This study introduces a novel application of Graph Neural Networks (GNN) to unravel the complexities of the gut-brain axis, particularly focusing on the modulatory role of nutrition. Recognizing the intricate network that connects dietary components, gut microbiota, and neurological health, our research leverages GNNs to model these interactions comprehensively.