https://github.com/adamtaranto/tirmite
Map TIR-pHMM models to genomic sequences for annotation of MITES and complete DNA-Transposons.
https://github.com/adamtaranto/tirmite
Last synced: 3 months ago
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Map TIR-pHMM models to genomic sequences for annotation of MITES and complete DNA-Transposons.
- Host: GitHub
- URL: https://github.com/adamtaranto/tirmite
- Owner: Adamtaranto
- License: other
- Created: 2017-08-20T01:31:18.000Z (almost 8 years ago)
- Default Branch: main
- Last Pushed: 2024-11-28T01:05:43.000Z (7 months ago)
- Last Synced: 2025-03-18T21:50:45.577Z (4 months ago)
- Language: Python
- Size: 282 KB
- Stars: 10
- Watchers: 4
- Forks: 4
- Open Issues: 9
-
Metadata Files:
- Readme: README.md
- License: LICENSE.txt
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# TIRmite
Build and map profile Hidden Markov Models for Terminal Inverted Repeat
families (TIR-pHMMs) to genomic sequences for annotation of MITES and complete
DNA-Transposons with variable internal sequence composition.
TIRmite is packaged with *tSplit* a tool for extraction of terminal repeats
from complete transposons.
# Table of contents
* [About TIRmite](#about-tirmite)
* [Algorithm overview](#algorithm-overview)
* [Options and usage](#options-and-usage)
* [Installing TIRmite](#installing-tirmite)
* [Example usage](#example-usage)
* [Standard options](#standard-options)
* [Custom DNA matrices](#custom-dna-matrices)
* [Additional tools](additional-tools)
* [tSplit](tsplit)
* [tSplit algorithm overview](tsplit-algorithm-overview)
* [tSplit options and usage](tsplit-options-and-usage)
* [Issues](#issues)
* [License](#license)
* [Logo](#logo)
## About TIRmite
TIRmite will use profile-HMM models of Terminal Inverted Repeats (TIRs) for
genome-wide annotation of TIR families. These can be provided by the user or
built from aligned TIRs oriented as 5' outer edge --> 3' inner edge.
Three classes of output are produced:
1. All significant TIR hit sequences written to fasta (per query HMM).
2. Candidate elements comprised of paired TIRs are written to fasta (per query HMM).
3. Genomic annotations of candidate elements and, optionally, TIR hits
(paired and unpaired) are written as a single GFF3 file.
## Algorithm overview
1. Use nhmmer genome with TIR-pHMM.
2. Import all hits below *--maxeval* threshold.
3. For each significant TIR match identify candidate partners, where:
* Is on the same sequence.
* Hit is in complementary orientation.
* Distance is <= *--maxdist*.
* Hit length is >= model length \* *--mincov*.
4. Rank candidate partners by distance downstream of positive-strand hits, and upstream of negative-strand hits.
5. Pair reciprocal top candidate hits.
6. For unpaired hits, find first unpaired candidate partner and check for reciprocity.
7. If the first unpaired candidate is non-reciprocal, check for 2nd-order reciprocity (is outbound top-candidate of current candidate reciprocal.)
8. Iterate steps 6-7 until all TIRs are paired OR number of iterations without new pairing exceeds *--stableReps*.
## Options and usage
### Installing TIRmite
TIRmite requires Python >= v3.8
Dependencies:
- TIR-pHMM build and search
* [HMMER3](http://hmmer.org)
- Extract terminal repeats from predicted TEs
* [pymummer](https://github.com/sanger-pathogens/pymummer) version >= 0.10.3 with wrapper for nucmer option *--diagfactor*.
* [MUMmer](https://github.com/mummer4/mummer)
* [BLAST+](ftp://ftp.ncbi.nlm.nih.gov/blast/executables/blast+/LATEST/) (Optional)
You can create a Conda environment with these dependencies using the YAML files in this repo.
```bash
conda env create -f environment.yml
conda activate tirmite
```
Note: If you are using a Mac with an ARM64 (Apple Silicon) processor, BLAST is not currently available from Bioconda for this architecture. You can instead create a virtual OSX64 env like this:
```bash
conda env create -f env_osx64.yml
conda activate tirmite-osx64
```
Installation options:
pip install the latest development version directly from this repo.
```bash
% pip install git+https://github.com/Adamtaranto/TIRmite.git
```
Install latest release from PyPi.
```bash
% pip install tirmite
```
Install from Bioconda.
```bash
% conda install -c bioconda tirmite
```
Clone from this repository and install as a local Python package.
Do this if you want to edit the code.
```bash
git clone https://github.com/Adamtaranto/TIRmite.git && cd TIRmite && pip install -e '.[dev]'
```
Test installation.
```bash
# Print version number and exit.
% tirmite --version
tirmite 1.1.6
# Get usage information
% tirmite --help
```
### Example usage
Report all hits and valid pairings of TIR_A in target.fasta (interval <= 10000, hits cover > 40% len of hmm model),
and write GFF3 annotation file.
```bash
% tirmite --genome target.fasta --hmmFile TIR_A.hmm --gffOut TIR_elements_in_Target.gff3 --maxdist 10000 --mincov 0.4
```
If you don't have a HMM of your TIR, TIRmite can create one for you using an aligned sample of your TIR with `--alnFile`.
To skip HMM search and run the pairing algorithm on a custom set of TIR hits (i.e. from blastn), you can provide hits in BED format with `--pairbed`.
TIRs should always be oriented 5\`- 3\` with the lefthand TIR.
In this example the two TIRs should be oriented to begin with "GA".
5\` **GA\>\>\>\>\>\>\>** ATGC <<<<<<>>>>>>> TACG <<<<<< 0.
(Default = 0)
Output and housekeeping:
--outdir OUTDIR All output files will be written to this directory.
--prefix PREFIX Add prefix to all TIRs and Paired elements detected in
this run. Useful when running same TIR-pHMM against
many genomes.
(Default = None)
--nopairing If set, only report TIR-pHMM hits. Do not attempt
pairing.
(Default = False)
--gffOut If set report features as prefix.gff3. File saved to
outdir.
(Default = False)
--reportTIR Options for reporting TIRs in GFF annotation file.
Choices=[None,'all','paired','unpaired']
(Default = 'all')
--padlen Extract x bases either side of TIR when writing TIRs to fasta.
(Default = None)
--keeptemp If set do not delete temp file directory.
(Default = False)
-v, --verbose Set syscall reporting to verbose.
HMMER options:
--cores Set number of cores available to hmmer software.
--maxeval Maximum e-value allowed for valid hit.
(Default = 0.001)
--maxdist Maximum distance allowed between TIR candidates to
consider valid pairing.
(Default = None)
--nobias Turn OFF bias correction of scores in nhmmer.
(Default = False)
--matrix Use custom DNA substitution matrix with nhmmer.
--mincov Minimum valid hit length as prop of model length.
(Default = 0.5)
Non-standard HMMER paths:
--hmmpress Set location of hmmpress if not in PATH.
--nhmmer Set location of nhmmer if not in PATH.
--hmmbuild Set location of hmmbuild if not in PATH.
```
### Custom DNA Matrices
nhmmer can be supplied with custom DNA score matrices for assessing hmm match scores.
Standard NCBI-BLAST matrices such as NUC.4.4 are compatible. (See: ftp://ftp.ncbi.nlm.nih.gov/blast/matrices/NUC.4.4)
## Additional tools
### tSplit
Extract Terminal Inverted Repeats (TIRs) DNA transposons.
### tSplit algorithm overview
tSplit attempts to identify terminal repeats in transposable elements by
first aligning each element to itself using nucmer, and then applying a set of
tuneable heuristics to select an alignment pair most likely to represent a TIR.
1. Exclude all diagonal/self-matches
2. If tsplit-TIR: Retain only alignment pairs on opposite strands (inverse repeats)
3. Retain pairs for which the 5' match begins within x bases of element start
and whose 3' match ends within x bases of element end
4. Exclude alignment pairs which overlap (potential SSRs)
5. If multiple candidates remain select alignment pair with largest internal segment
(i.e. closest to element ends)
### tSplit options and usage
### tSplit example usage
For each element in *dna-transposons.fasta* split into internal and external (TIR) segments.
Split segments will be written to *TIR_split_TE-splitter_output.fasta* with suffix "_I" for
internal or "_TIR" for external segments. TIRs must be at least 10bp in length and share 80%
identity and occur within 10bp of each end of the input element. Additionally, synthetic
MITEs will be constructed by concatenation of left and right TIRs, with internal segments
excised.
```bash
% tsplit-TIR -i dna-transposons.fasta -p TIR_split
```
### tSplit options
Run `tsplit-TIR --help` to view the programs' most commonly used
options:
```
Usage: tsplit-TIR [-h] -i INFILE [-p PREFIX] [-d OUTDIR]
[--splitmode {all,split,internal,external,None}]
[--makemites] [--keeptemp] [-v] [-m MAXDIST]
[--minid MINID] [--minterm MINTERM] [--minseed MINSEED]
[--diagfactor DIAGFACTOR] [--method {blastn,nucmer}]
Help:
-h, --help Show this help message and exit.
Input:
-i, --infile Multifasta containing complete elements.
(Required)
Output:
-p, --prefix All output files begin with this string. (Default:[infile basename])
-d, --outdir Write output files to this directory. (Default: cwd)
--keeptemp If set do not remove temp directory on completion.
-v, --verbose If set, report progress.
Report settings:
--splitmode Options: {all,split,internal,external,None}
all = Report input sequence as well as internal and external segments.
split = Report internal and external segments after splitting.
internal = Report only internal segments.
external = Report only terminal repeat segments.
None = Only report synthetic MITES (when --makemites is also set).
(Default: split)
--makemites Experimental function: Attempt to construct synthetic MITE sequences from TIRs by concatenating
5' and 3' TIRs. Available only in 'tsplit-TIR' mode
Alignment settings:
--method Select alignment tool. Note: blastn may perform better on very short high-identity TRs,
while nucmer is more robust to small indels.
Options: {blastn,nucmer}
(Default: nucmer)
--minid Minimum identity between terminal repeat pairs. As float.
(Default: 80.0)
--minterm Minimum length for a terminal repeat to be considered.
Equivalent to nucmer "--mincluster"
(Default: 10)
-m, --maxdist Terminal repeat candidates must be no more than this many bases from ends of an input element.
Note: Increase this value if you suspect that your element is nested within some flanking sequence.
(Default: 10)
--minseed Minimum length of a maximal exact match to be included in final match cluster.
Equivalent to nucmer "--minmatch".
(Default: 5)
--diagfactor Maximum diagonal difference factor for clustering of matches within nucmer,
i.e. diagonal difference / match separation
(default 0.20)
Note: Increase value for greater tolerance of indels between terminal repeats.
```
## Issues
Submit feedback to the [Issue Tracker](https://github.com/Adamtaranto/TIRmite/issues)
## License
Software provided under MIT license.