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# sc2ts | ||
Infer a succinct tree sequence from SARS-COV-2 variation data | ||
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** This is an early version not intended for production use!!** | ||
**This is an early version not intended for production use!!** | ||
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If you are interested in helping to develop sc2ts or would like to | ||
work with the inferred ARGS, please get in touch. | ||
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## Installation | ||
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To run the downstream analysis utilties, install from pip using | ||
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``` | ||
python3 -m pip install sc2ts[analysis] | ||
``` | ||
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This installs matplotlib and some other heavyweight dependencies. | ||
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For just running the inference tools, use | ||
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``` | ||
python3 -m pip install sc2ts | ||
``` | ||
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## Inference workflow | ||
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### Command line inference | ||
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Inference is intended to be run from the command-line primarily, | ||
and most likely orchestrated via a shell script or Snakemake file, etc. | ||
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The CLI is split into subcommands. Get help by running the CLI without arguments: | ||
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``` | ||
python3 -m sc2ts | ||
``` | ||
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### Import metadata to local database | ||
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Metadata for all samples must be available, and provided in a tab-separated | ||
file. We need to convert from a standard text file to a SQLite database | ||
so that we can quickly search for strains collected on a given day, without | ||
loading the entire set each time. | ||
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``` | ||
python3 -m sc2ts import-metadata data/metadata.tsv data/metadata.db | ||
``` | ||
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**TODO: Document required fields** | ||
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### Import alignments | ||
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To provide fast access to the individual alignments, we store them in a local | ||
database file. These must be imported before inference can be performed. | ||
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The basic approach is to use the ``import-alignments`` command, with a | ||
path to a ``alignments.db`` file which we are creating, and one or more | ||
FASTA files that we are importing into it. | ||
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```bash | ||
python3 -m sc2ts import-alignments data/alignments.db data/alignments/.fasta | ||
``` | ||
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By default the database file is updated each time, so this can be done | ||
in stages. | ||
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**TODO discuss the storage and time requirements for this step!** | ||
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### Run the inference | ||
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The basic approach is to run the ``daily-extend`` command which runs the | ||
basic extension operation day-by-day using the information | ||
in the metadata DB. | ||
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``` | ||
python3 -m sc2ts daily-extend data/alignments.db data/metadata.db results/output-prefix | ||
``` | ||
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### Example run script | ||
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Here is a script used to run the inference for the Long ARG | ||
in the preprint: | ||
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``` | ||
#!/bin/bash | ||
set -e | ||
precision=12 | ||
mismatches=3 | ||
max_submission_delay=30 | ||
max_daily_samples=1000 | ||
num_threads=40 | ||
datadir=data | ||
run_id=upgma-mds-$max_daily_samples-md-$max_submission_delay-mm-$mismatches | ||
resultsdir=results/$run_id | ||
results_prefix=$resultsdir/$run_id- | ||
logfile=logs/$run_id.log | ||
options="--num-threads $num_threads -vv -l $logfile " | ||
options+="--max-submission-delay $max_submission_delay " | ||
options+="--max-daily-samples $max_daily_samples " | ||
options+="--precision $precision --num-mismatches $mismatches" | ||
mkdir -p $resultsdir | ||
alignments=$datadir/alignments2.db | ||
metadata=$datadir/metadata.filtered.db | ||
# NOTE: we can start from a given data also with the -b option | ||
# basets="$results_prefix"2022-01-24.ts | ||
# options+=" -b $basets" | ||
python3 -m sc2ts daily-extend $alignments $metadata $results_prefix $options | ||
``` |
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