A parallel reply is that the field of “omics” (genomics, proteomics, interactomics…) has long embraced graphs as their primary mathematical tool.
You can see the impact e.g. in the R ecosystem where a good chunk of packages is bio related or the fact that the only user-friendly ontology tool (protege) and the main example of good use of related graph concepts is from bioinformatics