Deep learning-based generation of DSC MRI parameter maps using DCE MRI data

Haoyang Pei; Yixuan Lyu; Sebastian Lambrecht; Doris Lin; Li Feng; Fang Liu; Paul Nyquist; Peter van Zijl; Linda Knutsson; Xiang Xu

doi:10.3174/ajnr.A8768

Research ArticleORIGINAL RESEARCH

Deep learning-based generation of DSC MRI parameter maps using DCE MRI data

Haoyang Pei, Yixuan Lyu, Sebastian Lambrecht, Doris Lin, Li Feng, Fang Liu, Paul Nyquist, Peter van Zijl, Linda Knutsson and Xiang Xu

American Journal of Neuroradiology April 2025, ajnr.A8768; DOI: https://doi.org/10.3174/ajnr.A8768

Haoyang Pei

From 1. BioMedical Engineering and Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, NY, United States.

2. Center for Advanced Imaging Innovation and Research (CAI2R), New York University Grossman School of Medicine, New York, NY, United States.

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Yixuan Lyu

2. Center for Advanced Imaging Innovation and Research (CAI2R), New York University Grossman School of Medicine, New York, NY, United States.

3. Tandon School of Engineering, New York University, New York, NY, United States.

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Sebastian Lambrecht

5. Department of Neurology, Technical University of Munich, Munich, Germany.

6. Department of Radiology, Johns Hopkins University, Baltimore, MD, United States.

7. Institute of Neuroradiology, Ludwig-Maximilians-Universität, Munich, Germany.

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Doris Lin

6. Department of Radiology, Johns Hopkins University, Baltimore, MD, United States.

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Li Feng

From 1. BioMedical Engineering and Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, NY, United States.

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Fang Liu

8. Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital and Harvard Medical School, Boston, MA, United States.

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Paul Nyquist

9. Department of Neurology, Johns Hopkins University, Baltimore, MD, United States.

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Peter van Zijl

6. Department of Radiology, Johns Hopkins University, Baltimore, MD, United States.

10. F.M Kirby Research Center for Functional Brain Imaging, Kennedy Krieger Institute, Baltimore, MD, United States.

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Linda Knutsson

6. Department of Radiology, Johns Hopkins University, Baltimore, MD, United States.

10. F.M Kirby Research Center for Functional Brain Imaging, Kennedy Krieger Institute, Baltimore, MD, United States.

11. Department of Medical Radiation Physics, Lund University, Lund, Sweden

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Xiang Xu

From 1. BioMedical Engineering and Imaging Institute, Icahn School of Medicine at Mount Sinai, New York, NY, United States.

6. Department of Radiology, Johns Hopkins University, Baltimore, MD, United States.

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Haoyang Pei, Yixuan Lyu, Sebastian Lambrecht, Doris Lin, Li Feng, Fang Liu, Paul Nyquist, Peter van Zijl, Linda Knutsson, Xiang Xu

Deep learning-based generation of DSC MRI parameter maps using DCE MRI data

American Journal of Neuroradiology Apr 2025, ajnr.A8768; DOI: 10.3174/ajnr.A8768

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Accepted Manuscript

Deep learning-based generation of DSC MRI parameter maps using DCE MRI data

Haoyang Pei, Yixuan Lyu, Sebastian Lambrecht, Doris Lin, Li Feng, Fang Liu, Paul Nyquist, Peter van Zijl, Linda Knutsson, Xiang Xu

American Journal of Neuroradiology Apr 2025, ajnr.A8768; DOI: 10.3174/ajnr.A8768

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