Trang Cao

Monash University School of Public Health and Preventive Medicine
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Articles (4)

Voxel‐based morphometry (VBM) and surface‐based morphometry (SBM) are two widely used neuroimaging techniques for investigating brain anatomy. These techniques rely on statistical inferences at individual points (voxels or vertices), clusters of points, or a priori regions‐of‐interest. They are powerful tools for describing brain anatomy, but offer little insights into the generative processes that shape a particular set of findings. Moreover, they are restricted to a single spatial resolution scale, precluding the opportunity to distinguish anatomical variations that are expressed across multiple scales. Drawing on concepts from classical physics, here we develop an approach, called mode‐based morphometry (MBM), that can describe any empirical map of anatomical variations in terms of the fundamental, resonant modes—eigenmodes—of brain anatomy, each tied to a specific spatial scale. Hence, MBM naturally yields a multiscale characterization of the empirical map, affording new opportunities for investigating the spatial frequency content of neuroanatomical variability. Using simulated and empirical data, we show that the validity and reliability of MBM are either comparable or superior to classical vertex‐based SBM for capturing differences in cortical thickness maps between two experimental groups. Our approach thus offers a robust, accurate, and informative method for characterizing empirical maps of neuroanatomical variability that can be directly linked to a generative physical process.

Year:

2024

Year:

2023

Year:

2021

Year:

2020

Collaborators (6)

Robert Schober

Professor

Friedrich-Alexander Universität Erlangen-Nürnberg

GERMANY
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Alex Fornito

-

AUSTRALIA
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Jamie Evans

Professor and Deputy Dean (Academic)

University of Melbourne

AUSTRALIA
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Phee Lep Yeoh

University of the Sunshine Coast

AUSTRALIA
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Nikola Zlatanov

MONASH UNIVERSITY

AUSTRALIA
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Vahid Jamali

W2 Assistant Professor

TU Darmstadt

GERMANY
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