Journal
PATHOGENS
Volume 11, Issue 7, Pages -Publisher
MDPI
DOI: 10.3390/pathogens11070743
Keywords
COVID-19; mRNA vaccine; informatics workflow; SARS-CoV-2; systems biology; vaccine adverse events; VAERS
Categories
Funding
- Deanship of Scientific Research at Al-Zaytoonah University of Jordan [2020-2019/17/03]
- NIH [OT2TR003441]
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COVID-19 vaccines have played a crucial role in reducing infections and deaths, but large-scale vaccination can lead to heterogeneity in immune responses and adverse reactions. This study used a systems biology approach to investigate the pharmacological effects of mRNA vaccines, finding that they affect immune response pathways and calcium homeostasis, potentially leading to adverse events.
COVID-19 vaccines have been instrumental tools in reducing the impact of SARS-CoV-2 infections around the world by preventing 80% to 90% of hospitalizations and deaths from reinfection, in addition to preventing 40% to 65% of symptomatic illnesses. However, the simultaneous large-scale vaccination of the global population will indubitably unveil heterogeneity in immune responses as well as in the propensity to developing post-vaccine adverse events, especially in vulnerable individuals. Herein, we applied a systems biology workflow, integrating vaccine transcriptional signatures with chemogenomics, to study the pharmacological effects of mRNA vaccines. First, we derived transcriptional signatures and predicted their biological effects using pathway enrichment and network approaches. Second, we queried the Connectivity Map (CMap) to prioritize adverse events hypotheses. Finally, we accepted higher-confidence hypotheses that have been predicted by independent approaches. Our results reveal that the mRNA-based BNT162b2 vaccine affects immune response pathways related to interferon and cytokine signaling, which should lead to vaccine success, but may also result in some adverse events. Our results emphasize the effects of BNT162b2 on calcium homeostasis, which could be contributing to some frequently encountered adverse events related to mRNA vaccines. Notably, cardiac side effects were signaled in the CMap query results. In summary, our approach has identified mechanisms underlying both the expected protective effects of vaccination as well as possible post-vaccine adverse effects. Our study illustrates the power of systems biology approaches in improving our understanding of the comprehensive biological response to vaccination against COVID-19.
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