Genes that had higher upregulation in the single-virus infections were predominantly increased late (days 4 and/or 6) and included genes associated with inflammation (Angptl4) or pulmonary fibrosis (Fosl2, Pappa, and Sphk1). This evidence concerns the gene PAPPA and viral infectious disease.