Notably, we observed an overall higher association of protein coding transcripts, especially NAV3 and SRRM4, with the metabolic process and cytoskeleton organization associated pathways, suggesting a significant role of protein coding transcript isoforms in the COVID-19 pathogenesis (Fig. 3C). This evidence concerns the gene SRRM4 and COVID-19.