diff --git a/augur/ancestral.py b/augur/ancestral.py index 805eb0682..03260e19f 100644 --- a/augur/ancestral.py +++ b/augur/ancestral.py @@ -3,6 +3,7 @@ """ import os, shutil, time, json, sys +import numpy as np from Bio import Phylo, SeqIO from Bio.Seq import Seq from Bio.SeqRecord import SeqRecord @@ -60,7 +61,7 @@ def ancestral_sequence_inference(tree=None, aln=None, ref=None, infer_gtr=True, return tt -def collect_mutations_and_sequences(tt, infer_tips=False, full_sequences=False, character_map=None): +def collect_mutations_and_sequences(tt, infer_tips=False, full_sequences=False, character_map=None, mask_ambiguous=True): """iterates of the tree and produces dictionaries with mutations and sequences for each node. @@ -91,14 +92,29 @@ def collect_mutations_and_sequences(tt, infer_tips=False, full_sequences=False, data[n.name]['muts'] = [a+str(int(pos)+inc)+cm(d) for a,pos,d in n.mutations] + mask=None if full_sequences: + if mask_ambiguous: + # Identify sites for which every terminal sequence is ambiguous. + # These sites will be masked to prevent rounding errors in the + # maximum likelihood inference from assigning an arbitrary + # nucleotide to sites at internal nodes. + ambiguous_count = np.zeros(tt.sequence_length, dtype=int) + for n in tt.tree.get_terminals(): + ambiguous_count += np.array(tt.sequence(n,reconstructed=False, as_string=False)==tt.gtr.ambiguous, dtype=int) + mask = ambiguous_count==len(tt.tree.get_terminals()) + else: + mask = np.zeros(tt.sequence_length, dtype=bool) + for n in tt.tree.find_clades(): try: - data[n.name]['sequence'] = tt.sequence(n,reconstructed=infer_tips, as_string=True) + tmp = tt.sequence(n,reconstructed=infer_tips, as_string=False) + tmp[mask] = tt.gtr.ambiguous + data[n.name]['sequence'] = "".join(tmp) except: print("No sequence available for node ",n.name) - return data + return {"nodes": data, "mask": mask} def register_arguments(parser): @@ -177,14 +193,20 @@ def run(args): else: character_map[x] = x - anc_seqs['nodes'] = collect_mutations_and_sequences(tt, full_sequences=not is_vcf, - infer_tips=infer_ambiguous, character_map=character_map) + anc_seqs.update(collect_mutations_and_sequences(tt, full_sequences=not is_vcf, + infer_tips=infer_ambiguous, character_map=character_map)) # add reference sequence to json structure. This is the sequence with # respect to which mutations on the tree are defined. if is_vcf: anc_seqs['reference'] = {"nuc":compress_seq['reference']} else: - anc_seqs['reference'] = {"nuc":"".join(T.root.sequence) if hasattr(T.root, 'sequence') else ''} + root_seq = tt.sequence(T.root, as_string=False) + if anc_seqs.get("mask") is not None: + root_seq[anc_seqs['mask']] = tt.gtr.ambiguous + anc_seqs['reference'] = {"nuc": ''.join(root_seq)} + + if anc_seqs.get("mask") is not None: + anc_seqs["mask"] = "".join(['1' if x else '0' for x in anc_seqs["mask"]]) out_name = get_json_name(args, '.'.join(args.alignment.split('.')[:-1]) + '_mutations.json') write_json(anc_seqs, out_name) diff --git a/tests/builds/zika/results/nt_muts.json b/tests/builds/zika/results/nt_muts.json index 5f29a5fd9..7627ae707 100644 --- a/tests/builds/zika/results/nt_muts.json +++ b/tests/builds/zika/results/nt_muts.json @@ -3,6 +3,7 @@ "program": "augur", "version": "7.0.2" }, + "mask": 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"nodes": { "BRA/2016/FC_6706": { "muts": [