Kindly if you find this repo useful for your work, cite & star this repo
What is this script?
Cblaster is a great tool for finding co-located homologous sequences using BLAST. Sometimes in the remote mode, you can get the binary (~presnese absence matrix) file with thousands of hits (per isolate) depending on what you are working with. Here, you can break this file into a simple file per species, which will count the number of hits per species. Then, it will efetch the number of the assembled genomes per species (via Biopython Enterez based on the NCBI assembly database). Dividing both numbers will hint at the spread of your cluster among different species. Finally, this script will draw a tree based on the pre-defined NCBI taxonomy among your species using ete3 toolkit Finally, merging the results of the database as a pie chart with the tree will give you a nice visualization.
What do you need?
You shall have the binary file as easy as I get it like this.
cblaster search --query_file CP018841.1.faa --binary example_binary.csv -bde "," -bhh -bdc 6 -mi 50 -mc 50 -hs 3000
PS: hs
is very useful if you have a lot of results due to low coverage mc
, low identity search mi
. suggested by the last author in this issue.
So, type this command effortlessly.
python cblaster_stats.py -i example_binary.csv -og deinococcus_radiodurans
"-i /--input_dir" is your path to the directory for your binary file
"-og /--outgroup" <optional> is an outlier species that I know that it is NOT in my results and phylogenetically far from my results. PS: do not forget to use underscore _ in the name of this species.
What about dependencies?
Pandas, Biopython, ete3, argparse
Well, for ete3, I recommend installing it via conda env (even if it takes a lot of time), if the pip does not work properly.
What do you get?
Currently, there are three files.
- database_percentage_your_file.csv (The main output where you can find for each species the count of this species in the binary file, the number of assembled genomes per NCBI assembly database, and the percentage of (count/assembly)*100.
- your_file_tree.nwk. If you would like to take this tree to a visulization tool (iTOL,FigTree,..)
- your_file_tree.pdf. This is just a basic tree that links your isolates together but with a pie chart that shows the results of file number 1.
I hope this helps.
Thanks