Examining reliability of swallowing activation with Partial Least Squares and SimulScan

Motivation: SimulScan enables the joint imaging of dynamic swallowing along with the central control from functional MRI. Partial Least Squares (PLS) analysis applied to SimulScan data extracts latent variables that describe fundamental swallowing brain activation. Goal(s): We evaluate the reliability of PLS analysis applied to SimulScan data to identify correlated regions of brain activity and dynamic swallowing motions. Approach: We use our memory-efficient implementation of PLS to extract latent variable masks from dynamic and functional imaging of swallowing tasks in a repeated scan. Results: The PLS method extracts dynamic and functional imaging latent variable masks that reliably capture fundamental swallowing function. Impact: Partial least squares analysis of SimulScan data can reliably identify latent variables that capture the fundamental brain function of swallowing. This approach will enable the in-depth study of the healthy and disordered swallowing mechanism in age and disease.

Authors

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
2025-09-16
DOI
https://doi.org/10.58530/2025/1589
Primary Topic
Dysphagia Assessment and Management
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Examining reliability of swallowing activation with Partial Least Squares and SimulScan

Bradley P. Sutton, Georgia A. Malandraki, Ching-Hsuan Peng, Zhongming Liu et al.
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
Dysphagia Assessment and Management
article

Examining reliability of swallowing activation with Partial Least Squares and SimulScan

Bradley P. Sutton, Georgia A. Malandraki, Ching-Hsuan Peng, Zhongming Liu, Anthony Bosshardt
article en

Abstract

Motivation: SimulScan enables the joint imaging of dynamic swallowing along with the central control from functional MRI. Partial Least Squares (PLS) analysis applied to SimulScan data extracts latent variables that describe fundamental swallowing brain activation. Goal(s): We evaluate the reliability of PLS analysis applied to SimulScan data to identify correlated regions of brain activity and dynamic swallowing motions. Approach: We use our memory-efficient implementation of PLS to extract latent variable masks from dynamic and functional imaging of swallowing tasks in a repeated scan. Results: The PLS method extracts dynamic and functional imaging latent variable masks that reliably capture fundamental swallowing function. Impact: Partial least squares analysis of SimulScan data can reliably identify latent variables that capture the fundamental brain function of swallowing. This approach will enable the in-depth study of the healthy and disordered swallowing mechanism in age and disease.

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
Openalex Percentile: Top 67%
Dysphagia Assessment and Management
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.