648
|
|
|
def ss_cons_with_pk_std(self): |
|
649
|
|
|
if self.ss_cons_pk: |
|
650
|
|
|
ss_cons_with_pk_std = '' |
|
651
|
|
|
for i, (s, p) in enumerate(zip(get_rfam_ss_notat_to_dot_bracket_notat(self.ss_cons), self.ss_cons_pk)): |
|
652
|
|
|
if p != '.': |
|
653
|
|
|
ss_cons_with_pk_std += p |
|
654
|
|
|
else: |
|
655
|
|
|
ss_cons_with_pk_std += s |
|
656
|
|
|
return ss_cons_with_pk_std |
|
657
|
|
|
else: |
|
658
|
|
|
return self.ss_cons |
|
659
|
|
|
|
|
660
|
|
|
def get_gc_rf(self): |
|
661
|
|
|
"""Return (str) ``#=GC RF`` or '' if this line is not in the alignment. |
|
662
|
|
|
""" |
|
663
|
|
|
for l in self.lines: |
|
664
|
|
|
if l.startswith('#=GC RF'): |
|
665
|
|
|
return l.replace('#=GC RF', '').replace('_cons', '').strip() |
|
666
|
|
|
else: |
|
667
|
|
|
return '' |
|
668
|
|
|
# raise RNAalignmentError('There is on #=GC RF in the alignment!') |
|
669
|
|
|
|
|
670
|
|
|
def get_shift_seq_in_align(self): |
|
671
|
|
|
"""RF_cons vs '#=GC RF' ???""" |
|
672
|
|
|
for l in self.lines: |
|
673
|
|
|
if l.startswith('#=GC RF'): |
|
674
|
|
|
# #=GC RF .g.gc.a |
|
675
|
|
|
l = l.replace('#=GC RF', '') |
|
676
|
|
|
c = 7 # 12 # len of '#=GC RF' |
|
677
|
|
|
# .g.gc.a |
|
678
|
|
|
for i in l: |
|
679
|
|
|
if i == ' ': |
|
680
|
|
|
c += 1 |
|
681
|
|
|
self.shift = c |
|
682
|
|
|
return c |
|
683
|
|
|
|
|
684
|
|
|
def map_seq_on_seq(self, seq_id, seq_id_target, resis, v=True): |
|
685
|
|
|
""" |
|
686
|
|
|
:param seq_id: seq_id, 'AAML04000013.1/228868-228953' |
|
687
|
|
|
:param seq_id_target: seq_id of target, 'CP000721.1/2204691-2204778' |
|
688
|
|
|
:param resis: list resis, [5,6] |
|
689
|
|
|
|
|
690
|
|
|
map:: |
|
691
|
|
|
|
|
692
|
|
|
[4, 5, 6] |
|
693
|
|
|
UAU-A |
|
694
|
|
|
UAU-AA |
|
695
|
|
|
UAU-AAC |
|
696
|
|
|
[5, 6, 7] |
|
697
|
|
|
CAC-U |
|
698
|
|
|
CAC-U- |
|
699
|
|
|
CAC-U-U |
|
700
|
|
|
[4, None, 5] |
|
701
|
|
|
|
|
702
|
|
|
""" |
|
703
|
|
|
# get number for first seq |
|
704
|
|
|
print(resis) |
|
705
|
|
|
nresis = [] |
|
706
|
|
|
for s in self.io: |
|
707
|
|
|
if s.id.strip() == seq_id.strip(): |
|
708
|
|
|
for i in resis: |
|
709
|
|
|
print(s.seq[:i + 1]) # UAU-A |
|
710
|
|
|
nresis.append(i + s.seq[:i].count('-')) |
|
711
|
|
|
print(nresis) |
|
712
|
|
|
|
|
713
|
|
|
print(self.map_seq_on_align(seq_id_target, nresis)) |
|
714
|
|
|
return |
|
715
|
|
|
|
|
716
|
|
|
resis_target = [] |
|
717
|
|
|
for s in self.io: |
|
718
|
|
|
if s.id.strip() == seq_id_target.strip(): |
|
719
|
|
|
for i in nresis: |
|
720
|
|
|
if v: |
|
721
|
|
|
print(s.seq[:i]) |
|
722
|
|
|
if s.seq[i - 1] == '-': |
|
723
|
|
|
resis_target.append(None) |
|
724
|
|
|
else: |
|
725
|
|
|
resis_target.append(i - s.seq[:i].count('-')) |
|
726
|
|
|
return resis_target |
|
727
|
|
|
|
|
728
|
|
|
def map_seq_on_align(self, seq_id, resis, v=True): |
|
729
|
|
|
""" |
|
730
|
|
|
:param seqid: seq_id, 'CP000721.1/2204691-2204775' |
|
731
|
|
|
:param resis: list resis, [5,6] |
|
732
|
|
|
|
|
733
|
|
|
maps:: |
|
734
|
|
|
|
|
735
|
|
|
[5, 6, 8] |
|
736
|
|
|
CAC-U |
|
737
|
|
|
CAC-U- |
|
738
|
|
|
CAC-U-UA |
|
739
|
|
|
[4, None, 6] |
|
740
|
|
|
|
|
741
|
|
|
""" |
|
742
|
|
|
if v: |
|
743
|
|
|
print(resis) |
|
744
|
|
|
nresis = [] |
|
745
|
|
|
for s in self.io: |
|
746
|
|
|
if s.id.strip() == seq_id.strip(): |
|
747
|
|
|
for i in resis: |
|
748
|
|
|
if v: |
|
749
|
|
|
print(s.seq[:i]) |
|
750
|
|
|
if s.seq[i - 1] == '-': |
|
751
|
|
|
nresis.append(None) |
|
752
|
|
|
else: |
|
753
|
|
|
nresis.append(i - s.seq[:i].count('-')) |
|
754
|
|
|
return nresis |
|
755
|
|
|
|
|
756
|
|
|
def head(self): |
|
757
|
|
|
return '\n'.join(self.lines[:5]) |
|
758
|
|
|
|
|
759
|
|
|
def tail(self): |
|
760
|
|
|
return '\n'.join(self.lines[-5:]) |
|
761
|
|
|
|
|
762
|
|
|
def describe(self): |
|
763
|
|
|
"""Describe the alignment. |
|
764
|
|
|
|
|
765
|
|
|
> print(a.describe()) |
|
766
|
|
|
SingleLetterAlphabet() alignment with 13 rows and 82 columns |
|
767
|
|
|
|
|
768
|
|
|
""" |
|
769
|
|
|
return str(self.io).split('\n')[0] |
|
770
|
|
|
|
|
771
|
|
|
def remove_empty_columns(self, verbose=False): |
|
772
|
|
|
"""Remove empty columns in place. |
|
773
|
|
|
|
|
774
|
|
|
Example:: |
|
775
|
|
|
|
|
776
|
|
|
>>> a = RNAalignment("test_data/zmp.stk") |
|
777
|
|
|
>>> print(a) |
|
778
|
|
|
SingleLetterAlphabet() alignment with 6 rows and 319 columns |
|
779
|
|
|
---ACCUUGCGCGACUGGCGAAUCC-------------------...AAU CP001644.1/756294-756165 |
|
780
|
|
|
--GCUCUCGCGCGACUGGCGACUUUG------------------...GAA CU234118.1/352539-352459 |
|
781
|
|
|
UGAGUUUUCUGCGACUGACGGAUUAU------------------...CUG BAAV01000055.1/2897-2982 |
|
782
|
|
|
GCCCGUUCGCGUGACUGGCGCUAGU-------------------...CGA CP000927.1/5164264-5164343 |
|
783
|
|
|
-----GGGUCGUGACUGGCGAACA--------------------...--- zmp |
|
784
|
|
|
UCACCCCUGCGUGACUGGCGAUA---------------------...GUU AP009385.1/718103-718202 |
|
785
|
|
|
>>> a.remove_empty_columns() |
|
786
|
|
|
>>> print(a) |
|
787
|
|
|
SingleLetterAlphabet() alignment with 6 rows and 138 columns |
|
788
|
|
|
---ACCUUGCGCGACUGGCGAAUCC-UGAAGCUGCUUUG-AGCG...AAU CP001644.1/756294-756165 |
|
789
|
|
|
--GCUCUCGCGCGACUGGCGACUUUG------------------...GAA CU234118.1/352539-352459 |
|
790
|
|
|
UGAGUUUUCUGCGACUGACGGAUUAU------------------...CUG BAAV01000055.1/2897-2982 |
|
791
|
|
|
GCCCGUUCGCGUGACUGGCGCUAGU-------------------...CGA CP000927.1/5164264-5164343 |
|
792
|
|
|
-----GGGUCGUGACUGGCGAACA--------G-----------...--- zmp |
|
793
|
|
|
UCACCCCUGCGUGACUGGCGAUA--------GAACCCUCGGGUU...GUU AP009385.1/718103-718202 |
|
794
|
|
|
|
|
795
|
|
|
go over all seq |
|
796
|
|
|
modifes self.nss_cons""" |
|
797
|
|
|
cols_to_rm = [] |
|
798
|
|
|
|
|
799
|
|
|
# get only seqs |
|
800
|
|
|
for i in range(len(self[0])): |
|
801
|
|
|
gap = True |
|
802
|
|
|
for seq in self: |
|
803
|
|
|
if seq.seq[i] != '-': |
|
804
|
|
|
gap = False |
|
805
|
|
|
if gap: |
|
806
|
|
|
cols_to_rm.append(i) |
|
807
|
|
|
|
|
808
|
|
|
# remove from sequences |
|
809
|
|
|
for s in self: |
|
810
|
|
|
s.remove_columns(cols_to_rm) |
|
811
|
|
|
|
|
812
|
|
|
# update io # hack # |
|
813
|
|
|
tmpfn = tempfile.NamedTemporaryFile(delete=False).name |
|
814
|
|
|
self.write(tmpfn, verbose=False) |
|
815
|
|
|
self.io = AlignIO.read(tmpfn, "stockholm") |
|
816
|
|
|
|
|
817
|
|
|
# nss_cons update |
|
818
|
|
|
nss_cons = '' |
|
819
|
|
|
for i, s in enumerate(self.ss_cons): |
|
820
|
|
|
if i not in cols_to_rm: |
|
821
|
|
|
nss_cons += s |
|
822
|
|
|
self.ss_cons = nss_cons |
|
823
|
|
|
|
|
824
|
|
|
def format_annotation(self, t): |
|
825
|
|
|
return self.shift * ' ' + t |
|
826
|
|
|
|
|
827
|
|
|
def find_core(self, ids=None): |
|
828
|
|
|
"""Find common core for ids. |
|
829
|
|
|
|
|
830
|
|
|
.. image:: ../pngs/find_core.png |
|
831
|
|
|
Fig. By core, we understand columns that have all homologous residues. The core is here marked by `x`. |
|
832
|
|
|
|
|
833
|
|
|
:param id: list, ids of seq in the alignment to use |
|
834
|
|
|
""" |
|
835
|
|
|
if not ids: |
|
836
|
|
|
ids = [] |
|
837
|
|
|
for s in self.io: |
|
838
|
|
|
ids.append(s.id) |
|
839
|
|
|
|
|
840
|
|
|
xx = list(range(0, len(self.io[0]))) |
|
841
|
|
|
for i in range(0, len(self.io[0])): # if . don't use it |
|
842
|
|
|
for s in self.io: |
|
843
|
|
|
# print s.id |
|
844
|
|
|
if s.id in ids: |
|
845
|
|
|
if s.seq[i] == '-': |
|
846
|
|
|
xx[i] = '-' |
|
847
|
|
|
break |
|
848
|
|
|
else: |
|
849
|
|
|
xx[i] = 'x' |
|
850
|
|
|
|
|
851
|
|
|
return ''.join(xx) |
|
852
|
|
|
shift = self.get_shift_seq_in_align() |
|
853
|
|
|
|
|
854
|
|
|
fnlist = open(self.fn).read().strip().split('\n') |
|
855
|
|
|
fnlist.insert(-2, 'x' + ' ' * (shift - 1) + ''.join(xx)) |
|
856
|
|
|
# print fnlist |
|
857
|
|
|
for l in fnlist: |
|
858
|
|
|
print(l) |
|
859
|
|
|
|
|
860
|
|
|
def find_seq(self, seq, verbose=False): |
|
861
|
|
|
"""Find seq (also subsequences) and reverse in the alignment. |
|
862
|
|
|
|
|
863
|
|
|
Args: |
|
864
|
|
|
|
|
865
|
|
|
seq (str): seq is upper() |
|
866
|
|
|
verbose (bool): be verbose |
|
867
|
|
|
|
|
868
|
|
|
:: |
|
869
|
|
|
|
|
870
|
|
|
seq = "ggaucgcugaacccgaaaggggcgggggacccagaaauggggcgaaucucuuccgaaaggaagaguaggguuacuccuucgacccgagcccgucagcuaaccucgcaagcguccgaaggagaauc" |
|
871
|
|
|
hit = a.find_seq(seq, verbose=False) |
|
872
|
|
|
ggaucgcugaacccgaaaggggcgggggacccagaaauggggcgaaucucuuccgaaaggaagaguaggguuacuccuucgacccgagcccgucagcuaaccucgcaagcguccgaaggagaauc |
|
873
|
|
|
Match: AL939120.1/174742-174619 |
|
874
|
|
|
ID: AL939120.1/174742-174619 |
|
875
|
|
|
Name: AL939120.1 |
|
876
|
|
|
Description: AL939120.1/174742-174619 |
|
877
|
|
|
Number of features: 0 |
|
878
|
|
|
/start=174742 |
|
879
|
|
|
/end=174619 |
|
880
|
|
|
/accession=AL939120.1 |
|
881
|
|
|
Per letter annotation for: secondary_structure |
|
882
|
|
|
Seq('CCAGGUAAGUCGCC-G-C--ACCG---------------GUCA-----------...GGA', SingleLetterAlphabet()) |
|
883
|
|
|
GGAUCGCUGAACCCGAAAGGGGCGGGGGACCCAGAAAUGGGGCGAAUCUCUUCCGAAAGGAAGAGUAGGGUUACUCCUUCGACCCGAGCCCGUCAGCUAACCUCGCAAGCGUCCGAAGGAGAAUC |
|
884
|
|
|
|
|
885
|
|
|
""" |
|
886
|
|
|
seq = seq.replace('-', '').upper() |
|
887
|
|
|
for s in self.io: |
|
888
|
|
|
seq_str = str(s.seq).replace('-', '').upper() |
|
889
|
|
|
if verbose: |
|
890
|
|
|
print(seq_str) |
|
891
|
|
|
if seq_str.find(seq) > -1 or seq.find(seq_str) > -1: |
|
892
|
|
|
print('Match:', s.id) |
|
893
|
|
|
print(s) |
|
894
|
|
|
print(seq) |
|
895
|
|
|
return s |
|
|
|
|
|
|
896
|
|
|
print('Not found') |
|
897
|
|
|
|
|
898
|
|
|
def find_seq_exact(self, seq, verbose=False): |
|
899
|
|
|
"""Find seq (also subsequences) and reverse in the alignment. |
|
900
|
|
|
|
|
901
|
|
|
:param seq: string, seq, seq is upper() |
|
902
|
|
|
:param verbose: boolean, be verbose or not |
|
903
|
|
|
""" |
|
904
|
|
|
seq = seq.replace('-', '').upper() |
|
905
|
|
|
for s in self.io: |
|
906
|
|
|
seq_str = str(s.seq).replace('-', '').upper() |
|
907
|
|
|
if verbose: |
|
908
|
|
|
print(seq_str) |
|
909
|
|
|
if seq_str == seq: |
|
910
|
|
|
print('Match:', s.id) |
|
911
|
|
|
print(s) |
|
912
|
|
|
print(seq) |
|
913
|
|
|
return s |
|
914
|
|
|
print('Not found') |
|
915
|
|
|
|
|
916
|
|
|
def get_clean_ss(self, ss): |
|
917
|
|
|
nss = '' |
|
918
|
|
|
for s in ss: |
|
919
|
|
|
nss += get_rfam_ss_notat_to_dot_bracket_notat(s) |
|
920
|
|
|
return nss |
|
921
|
|
|
|
|
922
|
|
|
def get_seq_ss(self, seq_id): # seq,ss): |
|
923
|
|
|
s = self.get_seq(seq_id).seq |
|
924
|
|
|
# print seq, ss |
|
925
|
|
|
# new |
|
926
|
|
|
nseq = '' |
|
927
|
|
|
nss = '' |
|
928
|
|
|
for i, j in zip(seq, ss): |
|
|
|
|
|
|
929
|
|
|
if i != '-': # gap |
|
930
|
|
|
# print i,j |
|
931
|
|
|
nseq += i |
|
932
|
|
|
nss += get_rfam_ss_notat_to_dot_bracket_notat(j) |
|
933
|
|
|
return nseq.strip(), nss.strip() |
|
934
|
|
|
|
|
935
|
|
|
def get_seq(self, seq_id): |
|
936
|
|
|
for s in self.io: |
|
937
|
|
|
if s.id == seq_id: |
|
938
|
|
|
return s |
|
939
|
|
|
raise Exception('Seq not found') |
|
940
|
|
|
|
|
941
|
|
|
def get_seq_with_name(self, seq_name): |
|
942
|
|
|
for s in self.io: |
|
943
|
|
|
if s.name == seq_name: |
|
944
|
|
|
return s |
|
945
|
|
|
raise Exception('Seq not found') |
|
946
|
|
|
|
|
947
|
|
|
def align_seq(self, seq): |
|
948
|
|
|
"""Align seq to the alignment. |
|
949
|
|
|
|
|
950
|
|
|
Using self.rf. |
|
951
|
|
|
|
|
952
|
|
|
Args: |
|
953
|
|
|
|
|
954
|
|
|
seq (str): sequence, e.g. ``-GGAGAGUA-GAUGAUUCGCGUUAAGUGUGUGUGA-AUGGGAUGUC...`` |
|
955
|
|
|
|
|
956
|
|
|
Returns: |
|
957
|
|
|
|
|
958
|
|
|
str: seq that can be inserted into alignemnt, ``.-.GG.AGAGUA-GAUGAUUCGCGUUA`` ! . -> - |
|
959
|
|
|
""" |
|
960
|
|
|
seq = list(seq) |
|
961
|
|
|
seq.reverse() |
|
962
|
|
|
nseq = '' |
|
963
|
|
|
for n in self.rf: # n nuclotide |
|
964
|
|
|
if n != '.': |
|
965
|
|
|
try: |
|
966
|
|
|
j = seq.pop() |
|
967
|
|
|
except: |
|
968
|
|
|
j = '.' |
|
969
|
|
|
nseq += j |
|
970
|
|
|
if n == '.': |
|
971
|
|
|
nseq += '.' # + j |
|
972
|
|
|
return nseq.replace('.', '-') |
|
973
|
|
|
|
|
974
|
|
|
def __repr__(self): |
|
975
|
|
|
return (str(self.io)) |
|
976
|
|
|
|
|
977
|
|
|
def trimmed_rf_and_ss(self): |
|
978
|
|
|
"""Remove from RF and SS gaps. |
|
979
|
|
|
|
|
980
|
|
|
Returns: |
|
981
|
|
|
|
|
982
|
|
|
(str,str): trf, tss - new RF and SS |
|
983
|
|
|
|
|
984
|
|
|
""" |
|
985
|
|
|
trf = '' |
|
986
|
|
|
tss = '' |
|
987
|
|
|
for r, s in zip(self.rf, self.ss_cons_std): |
|
988
|
|
|
if r not in ['-', '.']: |
|
989
|
|
|
trf += r |
|
990
|
|
|
tss += s |
|
991
|
|
|
return trf, tss |
|
992
|
|
|
|
|
993
|
|
|
def get_distances(self): |
|
994
|
|
|
"""Get distances (seq identity) all-vs-all. |
|
995
|
|
|
|
|
996
|
|
|
With BioPython. |
|
997
|
|
|
|
|
998
|
|
|
blastn: ``Bad alphabet 'U' in sequence 'AE008922.1/409481-409568' at position '7'`` only for DNA? |
|
999
|
|
|
|
|
1000
|
|
|
read more (also about matrix at <http://biopython.org/wiki/Phylo> and |
|
1001
|
|
|
HTTP://biopython.org/DIST/docs/api/Bio.Phylo.TreeConstruction.DistanceCalculator-class.html |
|
1002
|
|
|
""" |
|
1003
|
|
|
calculator = DistanceCalculator('identity') |
|
1004
|
|
|
dm = calculator.get_distance(self.io) |
|
1005
|
|
|
return dm |
|
1006
|
|
|
|
|
1007
|
|
|
def get_the_closest_seq_to_ref_seq(self, verbose=False): |
|
1008
|
|
|
""" |
|
1009
|
|
|
|
|
1010
|
|
|
Example:: |
|
1011
|
|
|
|
|
1012
|
|
|
>>> a = RNAalignment("test_data/RF02221.stockholm.sto") |
|
1013
|
|
|
>>> a.get_the_closest_seq_to_ref_seq() |
|
1014
|
|
|
AF421314.1/431-344 |
|
1015
|
|
|
|
|
1016
|
|
|
""" |
|
1017
|
|
|
self + RNASeq('ConSeq', self.rf, '') |
|
1018
|
|
|
dist = self.get_distances() |
|
1019
|
|
|
distConSeq = dist['ConSeq'][:-1] # to remove ending 0, bc of distance to itself |
|
1020
|
|
|
minimal = min(distConSeq) |
|
1021
|
|
|
|
|
1022
|
|
|
index = dist['ConSeq'].index(minimal) |
|
1023
|
|
|
#id = dist.names[index] |
|
1024
|
|
|
if verbose: |
|
1025
|
|
|
print('dist:\n', str(dist)) |
|
1026
|
|
|
print('distConSeq:', dist['ConSeq']) |
|
1027
|
|
|
return self[index] |
|
1028
|
|
|
|
|
1029
|
|
|
|
|
1030
|
|
|
class CMAlign(): |
|
1031
|
|
|
"""CMAalign class around cmalign (of Inferal). |
|
1032
|
|
|
|
|
1033
|
|
|
cmalign - aligns the RNA sequences in <seqfile> to the covariance model |
|
1034
|
|
|
(CM) in <cmfile>. The new alignment is output to stdout in Stockholm |
|
1035
|
|
|
format. |
|
1036
|
|
|
|
|
1037
|
|
|
Example:: |
|
1038
|
|
|
|
|
1039
|
|
|
cma = ra.CMAlign() |
|
1040
|
|
|
cma.run_cmalign("ade_seq.fa", "RF00167.cm") |
|
1041
|
|
|
seq = cma.get_seq() |
|
1042
|
|
|
print 'cma hit ', seq |
|
1043
|
|
|
print 'seq ', a.align_seq(seq) |
|
1044
|
|
|
print 'a.rf ', a.rf |
|
1045
|
|
|
|
|
1046
|
|
|
cmd cmalign -g RF00167.cm ade_seq.fa |
|
1047
|
|
|
|
|
1048
|
|
|
# STOCKHOLM 1.0 |
|
1049
|
|
|
#=GF AU Infernal 1.1.2 |
|
1050
|
|
|
|
|
1051
|
|
|
ade ----------------CGCUUCAUAUAAUCCUAAUGAUAUGGUUUGGGAGUUUCUACCAAGAG-CCUUAAA-CUCUUGAUUAUGAAGUGA------------ |
|
1052
|
|
|
#=GR ade PP ................99*********************************************.*******.***************999............ |
|
1053
|
|
|
#=GC SS_cons :::::::::::::::::((((((((,,,<<<<<<<_______>>>>>>>,,,,,,,,<<<<<<<_______>>>>>>>,,)))))))):::::::::::::: |
|
1054
|
|
|
#=GC RF aaaaaauaaaaaaaauucccuCgUAUAAucccgggAAUAUGGcccgggaGUUUCUACCaggcagCCGUAAAcugccuGACUAcGagggaaauuuuuuuuuuu |
|
1055
|
|
|
// |
|
1056
|
|
|
cma hit ----------------CGCUUCAUAUAAUCCUAAUGAUAUGGUUUGGGAGUUUCUACCAAGAG-CCUUAAA-CUCUUGAUUAUGAAGUGA------------ |
|
1057
|
|
|
seq ----------------CGCU-U-CAUAUAAUCCUAAUGAUAUGG-UUUGGGA-GUUUCUACCAAGAG-CC--UUAAA-CUCUU---GAUUAUG-AAGUGA------------- |
|
1058
|
|
|
a.rf aaaaaauaaaaaaaauuccc.u.CgUAUAAucccgggAAUAUGG.cccggga.GUUUCUACCaggcagCC..GUAAAcugccu...GACUAcG.agggaaauuuuuuuuuuu. |
|
1059
|
|
|
|
|
1060
|
|
|
Install http://eddylab.org/infernal/ |
|
1061
|
|
|
|
|
1062
|
|
|
Cite: Nawrocki and S. R. Eddy, Infernal 1.1: 100-fold faster RNA homology searches, Bioinformatics 29:2933-2935 (2013). """ |
|
1063
|
|
|
|
|
1064
|
|
|
def __init__(self, outputfn=None): |
|
1065
|
|
|
"""Use run_cmalign or load cmalign output from a file""" |
|
1066
|
|
|
if outputfn: |
|
1067
|
|
|
self.output = open(outputfn).read().strip().split('\n') |
|
1068
|
|
|
|
|
1069
|
|
View Code Duplication |
def run_cmalign(self, seq, cm, verbose=True): |
|
|
|
|
|
|
1070
|
|
|
"""Run cmalign and process the result. |
|
1071
|
|
|
|
|
1072
|
|
|
:param seq: seq string |
|
1073
|
|
|
:param cm: cm fn |
|
1074
|
|
|
|
|
1075
|
|
|
Run:: |
|
1076
|
|
|
|
|
1077
|
|
|
$ cmalign RF01831.cm 4lvv.seq |
|
1078
|
|
|
# STOCKHOLM 1.0 |
|
1079
|
|
|
#=GF AU Infernal 1.1.2 |
|
1080
|
|
|
|
|
1081
|
|
|
4lvv -GGAGAGUA-GAUGAUUCGCGUUAAGUGUGUGUGA-AUGGGAUGUCG-UCACACAACGAAGC---GAGA---GCGCGGUGAAUCAUU-GCAUCCGCUCCA |
|
1082
|
|
|
#=GR 4lvv PP .********.******************9999998.***********.8999999******8...5555...8**************.************ |
|
1083
|
|
|
#=GC SS_cons (((((----(((((((((((,,,,,<<-<<<<<<<<___________>>>>>>>>>>,,,<<<<______>>>>,,,)))))))))))-------))))) |
|
1084
|
|
|
#=GC RF ggcaGAGUAGggugccgugcGUuAAGUGccggcgggAcGGGgaGUUGcccgccggACGAAgggcaaaauugcccGCGguacggcaccCGCAUcCgCugcc |
|
1085
|
|
|
// |
|
1086
|
|
|
|
|
1087
|
|
|
.. warning :: requires cmalign to be set in your shell |
|
1088
|
|
|
""" |
|
1089
|
|
|
tf = tempfile.NamedTemporaryFile(delete=False) |
|
1090
|
|
|
tf.name += '.seq' |
|
1091
|
|
|
|
|
1092
|
|
|
with open(tf.name, 'w') as f: |
|
1093
|
|
|
f.write('>target\n') |
|
1094
|
|
|
f.write(seq + '\n') |
|
1095
|
|
|
|
|
1096
|
|
|
cmd = 'cmalign -g ' + cm + ' ' + tf.name # global |
|
1097
|
|
|
if verbose: |
|
1098
|
|
|
print('cmd' + cmd) |
|
1099
|
|
|
o = subprocess.Popen(cmd, shell=True, stdout=subprocess.PIPE, stderr=subprocess.PIPE) |
|
1100
|
|
|
stdout = o.stdout.read().strip() |
|
1101
|
|
|
stderr = o.stderr.read().strip() |
|
1102
|
|
|
if verbose: |
|
1103
|
|
|
print(stdout) |
|
1104
|
|
|
self.output = stdout.split('\n') |
|
1105
|
|
|
|
|
1106
|
|
|
def get_gc_rf(self): |
|
1107
|
|
|
"""Get ``#=GC RF``. |
|
1108
|
|
|
|
|
1109
|
|
|
:var self.output: string |
|
1110
|
|
|
""" |
|
1111
|
|
|
for l in self.output: |
|
1112
|
|
|
if l.startswith('#=GC RF'): |
|
1113
|
|
|
return l.replace('#=GC RF', '').strip() |
|
1114
|
|
|
|
|
1115
|
|
|
def get_seq(self): |
|
1116
|
|
|
""" |
|
1117
|
|
|
:var self.output: output of cmalign, string |
|
1118
|
|
|
""" |
|
1119
|
|
|
for l in self.output: |
|
1120
|
|
|
if l.strip(): |
|
1121
|
|
|
if not l.startswith('#'): |
|
1122
|
|
|
# 4lvv -GGAGAGUA-GAUGAU |
|
1123
|
|
|
return l.split()[1].strip() |
|
1124
|
|
|
|
|
1125
|
|
|
|
|
1126
|
|
|
def clean_seq_and_ss(seq, ss): |
|
1127
|
|
|
nseq = '' |
|
1128
|
|
|
nss = '' |
|
1129
|
|
|
for i, j in zip(seq, ss): |
|
1130
|
|
|
if i != '-': # gap |
|
1131
|
|
|
# print i,j |
|
1132
|
|
|
nseq += i |
|
1133
|
|
|
nss += get_rfam_ss_notat_to_dot_bracket_notat_per_char(j) |
|
1134
|
|
|
return nseq.strip(), nss.strip() |
|
1135
|
|
|
|
|
1136
|
|
|
|
|
1137
|
|
|
def get_rfam_ss_notat_to_dot_bracket_notat_per_char(c): |
|
1138
|
|
|
"""Take (c)haracter and standardize ss (including pks in letter (AAaa) notation). |
|
1139
|
|
|
|
|
1140
|
|
|
.. warning:: DD DD will be treated as BB BB (<< >>) (it might be wrong!)""" |
|
1141
|
|
|
if c in [',', '_', ':', '-']: |
|
1142
|
|
|
return '.' |
|
1143
|
|
|
if c == '<': |
|
1144
|
|
|
return '(' |
|
1145
|
|
|
if c == '{': |
|
1146
|
|
|
return '(' |
|
1147
|
|
|
if c == '}': |
|
1148
|
|
|
return ')' |
|
1149
|
|
|
if c == ']': |
|
1150
|
|
|
return ')' |
|
1151
|
|
|
if c == '[': |
|
1152
|
|
|
return '(' |
|
1153
|
|
|
if c == '>': |
|
1154
|
|
|
return ')' |
|
1155
|
|
|
if c == '>': |
|
1156
|
|
|
return ')' |
|
1157
|
|
|
if c == 'A': |
|
1158
|
|
|
return '[' |
|
1159
|
|
|
if c == 'a': |
|
1160
|
|
|
return ']' |
|
1161
|
|
|
if c == 'B': |
|
1162
|
|
|
return '<' |
|
1163
|
|
|
if c == 'b': |
|
1164
|
|
|
return '>' |
|
1165
|
|
|
if c == 'C': |
|
1166
|
|
|
return '{' |
|
1167
|
|
|
if c == 'c': |
|
1168
|
|
|
return '}' |
|
1169
|
|
|
# !!!!!!!!!!!!!!!!!!!!!!!!!! |
|
1170
|
|
|
if c == 'D': |
|
1171
|
|
|
return '<' |
|
1172
|
|
|
if c == 'd': |
|
1173
|
|
|
return '>' |
|
1174
|
|
|
# !!!!!!!!!!!!!!!!!!!!!!!!!! |
|
1175
|
|
|
return c |
|
1176
|
|
|
|
|
1177
|
|
|
|
|
1178
|
|
|
def get_rfam_ss_notat_to_dot_bracket_notat(ss): |
|
1179
|
|
|
"""Change all <<>> to "standard" dot bracket notation. |
|
1180
|
|
|
|
|
1181
|
|
|
Works also with pseudknots AA BB CC etc.""" |
|
1182
|
|
|
nss = '' |
|
1183
|
|
|
for s in ss: |
|
1184
|
|
|
ns = get_rfam_ss_notat_to_dot_bracket_notat_per_char(s) |
|
1185
|
|
|
nss += ns |
|
1186
|
|
|
return nss |
|
1187
|
|
|
|
|
1188
|
|
|
|
|
1189
|
|
|
def fasta2stokholm(fn): |
|
1190
|
|
|
"""Take a gapped fasta file and return an RNAalignment object. |
|
1191
|
|
|
|
|
1192
|
|
|
A fasta file should look like this:: |
|
1193
|
|
|
|
|
1194
|
|
|
>AE009948.1/1094322-1094400 |
|
1195
|
|
|
UAC-U-UAUUUAUGCUGAGGAU--UGG--CUUAGC-GUCUCUACAAGACA-CC--GU-AA-UGUCU---AACAAUA-AGUA- |
|
1196
|
|
|
... |
|
1197
|
|
|
>CP000721.1/2204691-2204778 |
|
1198
|
|
|
CAC-U-UAUAUAAAUCUGAUAAUAAGG-GUCGGAU-GUUUCUACCAAGCUACC--GUAAAUUGCUAUAGGACUAUA-AGUG- |
|
1199
|
|
|
>SS_cons |
|
1200
|
|
|
(((.(.((((...(((((((........))))))).........(((((((.........))))))...)..)))).)))). |
|
1201
|
|
|
>SS_cons_pk |
|
1202
|
|
|
.........................[[........................]]............................. |
|
1203
|
|
|
|
|
1204
|
|
|
``SS_cons_pk`` in optionally and is an extra line used to define a pseudoknot. You |
|
1205
|
|
|
can also define second psedoknot as ``<<<...>>>`` and the third one with ``{{{ }}}``. |
|
1206
|
|
|
|
|
1207
|
|
|
:param fn: file |
|
1208
|
|
|
:return: RNAalignment object |
|
1209
|
|
|
""" |
|
1210
|
|
|
seqs = [] |
|
1211
|
|
|
s = None |
|
1212
|
|
|
for l in open(fn): |
|
1213
|
|
|
if l.startswith('>'): |
|
1214
|
|
|
if s: |
|
1215
|
|
|
seqs.append(s) |
|
1216
|
|
|
s = RNASeq(l.replace('>', '').strip(), '') |
|
1217
|
|
|
else: |
|
1218
|
|
|
s.seq += l.strip() |
|
1219
|
|
|
|
|
1220
|
|
|
txt = '' |
|
1221
|
|
|
for l in open(fn): |
|
1222
|
|
|
if l.startswith('>'): |
|
1223
|
|
|
id = '\n' + l.replace('>', '\n').strip() + ' ' |
|
1224
|
|
|
id = re.sub('ss_cons_pk', '#=GC SS_cons_pk', id, flags=re.IGNORECASE) |
|
1225
|
|
|
id = re.sub('ss_cons', '#=GC SS_cons', id, flags=re.IGNORECASE) |
|
1226
|
|
|
txt += id |
|
1227
|
|
|
else: |
|
1228
|
|
|
txt += l.strip() |
|
1229
|
|
|
txt = txt.strip() + '\n' # clean upfront \n and add tailing \n |
|
1230
|
|
|
|
|
1231
|
|
|
tf = tempfile.NamedTemporaryFile(delete=False) |
|
1232
|
|
|
tf.name += '.stk' |
|
1233
|
|
|
with open(tf.name, 'w') as f: |
|
1234
|
|
|
f.write('# STOCKHOLM 1.0\n') |
|
1235
|
|
|
f.write(txt) |
|
1236
|
|
|
f.write('//\n') |
|
1237
|
|
|
return RNAalignment(tf.name) |
|
1238
|
|
|
|
|
1239
|
|
|
|
|
1240
|
|
|
def fetch_stokholm(rfam_acc, dpath=None): |
|
1241
|
|
|
"""Fetch Stokholm file from Rfam. |
|
1242
|
|
|
|
|
1243
|
|
|
:param rfam_acc: str, Rfam accession number, eg. RF00028 |
|
1244
|
|
|
:param dpath: str or None, if None saves to current location, otherwise save to dpath folder |
|
1245
|
|
|
|
|
1246
|
|
|
.. warning :: urllib3 is required, pip install urllib3 |
|
1247
|
|
|
""" |
|
1248
|
|
|
import urllib3 |
|
1249
|
|
|
http = urllib3.PoolManager() |
|
1250
|
|
|
# try: |
|
1251
|
|
|
print(dpath) |
|
1252
|
|
|
response = http.request('GET', url='http://rfam.xfam.org/family/' + rfam_acc.lower() + |
|
1253
|
|
|
'/alignment?acc=' + rfam_acc.lower() + '&format=stockholm&download=1') |
|
1254
|
|
|
# except urllib3.HTTPError: |
|
1255
|
|
|
# raise Exception('The PDB does not exists: ' + pdb_id) |
|
1256
|
|
|
txt = response.data |
|
1257
|
|
|
if dpath is None: |
|
1258
|
|
|
npath = rfam_acc + '.stk' |
|
1259
|
|
|
else: |
|
1260
|
|
|
npath = dpath + os.sep + rfam_acc + '.stk' |
|
1261
|
|
|
print('downloading...' + npath) |
|
1262
|
|
|
with open(npath, 'wb') as f: |
|
1263
|
|
|
f.write(txt) |
|
1264
|
|
|
print('ok') |
|
1265
|
|
|
return rfam_acc + '.stk' |
|
1266
|
|
|
|
|
1267
|
|
|
|
|
1268
|
|
|
# def test_seq_multilines_alignment() |
|
1269
|
|
|
def test_alignment_with_pk(): |
|
1270
|
|
|
a = RNAalignment('test_data/RF00167.stockholm.sto') |
|
1271
|
|
|
print(a.tail()) |
|
1272
|
|
|
print(a.ss_cons) |
|
1273
|
|
|
print(a.ss_cons_pk) |
|
1274
|
|
|
print(a.ss_cons_with_pk) |
|
1275
|
|
|
|
|
1276
|
|
|
print(a[[1, 2]]) |
|
1277
|
|
|
|
|
1278
|
|
|
|
|
1279
|
|
|
# main |
|
1280
|
|
|
if __name__ == '__main__': |
|
1281
|
|
|
## a = RNAalignment('test_data/RF00167.stockholm.sto') |
|
1282
|
|
|
# print a.get_shift_seq_in_align() |
|
1283
|
|
|
# print a.map_seq_on_align('CP000721.1/2204691-2204778', [5,6,8]) |
|
1284
|
|
|
# print a.map_seq_on_seq('AAML04000013.1/228868-228953', 'CP000721.1/2204691-2204778', [4,5,6]) |
|
1285
|
|
|
|
|
1286
|
|
|
# print(record.letter_annotations['secondary_structure']) |
|
1287
|
|
|
## seq = a.get_seq('AAML04000013.1/228868-228953') |
|
1288
|
|
|
# print seq.seq |
|
1289
|
|
|
# print seq.ss |
|
1290
|
|
|
# print a.ss_cons |
|
1291
|
|
|
|
|
1292
|
|
|
# print 'x' |
|
1293
|
|
|
# for s in a.io: |
|
1294
|
|
|
# print s.seq |
|
1295
|
|
|
# print s.ss_clean #letter_annotations['secondary_structure'] |
|
1296
|
|
|
|
|
1297
|
|
|
# for s in a.io: |
|
1298
|
|
|
# print s.seq_nogaps |
|
1299
|
|
|
# print s.ss_nogaps |
|
1300
|
|
|
|
|
1301
|
|
|
# a.write('test_output/out.sto') |
|
1302
|
|
|
|
|
1303
|
|
|
# a = RNAalignment("/home/magnus/work/rna-evo/rp12/seq/RF00379.stockholm.stk")##_rm85.stk') |
|
1304
|
|
|
# print a.get_seq_ss("AL939120.1/174742-174619") |
|
1305
|
|
|
# subset = a.subset(["AL939120.1/174742-174619", |
|
1306
|
|
|
# "rp12bsubtilis", |
|
1307
|
|
|
# "AAWL01000001.1/57092-56953", |
|
1308
|
|
|
# "CP000612.1/87012-87130", |
|
1309
|
|
|
# "BA000028.3/1706087-1706245"]) |
|
1310
|
|
|
# % cat /var/folders/yc/ssr9692s5fzf7k165grnhpk80000gp/T/tmpTzPenx |
|
1311
|
|
|
# for s in subset: |
|
1312
|
|
|
# print s.seq |
|
1313
|
|
|
# subset.remove_empty_columns() |
|
1314
|
|
|
# subset.write('/home/magnus/out2.stk') |
|
1315
|
|
|
# for s in subset: |
|
1316
|
|
|
# print s.seq |
|
1317
|
|
|
|
|
1318
|
|
|
# print 'subset.ss_cons_std:', subset.ss_cons_std |
|
1319
|
|
|
|
|
1320
|
|
|
# a = RNAalignment("/home/magnus/work/rna-evo/rp12/seq/RF00379.stockholm.stk")##_rm85.stk') |
|
1321
|
|
|
# a.ss_cons = "::::::::::{{{{,,,<<<_..." |
|
1322
|
|
|
# print a.ss_cons |
|
1323
|
|
|
# print a.ss_cons_std |
|
1324
|
|
|
# print get_rfam_ss_notat_to_dot_bracket_notat(subset.ss_cons) |
|
1325
|
|
|
|
|
1326
|
|
|
## a.ss_cons_std = 'test of setter' |
|
1327
|
|
|
# print a._ss_cons_std |
|
1328
|
|
|
|
|
1329
|
|
|
# pass |
|
1330
|
|
|
# slice |
|
1331
|
|
|
|
|
1332
|
|
|
## slices = a.cols[0:10] |
|
1333
|
|
|
# for s in a: |
|
1334
|
|
|
# print s.seq |
|
1335
|
|
|
# add pk |
|
1336
|
|
|
|
|
1337
|
|
|
# for s in slices: |
|
1338
|
|
|
# print s, s.seq, s.ss |
|
1339
|
|
|
|
|
1340
|
|
|
#a = fasta2stokholm('test_output/ade_gapped.fa') |
|
1341
|
|
|
# print a |
|
1342
|
|
|
|
|
1343
|
|
|
#a = RNAalignment('test_data/RF00001.blocked.stk') |
|
1344
|
|
|
# print a |
|
1345
|
|
|
# print a.ss_cons |
|
1346
|
|
|
# a.plot('rchie.png') |
|
1347
|
|
|
|
|
1348
|
|
|
# a = RNAalignment("test_data/RF02221.stockholm.sto") |
|
1349
|
|
|
## a = RNAalignment('test_data/test_data/RF02221.stockholm.sto') |
|
1350
|
|
|
## a + RNASeq('ConSeq', '-A-GU-AGAGUA-GGUCUUAUACGUAA-----------------AGUG-UCAUCGGA-U-GGGGAGACUUCCGGUGAACGAA-G-G-----------------------------GUUA---------------------------CCGCGUUAUAUGAC-C-GCUUCCG-CUA-C-U-','') |
|
1351
|
|
|
## dist = a.get_distances() |
|
1352
|
|
|
# distConSeq = dist['ConSeq'][:-1] # to remove ending 0, bc of distance to itself |
|
1353
|
|
|
## minimal = min(distConSeq) |
|
1354
|
|
|
## index = dist['ConSeq'].index(minimal) |
|
1355
|
|
|
# print(dist.names[index]) |
|
1356
|
|
|
|
|
1357
|
|
|
a = RNAalignment("test_data/dist_test2.stk") |
|
1358
|
|
|
rep = a.get_the_closest_seq_to_ref_seq() |
|
1359
|
|
|
rep.remove_gaps() |
|
1360
|
|
|
print(rep) |
|
1361
|
|
|
print(rep.ss) |
|
1362
|
|
|
print(rep.seq) |
|
1363
|
|
|
|
|
1364
|
|
|
# a.write('tmp.stk') |
|
1365
|
|
|
# s.remove_gaps() |
|
1366
|
|
|
# print(s.seq) |
|
1367
|
|
|
# print(s.ss) |
|
1368
|
|
|
|
|
1369
|
|
|
import doctest |
|
1370
|
|
|
doctest.testmod() |
|
1371
|
|
|
|