Circulating biomarkers and their implications in COVID-19 pathogenesis Aruzhan Berikkyzy, Ayauly Duisenbek, Beibarys Mukhitdin, Balgyn Amanbay and Marzhan Kulbayeva BIO Web Conf., 100 (2024) 01008 Published online: 08 April 2024 DOI: 10.1051/bioconf/202410001008