hdWGCNA
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Question about exporting the networks to Metascape
Hi Sam, I wonder if there is a way to export the networks to Metascape so I can annotate the network with other information like protein-protein interaction or gene ontology association. Thank you!
Hi,
I do not have a way to export to Metascape built in to hdWGCNA. I am not very familiar with Metascape but I will look into it and get back to you soon. I agree it would be interesting to have an export to Metascape option for hdWGCNA!
Hi Sam,
I just realized that I didn't mean Metascape but Cytoscape!
I found this tutorial here which uses functions from WGCNA that I'll try to implement. https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10500560/
As for Metascape it accepts gene list(s) as input and I think it's best to use their webserver / installed version instead of trying to interact it through R.
I don't know if I should change my original title / content - I'll leave it for you to decide.
Best, Delong
Hi,
I am unfortunately not familiar with Cytoscape (or Metascape). I found this function include in the WGCNA package, maybe you could make use of it.
https://rdrr.io/cran/WGCNA/man/exportNetworkToCytoscape.html
Hi Sam, That's exactly the function used in the tuto that I cited earlier. I managed to adapt the process to hdWGCNA with the code below.
# Load data
seurat_obj<-readRDS('')
TOM <- GetTOM(seurat_obj)
# Print out the module names
modules <- GetModules(seurat_obj)
print(levels(modules$module))
# Select module to export
module_to_extract <- ''
# Get hubgenes
genes_df <- GetHubGenes(seurat_obj, n_hubs = 30)
modGenes <- genes_df[genes_df$module==module_to_extract,]$gene_name
# Select the corresponding Topological Overlap
modTOM <- TOM[modGenes, modGenes]
# Export
cyt <- exportNetworkToCytoscape(modTOM,
edgeFile = paste0('hdWGCNA_to_Cyto.',module_to_extract,'.hub=30.edge.txt'),
nodeFile = paste0('hdWGCNA_to_Cyto.',module_to_extract,'.hub=30.node.txt'),
threshold = 0
)
I consider my issue solved. I'll leave it to you to decide whether to close the ticket.
Best, Delong