Open Source Transcription Initiation Rates
Project description
OSTIR
Open Source Translation Initiation Rates
OSTIR
(Open Source Translation Initiation Rates) is a
Python package for predicting the rates at which ribosomes will bind to and initiate
translation from different start codons in bacterial mRNAs. It uses the ViennaRNA software
suite to perform the necessary free energy calculations. The code builds on the last open
source version of the
RBS calculator
that implements the calculations described in Salis 2009.
OSTIR
includes several improvements in usability. It supports multi-FASTA
input with command line parameters or CSV input that can define
parameters on a per-sequence basis. Additionally, OSTIR
supports multi-threaded
execution, accelerating use cases that require the analysis of very large sequences.
Installation
From Conda:
- Run
conda install --bioconda ostir
From Pip:
- Download and install ViennaRNA, following the instructions here.
- Run
pip install ostir
From Source:
- Clone this repository
- Navigate to the
./ostir/
directory - Install/update the necessary packaging tools with
python3 -m pip install --user --upgrade setuptools wheel
- Package the code with
python3 setup.py sdist bdist_wheel
- Install the package with
python3 -m pip install ./
- Download and install ViennaRNA, following the instructions here.
- To test your install run
python -m unittest
Usage
OSTIR can be executed via the included command-line script, ostir
.
usage: ostir [-h] -i str/filepath [-o filepath] [-v] [-s int] [-e int] [-a str] [-p] [-q] [-j int] [-t [string|csv|fasta]]
Open Source Transcription Initiation Rates
optional arguments:
-h, --help show this help message and exit
-i str/filepath, --input str/filepath
Input filename (FASTA/CSV) or DNA/RNA sequence. For CSV input files, there must be a 'seq' or 'sequence'
column. Other columns will override any options provided at the command line if they are present:
'name/id', 'start', 'end', 'anti-Shine-Dalgarno'.
-o filepath, --output filepath
Output file path. If not provided, results will output to the console.
-v, --verbose Prints verbose output.
-s int, --start int Most 5' position to consider a start codon beginning.
-e int, --end int Most 3' position to consider a start codon beginning
-a str, --anti-Shine-Dalgarno str
anti-Shine-Dalgarno sequence: the 9 bases located at the 3' end of 16S rRNA. May be provided as DNA or
RNA. Defaults to that of E. coli (ACCTCCTTA).
-p, --print-sequence Include the input mRNA sequence in output CSV files
-q, --print-anti-Shine-Dalgarno
Include the anti-Shine-Dalgarno sequence in output CSV files
-j int, --threads int
Number of threads for multiprocessing
-t [string|csv|fasta], --type [string|csv|fasta]
Input type (overrides autodetection)
OSTIR can also be called from within a user's Python script via the run_ostir
function. This function returns a list of
the translation initiation rates (expression levels) predicted for each start codon in the sequence.
Example usage:
from ostir.ostir import run_ostir
seq = "ACUUCUAAUUUAUUCUAUUUAUUCGCGGAUAUGCAUAGGAGUGCUUCGAUGUCAU"
results = run_ostir(seq, name="my_sequence", aSD="ACCTCCTTA", threads=8)
print(results)
results = run_ostir(seq, start=31, end=31, aSD="ACCCCCTTA", verbose=True)
print(results)
Arguments:
seq
: mRNA sequence to search for translation initiation sites (REQUIRED)start
: Most 5' position to consider a start codon beginning (1-indexed)end
: "Most 3' position to consider a start codon beginning (1-indexed)"name
: Name or id of the sequence to include in output.aSD
: anti-Shine-Dalgarno sequence. Defaults to that of E. coli.threads
: Number of parallel processes to launch during prediction.verbose
: Prints debug information
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