Explainable AI offers a promising solution for finding links between diseases and certain species of gut bacteria, finds a research team at Tokyo Tech. Using a concept borrowed from game theory, the researchers developed a framework that reveals which bacterial species are closely associated with colorectal cancer in individual subjects, providing a more reliable way to find and characterize disease subgroups and identify biomarkers in the gut microbiome.
The gut microbiome comprises a complex population of different bacterial species that are essential to human health. In recent years, scientists across several fields have found that changes in the gut microbiome can be linked to a wide variety of diseases, notably colorectal cancer (CRC). Multiple studies have revealed that a higher abundance of certain bacteria, such as Fusobacterium nucleatum and Parvimonas micra, is typically associated with CRC progression.


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