Even closely related bacterial genomes can differ in the presence of hundreds of genes and individual genes can be horizontally acquired from distant strains and species. This mix of inheritance patterns complicates phylogenetic analysis of bacteria.
Although several software are available for pan-genome analysis, yet visualization, interpretation and exploration of pan-genomes remains challenging. panX (Pan-genome Analysis and Exploration) aims at facilitating pan-genome research with an easy-to-use and interactive platform for analyzing and exploring pan-genomic data.
panX displays the pan-genome using interconnected visual components including gene cluster table, multiple alignment, comparative phylogenetic tree viewers and strain metadata table. The pan-genome data structures are prepared by our pan-genome-analysis analysis pipeline, which efficiently identifies orthologous clusters from large sets of genome sequences and pre-computes alignments, trees, and plenty of informative statistics. panX is available at pangenome.de
git clone https://github.com/neherlab/pan-genome-visualization
git submodule update --init
npm install
npm start
check http://localhost:8000/ in browser (One might need to upgrade the outdated browser.)
If npm can not start, please make sure that nodejs is updated.
The example page shows the beauty and power of the panX visualization and exploration, even though only a few species and some of their gene clusters are showcased in the repository. Complete pan-genomes are exhibited at pangenome.de.
based on post-vaccine epidemiology of 616 S. pneumoniae strains (Croucher et al. 2015)
Moreover, for your own pan-genome:
Add your own page in the local server (add-new-pages-repo.sh)\
Using standard layout (gene cluster table and alignment on the same row):
bash add-new-pages-repo.sh your_species
Using wide layout (gene cluster table for one row and alignment at the bottom):
bash add-new-pages-repo.sh your_species wide
After finishing the pan-genome-analysis pipeline, please use the script link-to-server.py to transfer your data to the local server.
./link-to-server.py -s E_coli -v /usr/pan-genome-visualization
Restart your server and enjoy your own interactive pan-genome dashboard!
Once BA and PA with metadata (e.g. drug concentration) are calculated in panX analysis pipeline, users can create their custom pages to flexibly visualize branch associations.
Example on how the page should be customized for BA and PA association:
add this line and corresponding file (modify "yourSpecies")
script(src='dataset/yourSpecies/newColumnConfig.js')
Example for newColumnConfig.js
panX analysis pipeline is based on DIAMOND (Buchfink et al. 2015 Nature Methods), MCL and post- processing to determine clusters of orthologous genes from a collection of annotated genomes. panX generates a strain/species tree based on core genome SNPs and a gene tree for each gene cluster.
panX interactive visualization: (1) The dynamic pan-genome statistical charts allow rapid filtering and selection of gene subsets in cluster table;
clicking a gene cluster in cluster table loads (2) related alignment, (3) individual gene tree and (4) gene presence/absence and gain/loss pattern on strain/species tree;
(5) Selecting sequences in alignment highlights associated strains on strain/species tree;
(6) (7) Strain/species tree interacts with gene tree in various ways;
(8) Zooming into a clade on strain/species tree screens strains in metadata table;
(9) Searching in metadata table display strains pertinent to specific meta-information.