What type of study is this?

This is a Quantitative Study study.

September 17, 2025Proceedings 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

Assessment of Deep Learning-Accelerated Hepatic Proton Density Fat Fraction: Linearity and Bias Analysis Against Standard acquisition

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Authors

BKBohyun KimMayo Clinic in Florida HLHyunsoo LeeSeoul National University JCJa-Yoon Choi

Discussion

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Implication

Analysis of DL-accelerated proton density fat fraction shows linearity and reduced scan time, suggesting efficiency for patients with limited breath-hold capacity.

Key Points

DL-accelerated PDFF demonstrated high linearity with standard PDFF and MR spectroscopy-derived measurements.
Compared to standard proton density fat fraction, DL-PDFF achieved low bias while shortening scan time to just 10 seconds.
Linear regression analysis and Bland-Altman plots were utilized for measurements from multiple liver segments.
These findings highlight the potential of DL-PDFF in enhancing efficiency in imaging settings with time constraints.

Cite This Study

Kim et al. (2025) studied this question.

synapsesocial.com/papers/68d45b0b31b076d99fa5d2be https://doi.org/10.58530/2025/2843

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Implication

Analysis of DL-accelerated proton density fat fraction shows linearity and reduced scan time, suggesting efficiency for patients with limited breath-hold capacity.

Assessment of Deep Learning-Accelerated Hepatic Proton Density Fat Fraction: Linearity and Bias Analysis Against Standard acquisition

Discussion

Member takes

Implication

Key Points

Cite This Study

Assessment of Deep Learning-Accelerated Hepatic Proton Density Fat Fraction: Linearity and Bias Analysis Against Standard acquisition

Discussion

Member takes

Implication

Key Points

Cite This Study

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