Optimizing QSM-T1w Neuroimaging Templates: Exploring the Impact of the Number of Subjects on Template Quality
Motivation: Previously, automated delineation of deep gray matter (DGM) regions predominantly relied on T1-weighted (T1w) brain images with limited iron-rich DGM contrast. Multi-contrast atlases incorporating quantitative susceptibility mapping (QSM) have been introduced to overcome this issue and are increasingly being used in multi-atlas segmentation methods. Goal(s): To determine a generalizable minimum number of subjects to be used for generating high quality QSM-T1w templates. Approach: We quantitatively investigated the effect of increasing (factor=2) the number of subjects (N=10-160) used for template construction on resulting template quality. Results: In highly heterogeneous cohorts, more than 40 subjects result in a diminishing return for QSM-T1w template generation. Impact: Using a small number of subjects for template generation ensures economic use of resources and facilitates the creation of more sub-group templates from the same cohort, to be used in advanced multi-atlas techniques.
Authors
- Ferdinand Schweser (ORCID: https://orcid.org/0000-0003-0399-9211)
- Michael G. Dwyer (ORCID: https://orcid.org/0000-0003-4684-4658)
- Niels Bergsland (ORCID: https://orcid.org/0000-0002-7792-0433)
- Bianca Weinstock‐Guttman (ORCID: https://orcid.org/0000-0001-6732-151X)
- Fahad Salman (ORCID: https://orcid.org/0009-0000-3873-2301)
- Robert Zivadinov (ORCID: https://orcid.org/0000-0002-7799-1485)
Publication Details
- Journal
- Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
- Published
- 2024-11-26
- DOI
- https://doi.org/10.58530/2024/3015
- Primary Topic
- Manufacturing Process and Optimization
- Type
- article
- Field-Weighted Citation Impact
- 0.00