Axon morphology is modulated by the local environment and impacts the noninvasive investigation of its structure–function relationship

-ratio. Furthermore, we find that these morphologies bias the estimates of axon diameter with diffusion magnetic resonance imaging and, ultimately, impact the investigation and formulation of the axon structure-function relationship.