Artificial intelligence may reveal how microbiome affects vaccine response
Researchers have been using artificial intelligence to study how the microbiome interacts with the human system to improve vaccine response.
A team of researchers at Iowa State University, US, are employing innovative artificial intelligence (AI) to investigate how the microbiome interacts with the immune system. The team, led by Dr Gregory Phillips, said that they are focusing on gut bacteria that have adapted to live in the human digestive system to improve vaccine response.
We want to go beyond associations to get causes, something in the microbiota that influences the host whereby vaccines can be improved”
The team are leading trials in mice monitoring changes in microbiota spurred by vaccine delivery and immune response. As the interactions they will be observing are so complex, the team have collaborated with Indiana University, US, to apply machine learning to find patterns in vast amounts of data. The aim is to find definitive relationships between the microbiome and immune response by the end of the study. “As scientists, we want to find cause and effect,” said Phillips. “We want to go beyond associations to get causes, something in the microbiota that influences the host whereby vaccines can be improved.”
The researchers have also teamed with the ISU Navovaccine Institute, a consortium of 75 researchers at 23 institutions, that fosters partnerships among researchers from different disciplines. In this study, they hope to bridge the gap between biology and AI.
The US Department of Defensive is funding the research as it is hoped that improved vaccine response will help military personnel stay healthy during their missions, through which they may encounter a wide range of viruses and pathogens. However, Phillips highlighted that the research has implications beyond military applications. According to the team, the next step is to test vaccines that target the Spike protein (S) of the SARS-CoV-2 virus to gauge whether changes in the microbiome can improve responses to COVID-19.
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