Research ArticleORIGINAL RESEARCH
Deep learning-based algorithm for automatic quantification of nigrosome-1 and Parkinsonism classification using susceptibility map-weighted MRI
Pae Sun Suh, Hwan Heo, Chong Hyun Suh, Myeong Oh Lee, Soohwa Song, Dong Hoon Shin, Sung Yang Jo, Sun Ju Chung, Hwon Heo, Woo Hyun Shim, Ho Sung Kim, Sang Joon Kim and Eung Yeop Kim
American Journal of Neuroradiology November 2024, ajnr.A8585; DOI: https://doi.org/10.3174/ajnr.A8585
Pae Sun Suh
Department of Radiology and Research Institute of Radiology (P.S.S., C.H.S., H.H., W.H.S., H.S.K., S.J.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology and Research Institute of Radiological Science and Center for Clinical Imaging Data Science(P.S.S.), Yonsei University College of Medicine, Seoul, South Korea; Heuron Co.Ltd. (H.H., M.O.L., S.H.S., D.H.S.) Seoul, Republic of Korea; Department of Neurology (S.J.C., S.Y.J.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology (E.Y.K), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
Hwan Heo
Department of Radiology and Research Institute of Radiology (P.S.S., C.H.S., H.H., W.H.S., H.S.K., S.J.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology and Research Institute of Radiological Science and Center for Clinical Imaging Data Science(P.S.S.), Yonsei University College of Medicine, Seoul, South Korea; Heuron Co.Ltd. (H.H., M.O.L., S.H.S., D.H.S.) Seoul, Republic of Korea; Department of Neurology (S.J.C., S.Y.J.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology (E.Y.K), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
Chong Hyun Suh
Department of Radiology and Research Institute of Radiology (P.S.S., C.H.S., H.H., W.H.S., H.S.K., S.J.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology and Research Institute of Radiological Science and Center for Clinical Imaging Data Science(P.S.S.), Yonsei University College of Medicine, Seoul, South Korea; Heuron Co.Ltd. (H.H., M.O.L., S.H.S., D.H.S.) Seoul, Republic of Korea; Department of Neurology (S.J.C., S.Y.J.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology (E.Y.K), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
Myeong Oh Lee
Department of Radiology and Research Institute of Radiology (P.S.S., C.H.S., H.H., W.H.S., H.S.K., S.J.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology and Research Institute of Radiological Science and Center for Clinical Imaging Data Science(P.S.S.), Yonsei University College of Medicine, Seoul, South Korea; Heuron Co.Ltd. (H.H., M.O.L., S.H.S., D.H.S.) Seoul, Republic of Korea; Department of Neurology (S.J.C., S.Y.J.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology (E.Y.K), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
Soohwa Song
Department of Radiology and Research Institute of Radiology (P.S.S., C.H.S., H.H., W.H.S., H.S.K., S.J.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology and Research Institute of Radiological Science and Center for Clinical Imaging Data Science(P.S.S.), Yonsei University College of Medicine, Seoul, South Korea; Heuron Co.Ltd. (H.H., M.O.L., S.H.S., D.H.S.) Seoul, Republic of Korea; Department of Neurology (S.J.C., S.Y.J.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology (E.Y.K), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
Dong Hoon Shin
Department of Radiology and Research Institute of Radiology (P.S.S., C.H.S., H.H., W.H.S., H.S.K., S.J.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology and Research Institute of Radiological Science and Center for Clinical Imaging Data Science(P.S.S.), Yonsei University College of Medicine, Seoul, South Korea; Heuron Co.Ltd. (H.H., M.O.L., S.H.S., D.H.S.) Seoul, Republic of Korea; Department of Neurology (S.J.C., S.Y.J.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology (E.Y.K), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
Sung Yang Jo
Department of Radiology and Research Institute of Radiology (P.S.S., C.H.S., H.H., W.H.S., H.S.K., S.J.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology and Research Institute of Radiological Science and Center for Clinical Imaging Data Science(P.S.S.), Yonsei University College of Medicine, Seoul, South Korea; Heuron Co.Ltd. (H.H., M.O.L., S.H.S., D.H.S.) Seoul, Republic of Korea; Department of Neurology (S.J.C., S.Y.J.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology (E.Y.K), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
Sun Ju Chung
Department of Radiology and Research Institute of Radiology (P.S.S., C.H.S., H.H., W.H.S., H.S.K., S.J.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology and Research Institute of Radiological Science and Center for Clinical Imaging Data Science(P.S.S.), Yonsei University College of Medicine, Seoul, South Korea; Heuron Co.Ltd. (H.H., M.O.L., S.H.S., D.H.S.) Seoul, Republic of Korea; Department of Neurology (S.J.C., S.Y.J.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology (E.Y.K), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
Hwon Heo
Department of Radiology and Research Institute of Radiology (P.S.S., C.H.S., H.H., W.H.S., H.S.K., S.J.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology and Research Institute of Radiological Science and Center for Clinical Imaging Data Science(P.S.S.), Yonsei University College of Medicine, Seoul, South Korea; Heuron Co.Ltd. (H.H., M.O.L., S.H.S., D.H.S.) Seoul, Republic of Korea; Department of Neurology (S.J.C., S.Y.J.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology (E.Y.K), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
Woo Hyun Shim
Department of Radiology and Research Institute of Radiology (P.S.S., C.H.S., H.H., W.H.S., H.S.K., S.J.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology and Research Institute of Radiological Science and Center for Clinical Imaging Data Science(P.S.S.), Yonsei University College of Medicine, Seoul, South Korea; Heuron Co.Ltd. (H.H., M.O.L., S.H.S., D.H.S.) Seoul, Republic of Korea; Department of Neurology (S.J.C., S.Y.J.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology (E.Y.K), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
Ho Sung Kim
Department of Radiology and Research Institute of Radiology (P.S.S., C.H.S., H.H., W.H.S., H.S.K., S.J.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology and Research Institute of Radiological Science and Center for Clinical Imaging Data Science(P.S.S.), Yonsei University College of Medicine, Seoul, South Korea; Heuron Co.Ltd. (H.H., M.O.L., S.H.S., D.H.S.) Seoul, Republic of Korea; Department of Neurology (S.J.C., S.Y.J.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology (E.Y.K), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
Sang Joon Kim
Department of Radiology and Research Institute of Radiology (P.S.S., C.H.S., H.H., W.H.S., H.S.K., S.J.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology and Research Institute of Radiological Science and Center for Clinical Imaging Data Science(P.S.S.), Yonsei University College of Medicine, Seoul, South Korea; Heuron Co.Ltd. (H.H., M.O.L., S.H.S., D.H.S.) Seoul, Republic of Korea; Department of Neurology (S.J.C., S.Y.J.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology (E.Y.K), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
Eung Yeop Kim
Department of Radiology and Research Institute of Radiology (P.S.S., C.H.S., H.H., W.H.S., H.S.K., S.J.K.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology and Research Institute of Radiological Science and Center for Clinical Imaging Data Science(P.S.S.), Yonsei University College of Medicine, Seoul, South Korea; Heuron Co.Ltd. (H.H., M.O.L., S.H.S., D.H.S.) Seoul, Republic of Korea; Department of Neurology (S.J.C., S.Y.J.), Asan Medical Center, University of Ulsan College of Medicine, Seoul, Republic of Korea; Department of Radiology (E.Y.K), Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
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Accepted Manuscript
Pae Sun Suh, Hwan Heo, Chong Hyun Suh, Myeong Oh Lee, Soohwa Song, Dong Hoon Shin, Sung Yang Jo, Sun Ju Chung, Hwon Heo, Woo Hyun Shim, Ho Sung Kim, Sang Joon Kim, Eung Yeop Kim
Deep learning-based algorithm for automatic quantification of nigrosome-1 and Parkinsonism classification using susceptibility map-weighted MRI
American Journal of Neuroradiology Nov 2024, ajnr.A8585; DOI: 10.3174/ajnr.A8585
Accepted Manuscript
Deep learning-based algorithm for automatic quantification of nigrosome-1 and Parkinsonism classification using susceptibility map-weighted MRI
Pae Sun Suh, Hwan Heo, Chong Hyun Suh, Myeong Oh Lee, Soohwa Song, Dong Hoon Shin, Sung Yang Jo, Sun Ju Chung, Hwon Heo, Woo Hyun Shim, Ho Sung Kim, Sang Joon Kim, Eung Yeop Kim
American Journal of Neuroradiology Nov 2024, ajnr.A8585; DOI: 10.3174/ajnr.A8585
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