Research ArticleORIGINAL RESEARCH
Estimating Flow Direction of Circle of Willis Using Dynamic Arterial Spin Labeling Magnetic Resonance Angiography
Kaiyu Zhang, Halit Akcicek, Gen Shi, Gador Canton, Josh Liu, Yin Guo, Xin Wang, Li Chen, Kristi D. Pimentel, Ebru Yaman Akcicek, Xihe Tang, Yongjian Jin, Xuesong Li, Niranjan Balu, Thomas S. Hatsukami, Mahmud Mossa-Basha, Zhensen Chen and Chun Yuan
American Journal of Neuroradiology May 2024, ajnr.A8355; DOI: https://doi.org/10.3174/ajnr.A8355
Kaiyu Zhang
From the Department of Bioengineering (K.Z., J.L., Y.G., C.Y.), Department of Radiology (G.C., K.D.P., N.B., M.M., C.Y.), Department of Electrical and Computer Engineering (X.W., L.C.), and Department of Surgery (T.S.H.), University of Washington, Seattle, Washington, USA; Department of Radiology and Imaging Sciennces, University of Utah(H.A., E.Y.A., C.Y.); School of Engineering Medicine and School of Biological Science and Medical Engieering (G.S.), Beihang University, Beijing, China; Department of Neurosurgery (X.T., Y.J.), Aviation General Hospital of China Medical University, Beijing, China; School of Computer Science and Technology (X.L.), Beijing Institute of Technology, Beijing, China; Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence (Z.C.), Ministry of Education, Beijing, China; Institute of Science and Technology for Brain-Inspired Intelligence (Z.C.), Fudan University, Shanghai, China.
Halit Akcicek
From the Department of Bioengineering (K.Z., J.L., Y.G., C.Y.), Department of Radiology (G.C., K.D.P., N.B., M.M., C.Y.), Department of Electrical and Computer Engineering (X.W., L.C.), and Department of Surgery (T.S.H.), University of Washington, Seattle, Washington, USA; Department of Radiology and Imaging Sciennces, University of Utah(H.A., E.Y.A., C.Y.); School of Engineering Medicine and School of Biological Science and Medical Engieering (G.S.), Beihang University, Beijing, China; Department of Neurosurgery (X.T., Y.J.), Aviation General Hospital of China Medical University, Beijing, China; School of Computer Science and Technology (X.L.), Beijing Institute of Technology, Beijing, China; Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence (Z.C.), Ministry of Education, Beijing, China; Institute of Science and Technology for Brain-Inspired Intelligence (Z.C.), Fudan University, Shanghai, China.
Gen Shi
From the Department of Bioengineering (K.Z., J.L., Y.G., C.Y.), Department of Radiology (G.C., K.D.P., N.B., M.M., C.Y.), Department of Electrical and Computer Engineering (X.W., L.C.), and Department of Surgery (T.S.H.), University of Washington, Seattle, Washington, USA; Department of Radiology and Imaging Sciennces, University of Utah(H.A., E.Y.A., C.Y.); School of Engineering Medicine and School of Biological Science and Medical Engieering (G.S.), Beihang University, Beijing, China; Department of Neurosurgery (X.T., Y.J.), Aviation General Hospital of China Medical University, Beijing, China; School of Computer Science and Technology (X.L.), Beijing Institute of Technology, Beijing, China; Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence (Z.C.), Ministry of Education, Beijing, China; Institute of Science and Technology for Brain-Inspired Intelligence (Z.C.), Fudan University, Shanghai, China.
Gador Canton
From the Department of Bioengineering (K.Z., J.L., Y.G., C.Y.), Department of Radiology (G.C., K.D.P., N.B., M.M., C.Y.), Department of Electrical and Computer Engineering (X.W., L.C.), and Department of Surgery (T.S.H.), University of Washington, Seattle, Washington, USA; Department of Radiology and Imaging Sciennces, University of Utah(H.A., E.Y.A., C.Y.); School of Engineering Medicine and School of Biological Science and Medical Engieering (G.S.), Beihang University, Beijing, China; Department of Neurosurgery (X.T., Y.J.), Aviation General Hospital of China Medical University, Beijing, China; School of Computer Science and Technology (X.L.), Beijing Institute of Technology, Beijing, China; Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence (Z.C.), Ministry of Education, Beijing, China; Institute of Science and Technology for Brain-Inspired Intelligence (Z.C.), Fudan University, Shanghai, China.
Josh Liu
From the Department of Bioengineering (K.Z., J.L., Y.G., C.Y.), Department of Radiology (G.C., K.D.P., N.B., M.M., C.Y.), Department of Electrical and Computer Engineering (X.W., L.C.), and Department of Surgery (T.S.H.), University of Washington, Seattle, Washington, USA; Department of Radiology and Imaging Sciennces, University of Utah(H.A., E.Y.A., C.Y.); School of Engineering Medicine and School of Biological Science and Medical Engieering (G.S.), Beihang University, Beijing, China; Department of Neurosurgery (X.T., Y.J.), Aviation General Hospital of China Medical University, Beijing, China; School of Computer Science and Technology (X.L.), Beijing Institute of Technology, Beijing, China; Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence (Z.C.), Ministry of Education, Beijing, China; Institute of Science and Technology for Brain-Inspired Intelligence (Z.C.), Fudan University, Shanghai, China.
Yin Guo
From the Department of Bioengineering (K.Z., J.L., Y.G., C.Y.), Department of Radiology (G.C., K.D.P., N.B., M.M., C.Y.), Department of Electrical and Computer Engineering (X.W., L.C.), and Department of Surgery (T.S.H.), University of Washington, Seattle, Washington, USA; Department of Radiology and Imaging Sciennces, University of Utah(H.A., E.Y.A., C.Y.); School of Engineering Medicine and School of Biological Science and Medical Engieering (G.S.), Beihang University, Beijing, China; Department of Neurosurgery (X.T., Y.J.), Aviation General Hospital of China Medical University, Beijing, China; School of Computer Science and Technology (X.L.), Beijing Institute of Technology, Beijing, China; Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence (Z.C.), Ministry of Education, Beijing, China; Institute of Science and Technology for Brain-Inspired Intelligence (Z.C.), Fudan University, Shanghai, China.
Xin Wang
From the Department of Bioengineering (K.Z., J.L., Y.G., C.Y.), Department of Radiology (G.C., K.D.P., N.B., M.M., C.Y.), Department of Electrical and Computer Engineering (X.W., L.C.), and Department of Surgery (T.S.H.), University of Washington, Seattle, Washington, USA; Department of Radiology and Imaging Sciennces, University of Utah(H.A., E.Y.A., C.Y.); School of Engineering Medicine and School of Biological Science and Medical Engieering (G.S.), Beihang University, Beijing, China; Department of Neurosurgery (X.T., Y.J.), Aviation General Hospital of China Medical University, Beijing, China; School of Computer Science and Technology (X.L.), Beijing Institute of Technology, Beijing, China; Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence (Z.C.), Ministry of Education, Beijing, China; Institute of Science and Technology for Brain-Inspired Intelligence (Z.C.), Fudan University, Shanghai, China.
Li Chen
From the Department of Bioengineering (K.Z., J.L., Y.G., C.Y.), Department of Radiology (G.C., K.D.P., N.B., M.M., C.Y.), Department of Electrical and Computer Engineering (X.W., L.C.), and Department of Surgery (T.S.H.), University of Washington, Seattle, Washington, USA; Department of Radiology and Imaging Sciennces, University of Utah(H.A., E.Y.A., C.Y.); School of Engineering Medicine and School of Biological Science and Medical Engieering (G.S.), Beihang University, Beijing, China; Department of Neurosurgery (X.T., Y.J.), Aviation General Hospital of China Medical University, Beijing, China; School of Computer Science and Technology (X.L.), Beijing Institute of Technology, Beijing, China; Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence (Z.C.), Ministry of Education, Beijing, China; Institute of Science and Technology for Brain-Inspired Intelligence (Z.C.), Fudan University, Shanghai, China.
Kristi D. Pimentel
From the Department of Bioengineering (K.Z., J.L., Y.G., C.Y.), Department of Radiology (G.C., K.D.P., N.B., M.M., C.Y.), Department of Electrical and Computer Engineering (X.W., L.C.), and Department of Surgery (T.S.H.), University of Washington, Seattle, Washington, USA; Department of Radiology and Imaging Sciennces, University of Utah(H.A., E.Y.A., C.Y.); School of Engineering Medicine and School of Biological Science and Medical Engieering (G.S.), Beihang University, Beijing, China; Department of Neurosurgery (X.T., Y.J.), Aviation General Hospital of China Medical University, Beijing, China; School of Computer Science and Technology (X.L.), Beijing Institute of Technology, Beijing, China; Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence (Z.C.), Ministry of Education, Beijing, China; Institute of Science and Technology for Brain-Inspired Intelligence (Z.C.), Fudan University, Shanghai, China.
Ebru Yaman Akcicek
From the Department of Bioengineering (K.Z., J.L., Y.G., C.Y.), Department of Radiology (G.C., K.D.P., N.B., M.M., C.Y.), Department of Electrical and Computer Engineering (X.W., L.C.), and Department of Surgery (T.S.H.), University of Washington, Seattle, Washington, USA; Department of Radiology and Imaging Sciennces, University of Utah(H.A., E.Y.A., C.Y.); School of Engineering Medicine and School of Biological Science and Medical Engieering (G.S.), Beihang University, Beijing, China; Department of Neurosurgery (X.T., Y.J.), Aviation General Hospital of China Medical University, Beijing, China; School of Computer Science and Technology (X.L.), Beijing Institute of Technology, Beijing, China; Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence (Z.C.), Ministry of Education, Beijing, China; Institute of Science and Technology for Brain-Inspired Intelligence (Z.C.), Fudan University, Shanghai, China.
Xihe Tang
From the Department of Bioengineering (K.Z., J.L., Y.G., C.Y.), Department of Radiology (G.C., K.D.P., N.B., M.M., C.Y.), Department of Electrical and Computer Engineering (X.W., L.C.), and Department of Surgery (T.S.H.), University of Washington, Seattle, Washington, USA; Department of Radiology and Imaging Sciennces, University of Utah(H.A., E.Y.A., C.Y.); School of Engineering Medicine and School of Biological Science and Medical Engieering (G.S.), Beihang University, Beijing, China; Department of Neurosurgery (X.T., Y.J.), Aviation General Hospital of China Medical University, Beijing, China; School of Computer Science and Technology (X.L.), Beijing Institute of Technology, Beijing, China; Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence (Z.C.), Ministry of Education, Beijing, China; Institute of Science and Technology for Brain-Inspired Intelligence (Z.C.), Fudan University, Shanghai, China.
Yongjian Jin
From the Department of Bioengineering (K.Z., J.L., Y.G., C.Y.), Department of Radiology (G.C., K.D.P., N.B., M.M., C.Y.), Department of Electrical and Computer Engineering (X.W., L.C.), and Department of Surgery (T.S.H.), University of Washington, Seattle, Washington, USA; Department of Radiology and Imaging Sciennces, University of Utah(H.A., E.Y.A., C.Y.); School of Engineering Medicine and School of Biological Science and Medical Engieering (G.S.), Beihang University, Beijing, China; Department of Neurosurgery (X.T., Y.J.), Aviation General Hospital of China Medical University, Beijing, China; School of Computer Science and Technology (X.L.), Beijing Institute of Technology, Beijing, China; Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence (Z.C.), Ministry of Education, Beijing, China; Institute of Science and Technology for Brain-Inspired Intelligence (Z.C.), Fudan University, Shanghai, China.
Xuesong Li
From the Department of Bioengineering (K.Z., J.L., Y.G., C.Y.), Department of Radiology (G.C., K.D.P., N.B., M.M., C.Y.), Department of Electrical and Computer Engineering (X.W., L.C.), and Department of Surgery (T.S.H.), University of Washington, Seattle, Washington, USA; Department of Radiology and Imaging Sciennces, University of Utah(H.A., E.Y.A., C.Y.); School of Engineering Medicine and School of Biological Science and Medical Engieering (G.S.), Beihang University, Beijing, China; Department of Neurosurgery (X.T., Y.J.), Aviation General Hospital of China Medical University, Beijing, China; School of Computer Science and Technology (X.L.), Beijing Institute of Technology, Beijing, China; Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence (Z.C.), Ministry of Education, Beijing, China; Institute of Science and Technology for Brain-Inspired Intelligence (Z.C.), Fudan University, Shanghai, China.
Niranjan Balu
From the Department of Bioengineering (K.Z., J.L., Y.G., C.Y.), Department of Radiology (G.C., K.D.P., N.B., M.M., C.Y.), Department of Electrical and Computer Engineering (X.W., L.C.), and Department of Surgery (T.S.H.), University of Washington, Seattle, Washington, USA; Department of Radiology and Imaging Sciennces, University of Utah(H.A., E.Y.A., C.Y.); School of Engineering Medicine and School of Biological Science and Medical Engieering (G.S.), Beihang University, Beijing, China; Department of Neurosurgery (X.T., Y.J.), Aviation General Hospital of China Medical University, Beijing, China; School of Computer Science and Technology (X.L.), Beijing Institute of Technology, Beijing, China; Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence (Z.C.), Ministry of Education, Beijing, China; Institute of Science and Technology for Brain-Inspired Intelligence (Z.C.), Fudan University, Shanghai, China.
Thomas S. Hatsukami
From the Department of Bioengineering (K.Z., J.L., Y.G., C.Y.), Department of Radiology (G.C., K.D.P., N.B., M.M., C.Y.), Department of Electrical and Computer Engineering (X.W., L.C.), and Department of Surgery (T.S.H.), University of Washington, Seattle, Washington, USA; Department of Radiology and Imaging Sciennces, University of Utah(H.A., E.Y.A., C.Y.); School of Engineering Medicine and School of Biological Science and Medical Engieering (G.S.), Beihang University, Beijing, China; Department of Neurosurgery (X.T., Y.J.), Aviation General Hospital of China Medical University, Beijing, China; School of Computer Science and Technology (X.L.), Beijing Institute of Technology, Beijing, China; Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence (Z.C.), Ministry of Education, Beijing, China; Institute of Science and Technology for Brain-Inspired Intelligence (Z.C.), Fudan University, Shanghai, China.
Mahmud Mossa-Basha
From the Department of Bioengineering (K.Z., J.L., Y.G., C.Y.), Department of Radiology (G.C., K.D.P., N.B., M.M., C.Y.), Department of Electrical and Computer Engineering (X.W., L.C.), and Department of Surgery (T.S.H.), University of Washington, Seattle, Washington, USA; Department of Radiology and Imaging Sciennces, University of Utah(H.A., E.Y.A., C.Y.); School of Engineering Medicine and School of Biological Science and Medical Engieering (G.S.), Beihang University, Beijing, China; Department of Neurosurgery (X.T., Y.J.), Aviation General Hospital of China Medical University, Beijing, China; School of Computer Science and Technology (X.L.), Beijing Institute of Technology, Beijing, China; Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence (Z.C.), Ministry of Education, Beijing, China; Institute of Science and Technology for Brain-Inspired Intelligence (Z.C.), Fudan University, Shanghai, China.
Zhensen Chen
From the Department of Bioengineering (K.Z., J.L., Y.G., C.Y.), Department of Radiology (G.C., K.D.P., N.B., M.M., C.Y.), Department of Electrical and Computer Engineering (X.W., L.C.), and Department of Surgery (T.S.H.), University of Washington, Seattle, Washington, USA; Department of Radiology and Imaging Sciennces, University of Utah(H.A., E.Y.A., C.Y.); School of Engineering Medicine and School of Biological Science and Medical Engieering (G.S.), Beihang University, Beijing, China; Department of Neurosurgery (X.T., Y.J.), Aviation General Hospital of China Medical University, Beijing, China; School of Computer Science and Technology (X.L.), Beijing Institute of Technology, Beijing, China; Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence (Z.C.), Ministry of Education, Beijing, China; Institute of Science and Technology for Brain-Inspired Intelligence (Z.C.), Fudan University, Shanghai, China.
Chun Yuan
From the Department of Bioengineering (K.Z., J.L., Y.G., C.Y.), Department of Radiology (G.C., K.D.P., N.B., M.M., C.Y.), Department of Electrical and Computer Engineering (X.W., L.C.), and Department of Surgery (T.S.H.), University of Washington, Seattle, Washington, USA; Department of Radiology and Imaging Sciennces, University of Utah(H.A., E.Y.A., C.Y.); School of Engineering Medicine and School of Biological Science and Medical Engieering (G.S.), Beihang University, Beijing, China; Department of Neurosurgery (X.T., Y.J.), Aviation General Hospital of China Medical University, Beijing, China; School of Computer Science and Technology (X.L.), Beijing Institute of Technology, Beijing, China; Key Laboratory of Computational Neuroscience and Brain-Inspired Intelligence (Z.C.), Ministry of Education, Beijing, China; Institute of Science and Technology for Brain-Inspired Intelligence (Z.C.), Fudan University, Shanghai, China.
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Accepted Manuscript
Kaiyu Zhang, Halit Akcicek, Gen Shi, Gador Canton, Josh Liu, Yin Guo, Xin Wang, Li Chen, Kristi D. Pimentel, Ebru Yaman Akcicek, Xihe Tang, Yongjian Jin, Xuesong Li, Niranjan Balu, Thomas S. Hatsukami, Mahmud Mossa-Basha, Zhensen Chen, Chun Yuan
Estimating Flow Direction of Circle of Willis Using Dynamic Arterial Spin Labeling Magnetic Resonance Angiography
American Journal of Neuroradiology May 2024, ajnr.A8355; DOI: 10.3174/ajnr.A8355
Accepted Manuscript
Estimating Flow Direction of Circle of Willis Using Dynamic Arterial Spin Labeling Magnetic Resonance Angiography
Kaiyu Zhang, Halit Akcicek, Gen Shi, Gador Canton, Josh Liu, Yin Guo, Xin Wang, Li Chen, Kristi D. Pimentel, Ebru Yaman Akcicek, Xihe Tang, Yongjian Jin, Xuesong Li, Niranjan Balu, Thomas S. Hatsukami, Mahmud Mossa-Basha, Zhensen Chen, Chun Yuan
American Journal of Neuroradiology May 2024, ajnr.A8355; DOI: 10.3174/ajnr.A8355
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