Automated T1w/T2w Processing for Reliable and Efficient Myelination Assessment in Pediatric MRI

Motivation: Effective myelination assessment is crucial for pediatric brain development but is limited by time-consuming manual processes. Goal(s): Automate T1w/T2w processing to enhance clinical feasibility and reliability. Approach: Developed an automated T1w/T2w workflow for external calibration and myelination analysis. Results: The automated method achieved high consistency with manual results and showed stronger age correlation, significantly reducing processing time. Impact: The automated T1w/T2w processing method enhances the accuracy, speed, and clinical applicability of myelination assessment in pediatric MRI, supporting broader and more reliable clinical use.

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/10.58530/2025/3202
Primary Topic
Non-Destructive Testing Techniques
Type
article
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article

Automated T1w/T2w Processing for Reliable and Efficient Myelination Assessment in Pediatric MRI

T. Y. Chen, Feng Shi, Shuai Wang, X. P. Li 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
Non-Destructive Testing Techniques
article

Automated T1w/T2w Processing for Reliable and Efficient Myelination Assessment in Pediatric MRI

T. Y. Chen, Feng Shi, Shuai Wang, X. P. Li, Zhengguo Cao, Xiaoyu Wang, Jian Yang, Lei Zhu, Yitong Bian
article en

Abstract

Motivation: Effective myelination assessment is crucial for pediatric brain development but is limited by time-consuming manual processes. Goal(s): Automate T1w/T2w processing to enhance clinical feasibility and reliability. Approach: Developed an automated T1w/T2w workflow for external calibration and myelination analysis. Results: The automated method achieved high consistency with manual results and showed stronger age correlation, significantly reducing processing time. Impact: The automated T1w/T2w processing method enhances the accuracy, speed, and clinical applicability of myelination assessment in pediatric MRI, supporting broader and more reliable clinical use.

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 75%
Non-Destructive Testing Techniques
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