ADAMTS1 and infection: <i>ADAMTS1</i> showed consistent upregulation in EBOV while remaining downregulated or inactive in comparator infections.<h4>Discussion</h4>Structured cross-pathogen filtering enables identification of EBOV-specific transcriptional features beyond shared antiviral responses.