Nitrogen fertilizers used in agriculture contribute significantly to global warming. A new breeding concept, specifically for wheat, could help reduce nitrogen fertilization. This holobiont principle places the complex interactions between plants and soil microbiomes at the center of plant breeding. In combination with machine learning, this could lead to the use of new wheat varieties, as well as other crops, that are more resilient to climate change and contribute to soil health.