Towards in vivo g-ratio mapping using MRI: unifying myelin and diffusion imaging

TL;DR

This paper reviews recent advances in MRI-based in vivo g-ratio mapping, emphasizing calibration, methodological challenges, and the potential for improved understanding of neural function and disease impact.

Contribution

It unifies recent developments in MRI g-ratio mapping, highlights calibration importance, and discusses methodological pitfalls and future directions.

Findings

Calibration of MRI markers is crucial for accurate g-ratio estimation.

Simulations show the importance of estimating both slope and offset in MRI-myelin relationships.

Challenges include the need for ex vivo histology as a gold standard.

Abstract

The g-ratio, quantifying the comparative thickness of the myelin sheath encasing an axon, is a geometrical invariant that has high functional relevance because of its importance in determining neuronal conduction velocity. Advances in MRI data acquisition and signal modelling have put in vivo mapping of the g-ratio, across the entire white matter, within our reach. This capacity would greatly increase our knowledge of the nervous system: how it functions, and how it is impacted by disease. This is the second review on the topic of g-ratio mapping using MRI. As such, it summarizes the most recent developments in the field, while also providing methodological background pertinent to aggregate g-ratio weighted mapping, and discussing pitfalls associated with these approaches. Using simulations based on recently published data, this review demonstrates the relevance of the calibration step for three myelin-markers (macromolecular tissue volume, myelin water fraction, and bound pool fraction). It highlights the need to estimate both the slope and offset of the relationship between these MRI-based markers and the true myelin volume fraction if we are really to achieve the goal of precise, high sensitivity g-ratio mapping in vivo. Other challenges discussed in this review further evidence the need for gold standard measurements of human brain tissue from ex vivo histology. We conclude that the quest to find the most appropriate MRI biomarkers to enable in vivo g-ratio mapping is ongoing, with the potential of many novel techniques yet to be investigated.