MRI-scale histology validates spatial sensitivity of in-vivo MRI-based axon radius estimation

  • Laurin Mordhorst*
  • , Luke J. Edwards
  • , Maria Morozova
  • , Mohammad Ashtarayeh
  • , Tobias Streubel
  • , Bjorn Fricke
  • , Francisco J. Fritz
  • , Henriette Rusch
  • , Carsten Jager
  • , Ludger Starke
  • , Thomas Gladytz
  • , Ehsan Tasbihi
  • , Joao S. Periquito
  • , Andreas Pohlmann
  • , Herbert Mushumba
  • , Klaus Puschel
  • , Thoralf Niendorf
  • , Nikolaus Weiskopf
  • , Markus Morawski
  • , Siawoosh Mohammadi*
  • *Corresponding author for this work

Research output: Contribution to journalArticleAcademicpeer-review

Abstract

The axon radius holds promise as a clinical MRI biomarker for neurological disorders. However, in-vivo MRI estimation appears infeasible on clinical scanners and lacks experimental validation. Crucially, existing histology is only sparsely sampled, enabling primarily qualitative assessment. Here, we use large-scale human brain histology, sampling 46 million axons across 35 corpus callosum regions with MRI-like sizes. By demonstrating a significant spatial correlation with histology on an advanced research scanner, we provide quantitative proof that MRI radius estimates reflect underlying microstructure-a critical milestone. The next milestone-translation to clinical scanners-appears feasible with now-available high-gradient systems according to simulations, but would require substantial SNR gains. Yet, we also identify a sensitivity bottleneck in current modeling that may offer a complementary path to improved sensitivity through future modeling advances. Overall, we provide promising evidence for the validity of MRI-based axon radius estimation and identify challenges that must be solved for clinical adoption.
Original languageEnglish
Article numberIMAGa1030
Number of pages27
JournalImaging Neuroscience
Volume3
DOIs
Publication statusPublished - 5 Dec 2025

Keywords

  • axon radius
  • microstructure
  • diffusion-weighted MRI
  • light microscopy
  • histology
  • validation
  • RESTRICTED DIFFUSION
  • WHITE-MATTER
  • ORIENTATION DISPERSION
  • DIAMETER DISTRIBUTION
  • CONDUCTION-VELOCITY
  • FIBER COMPOSITION
  • CORPUS-CALLOSUM
  • SELF-DIFFUSION
  • FIELD GRADIENT
  • HUMAN BRAIN

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