Evaluation of diffusion MRI-based cytometry imagine based on Spearman's correlation analysis

Motivation: DMRI-based cytometry methods have emerged for in-vivo microstructural imaging, however, it is difficult to evaluate accuracy of fitted results in clinic due to lack of ground-truth. Goal(s): To quantitative evaluate accuracy of results through correlation analysis. Approach: IMPULSED fitting and Spearman's correlation analysis on dMRI data from 90 patients with malignant breast cancer. numerical simulations Results: Strong correlation metrics between IMPULSED-derived microstructural parameters and measured ADC values can be used to evaluate the accuracy of model fitting, such as the metric of νin vs. ADCPGSE , which is higher to indicate lower fitted errors. Impact: Evaluation for accuracy of emerging dMRI-based cytometry methods is limited by the lack of ground-truth, such as pathologic staining results. This prospective study demonstrated clinical potential of evaluating accuracy of imaging results through correlation analysis in the absence of ground-truth.

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/10.58530/2025/3917
Primary Topic
Advanced Neuroimaging Techniques and Applications
Type
article
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0.00
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article

Evaluation of diffusion MRI-based cytometry imagine based on Spearman's correlation analysis

Hua Guo, Diwei Shi, Junzhong Xu, Zinan Wang 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
Advanced Neuroimaging Techniques and Applications
article

Evaluation of diffusion MRI-based cytometry imagine based on Spearman's correlation analysis

Hua Guo, Diwei Shi, Junzhong Xu, Zinan Wang, Sisi Li, Fan Liu, Chen Li, Lei Wu, Haihua Bao
article en

Abstract

Motivation: DMRI-based cytometry methods have emerged for in-vivo microstructural imaging, however, it is difficult to evaluate accuracy of fitted results in clinic due to lack of ground-truth. Goal(s): To quantitative evaluate accuracy of results through correlation analysis. Approach: IMPULSED fitting and Spearman's correlation analysis on dMRI data from 90 patients with malignant breast cancer. numerical simulations Results: Strong correlation metrics between IMPULSED-derived microstructural parameters and measured ADC values can be used to evaluate the accuracy of model fitting, such as the metric of νin vs. ADCPGSE , which is higher to indicate lower fitted errors. Impact: Evaluation for accuracy of emerging dMRI-based cytometry methods is limited by the lack of ground-truth, such as pathologic staining results. This prospective study demonstrated clinical potential of evaluating accuracy of imaging results through correlation analysis in the absence of ground-truth.

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 63%
Advanced Neuroimaging Techniques and Applications
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Evaluation of diffusion MRI-based cytometry imagine based on Spearman's correlation analysis — Hua Guo, Diwei Shi, 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 (2025) | TGRS Research Map | TGRS