Zobrazeno 1 - 10
of 300
pro vyhledávání: '"Shinohara RT"'
Autor:
Shinohara, RT, Oh, J, Nair, G, Calabresi, PA, Davatzikos, C, Doshi, J, Henry, RG, Kim, G, Linn, KA, Papinutto, N, Pelletier, D, Pham, DL, Reich, DS, Rooney, W, Roy, S, Stern, W, Tummala, S, Yousuf, F, Zhu, A, Sicotte, NL, Bakshi, R, NAIMS Cooperative
Publikováno v:
AJNR. American journal of neuroradiology, vol 38, iss 8
Background and purposeMR imaging can be used to measure structural changes in the brains of individuals with multiple sclerosis and is essential for diagnosis, longitudinal monitoring, and therapy evaluation. The North American Imaging in Multiple Sc
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=od_______325::3838fb02b41ec01c7a39719d8d69d036
https://escholarship.org/uc/item/5731779v
https://escholarship.org/uc/item/5731779v
Autor:
Mateen FJ, Shinohara RT, Carone M, Miller EN, McArthur JC, Jacobson LP, Sacktor N, Multicenter AIDS Cohort Study (MACS) Investigators, Mateen, Farrah J, Shinohara, Russell T, Carone, Marco, Miller, Eric N, McArthur, Justin C, Jacobson, Lisa P, Sacktor, Ned
Publikováno v:
Neurology; 10/30/2012, Vol. 79 Issue 18, p1873-1880, 8p
Autor:
Till Sprenger, Massimo Filippi, David A. Hafler, Sara Llufriu, Gina Kirkish, Mona K. Beyer, Pablo Villoslada, Xavier Montalban, Sandra D'Alfonso, Anisha Keshavan, Philippe Demaerel, Claus Zimmer, Pradip M. Pattany, Mike P. Wattjes, Christiane Graetz, Ludwig Kappos, Alessandro Carriero, Jorge R. Oksenberg, Jacob L. McCauley, Roland G. Henry, Alyssa H. Zhu, Adriane Gröger, Michael Amann, An Goris, Laura Gaetano, Antje Bischof, Filippo Martinelli-Boneschi, Hanne F. Harbo, Sergiu Groppa, Alessandro Stecco, Stefano Magon, Margaret A. Pericak-Vance, Daniel Pelletier, Frauke Zipp, Regina Schlaeger, Alex Rovira, Nico Papinutto, Friedemann Paul, Albert Saiz, Maria A. Rocca, Isabelle Cournu-Rebeix, William A. Stern, Howard L. Weiner, Bernhard Hemmer, Russell T. Shinohara, Manuel Comabella, Bénédicte Dubois, Rohit Bakshi, Jason C. Crane, Vinzenz Fleischer, Bernard M. J. Uitdehaag, Jens Wuerfel, Stephen L. Hauser, Mark Mühlau, Kesshi M. Jordan, Bertrand Fontaine
Publikováno v:
Keshavan, A, Paul, F, Beyer, M K, Zhu, A H, Papinutto, N, Shinohara, R T, Stern, W, Amann, M, Bakshi, R, Bischof, A, Carriero, A, Comabella, M, Crane, J C, D'Alfonso, S, Demaerel, P, Dubois, B, Filippi, M, Fleischer, V, Fontaine, B, Gaetano, L, Goris, A, Graetz, C, Gröger, A, Groppa, S, Hafler, D A, Harbo, H F, Hemmer, B, Jordan, K, Kappos, L, Kirkish, G, Llufriu, S, Magon, S, Martinelli-Boneschi, F, McCauley, J L, Montalban, X, Mühlau, M, Pelletier, D, Pattany, P M, Pericak-Vance, M, Cournu-Rebeix, I, Rocca, M A, Rovira, A, Schlaeger, R, Saiz, A, Sprenger, T, Stecco, A, Uitdehaag, B M J, Villoslada, P, Wattjes, M P, Weiner, H, Wuerfel, J, Zimmer, C, Zipp, F, Hauser, S L, Oksenberg, J R, Henry, R G & International Multiple Sclerosis Genetics Consortium, M S G C 2016, ' Power estimation for non-standardized multisite studies ', NeuroImage, vol. 134, pp. 281-294 . https://doi.org/10.1016/j.neuroimage.2016.03.051
NeuroImage
NeuroImage, Elsevier, 2016, 134, ⟨10.1016/j.neuroimage.2016.03.051⟩
NeuroImage, 2016, 134, ⟨10.1016/j.neuroimage.2016.03.051⟩
NeuroImage, 134, 281-294. Academic Press Inc.
Keshavan, A; Paul, F; Beyer, MK; Zhu, AH; Papinutto, N; Shinohara, RT; et al.(2016). Power estimation for non-standardized multisite studies. NEUROIMAGE, 134, 281-294. doi: 10.1016/j.neuroimage.2016.03.051. UC San Francisco: Retrieved from: http://www.escholarship.org/uc/item/8fb1g9s7
NeuroImage
NeuroImage, Elsevier, 2016, 134, ⟨10.1016/j.neuroimage.2016.03.051⟩
NeuroImage, 2016, 134, ⟨10.1016/j.neuroimage.2016.03.051⟩
NeuroImage, 134, 281-294. Academic Press Inc.
Keshavan, A; Paul, F; Beyer, MK; Zhu, AH; Papinutto, N; Shinohara, RT; et al.(2016). Power estimation for non-standardized multisite studies. NEUROIMAGE, 134, 281-294. doi: 10.1016/j.neuroimage.2016.03.051. UC San Francisco: Retrieved from: http://www.escholarship.org/uc/item/8fb1g9s7
A concern for researchers planning multisite studies is that scanner and T1-weighted sequence-related biases on regional volumes could overshadow true effects, especially for studies with a heterogeneous set of scanners and sequences. Current approac
Externí odkaz:
https://explore.openaire.eu/search/publication?articleId=doi_dedup___::b470765031e3e0cc097a9cc3797e7461
https://research.vumc.nl/en/publications/e3e2bea4-e9aa-4ee3-9e78-42bcfa8b6b49
https://research.vumc.nl/en/publications/e3e2bea4-e9aa-4ee3-9e78-42bcfa8b6b49
Autor:
Fotiadis P; Department of Neuroscience, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA. pfotiad@med.umich.edu.; Department of Bioengineering, University of Pennsylvania, Philadelphia, PA, USA. pfotiad@med.umich.edu.; Department of Anaesthesiology, University of Michigan, Ann Arbor, MI, USA. pfotiad@med.umich.edu., Parkes L; Department of Bioengineering, University of Pennsylvania, Philadelphia, PA, USA., Davis KA; Department of Neurology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA., Satterthwaite TD; Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.; Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania, Philadelphia, PA, USA.; Center for Biomedical Image Computing & Analytics, University of Pennsylvania, Philadelphia, PA, USA.; Penn Lifespan Informatics and Neuroimaging Center, University of Pennsylvania, Philadelphia, PA, USA., Shinohara RT; Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania, Philadelphia, PA, USA.; Center for Biomedical Image Computing & Analytics, University of Pennsylvania, Philadelphia, PA, USA., Bassett DS; Department of Bioengineering, University of Pennsylvania, Philadelphia, PA, USA. dsb@seas.upenn.edu.; Department of Neurology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA. dsb@seas.upenn.edu.; Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA. dsb@seas.upenn.edu.; Department of Electrical & Systems Engineering, University of Pennsylvania, Philadelphia, PA, USA. dsb@seas.upenn.edu.; Department of Physics & Astronomy, University of Pennsylvania, Philadelphia, PA, USA. dsb@seas.upenn.edu.; Santa Fe Institute, Santa Fe, NM, USA. dsb@seas.upenn.edu.
Publikováno v:
Nature reviews. Neuroscience [Nat Rev Neurosci] 2024 Oct; Vol. 25 (10), pp. 688-704. Date of Electronic Publication: 2024 Aug 05.
Autor:
Manning AR; From Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics (ARM, MLM, TRF, QC, CMO, RTS), the Department of Neurology (ABO, RDS, MKS), the Department of Radiology (MB, JWS), and the Center for Biomedical Image Computing and Analytics (RTS), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, 19104, USA; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke (VL, LD, OAL, DSR, PS) and Section on Functional Imaging Methods, Laboratory of Brain and Cognition (JD), National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA; Department of Neurology (EG, BR, NLS, OAL, PS), Cedars-Sinai Medical Center, Los Angeles, CA, USA; Cleveland Clinic Lerner College of Medicine (PR, LD) and Mellen Center for Multiple Sclerosis (DO), Cleveland Clinic, Cleveland, OH, United States of America; QMENTA Inc. (PR, MR), Boston, MA, United States; Department of Neurology (CA, DP), University of Southern California, Los Angeles, CA, USA; UCSF Weill Institute for Neurosciences, Department of Neurology (EC, BAC, RGH, NP), University of California San Francisco, San Francisco, CA, USA; Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy; Neuroradiology Department, Advanced Imaging and Radiomics Center (EC), IRCCS Mondino Foundation, Pavia, Italy; Department of Neurology (PAC, ESS), Johns Hopkins University, Baltimore, MD, USA; Department of Neurology (LF), Dell Medical School, The University of Texas at Austin, TX, USA; Department of Neurology (EEL), Yale University, New Haven, CT, USA; Division of Neurology, Department of Medicine (JO), and the Department of Medical Imaging (SS), St. Michael's Hospital, University of Toronto, Canada; Department of Neurological Sciences (AJS), Larner College of Medicine at The University of Vermont, Burlington, VT, USA., Letchuman V; From Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics (ARM, MLM, TRF, QC, CMO, RTS), the Department of Neurology (ABO, RDS, MKS), the Department of Radiology (MB, JWS), and the Center for Biomedical Image Computing and Analytics (RTS), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, 19104, USA; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke (VL, LD, OAL, DSR, PS) and Section on Functional Imaging Methods, Laboratory of Brain and Cognition (JD), National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA; Department of Neurology (EG, BR, NLS, OAL, PS), Cedars-Sinai Medical Center, Los Angeles, CA, USA; Cleveland Clinic Lerner College of Medicine (PR, LD) and Mellen Center for Multiple Sclerosis (DO), Cleveland Clinic, Cleveland, OH, United States of America; QMENTA Inc. (PR, MR), Boston, MA, United States; Department of Neurology (CA, DP), University of Southern California, Los Angeles, CA, USA; UCSF Weill Institute for Neurosciences, Department of Neurology (EC, BAC, RGH, NP), University of California San Francisco, San Francisco, CA, USA; Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy; Neuroradiology Department, Advanced Imaging and Radiomics Center (EC), IRCCS Mondino Foundation, Pavia, Italy; Department of Neurology (PAC, ESS), Johns Hopkins University, Baltimore, MD, USA; Department of Neurology (LF), Dell Medical School, The University of Texas at Austin, TX, USA; Department of Neurology (EEL), Yale University, New Haven, CT, USA; Division of Neurology, Department of Medicine (JO), and the Department of Medical Imaging (SS), St. Michael's Hospital, University of Toronto, Canada; Department of Neurological Sciences (AJS), Larner College of Medicine at The University of Vermont, Burlington, VT, USA., Martin ML; From Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics (ARM, MLM, TRF, QC, CMO, RTS), the Department of Neurology (ABO, RDS, MKS), the Department of Radiology (MB, JWS), and the Center for Biomedical Image Computing and Analytics (RTS), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, 19104, USA; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke (VL, LD, OAL, DSR, PS) and Section on Functional Imaging Methods, Laboratory of Brain and Cognition (JD), National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA; Department of Neurology (EG, BR, NLS, OAL, PS), Cedars-Sinai Medical Center, Los Angeles, CA, USA; Cleveland Clinic Lerner College of Medicine (PR, LD) and Mellen Center for Multiple Sclerosis (DO), Cleveland Clinic, Cleveland, OH, United States of America; QMENTA Inc. (PR, MR), Boston, MA, United States; Department of Neurology (CA, DP), University of Southern California, Los Angeles, CA, USA; UCSF Weill Institute for Neurosciences, Department of Neurology (EC, BAC, RGH, NP), University of California San Francisco, San Francisco, CA, USA; Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy; Neuroradiology Department, Advanced Imaging and Radiomics Center (EC), IRCCS Mondino Foundation, Pavia, Italy; Department of Neurology (PAC, ESS), Johns Hopkins University, Baltimore, MD, USA; Department of Neurology (LF), Dell Medical School, The University of Texas at Austin, TX, USA; Department of Neurology (EEL), Yale University, New Haven, CT, USA; Division of Neurology, Department of Medicine (JO), and the Department of Medical Imaging (SS), St. Michael's Hospital, University of Toronto, Canada; Department of Neurological Sciences (AJS), Larner College of Medicine at The University of Vermont, Burlington, VT, USA., Gombos E; From Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics (ARM, MLM, TRF, QC, CMO, RTS), the Department of Neurology (ABO, RDS, MKS), the Department of Radiology (MB, JWS), and the Center for Biomedical Image Computing and Analytics (RTS), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, 19104, USA; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke (VL, LD, OAL, DSR, PS) and Section on Functional Imaging Methods, Laboratory of Brain and Cognition (JD), National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA; Department of Neurology (EG, BR, NLS, OAL, PS), Cedars-Sinai Medical Center, Los Angeles, CA, USA; Cleveland Clinic Lerner College of Medicine (PR, LD) and Mellen Center for Multiple Sclerosis (DO), Cleveland Clinic, Cleveland, OH, United States of America; QMENTA Inc. (PR, MR), Boston, MA, United States; Department of Neurology (CA, DP), University of Southern California, Los Angeles, CA, USA; UCSF Weill Institute for Neurosciences, Department of Neurology (EC, BAC, RGH, NP), University of California San Francisco, San Francisco, CA, USA; Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy; Neuroradiology Department, Advanced Imaging and Radiomics Center (EC), IRCCS Mondino Foundation, Pavia, Italy; Department of Neurology (PAC, ESS), Johns Hopkins University, Baltimore, MD, USA; Department of Neurology (LF), Dell Medical School, The University of Texas at Austin, TX, USA; Department of Neurology (EEL), Yale University, New Haven, CT, USA; Division of Neurology, Department of Medicine (JO), and the Department of Medical Imaging (SS), St. Michael's Hospital, University of Toronto, Canada; Department of Neurological Sciences (AJS), Larner College of Medicine at The University of Vermont, Burlington, VT, USA., Roberts-Fitzgerald T; From Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics (ARM, MLM, TRF, QC, CMO, RTS), the Department of Neurology (ABO, RDS, MKS), the Department of Radiology (MB, JWS), and the Center for Biomedical Image Computing and Analytics (RTS), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, 19104, USA; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke (VL, LD, OAL, DSR, PS) and Section on Functional Imaging Methods, Laboratory of Brain and Cognition (JD), National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA; Department of Neurology (EG, BR, NLS, OAL, PS), Cedars-Sinai Medical Center, Los Angeles, CA, USA; Cleveland Clinic Lerner College of Medicine (PR, LD) and Mellen Center for Multiple Sclerosis (DO), Cleveland Clinic, Cleveland, OH, United States of America; QMENTA Inc. (PR, MR), Boston, MA, United States; Department of Neurology (CA, DP), University of Southern California, Los Angeles, CA, USA; UCSF Weill Institute for Neurosciences, Department of Neurology (EC, BAC, RGH, NP), University of California San Francisco, San Francisco, CA, USA; Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy; Neuroradiology Department, Advanced Imaging and Radiomics Center (EC), IRCCS Mondino Foundation, Pavia, Italy; Department of Neurology (PAC, ESS), Johns Hopkins University, Baltimore, MD, USA; Department of Neurology (LF), Dell Medical School, The University of Texas at Austin, TX, USA; Department of Neurology (EEL), Yale University, New Haven, CT, USA; Division of Neurology, Department of Medicine (JO), and the Department of Medical Imaging (SS), St. Michael's Hospital, University of Toronto, Canada; Department of Neurological Sciences (AJS), Larner College of Medicine at The University of Vermont, Burlington, VT, USA., Cao Q; From Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics (ARM, MLM, TRF, QC, CMO, RTS), the Department of Neurology (ABO, RDS, MKS), the Department of Radiology (MB, JWS), and the Center for Biomedical Image Computing and Analytics (RTS), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, 19104, USA; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke (VL, LD, OAL, DSR, PS) and Section on Functional Imaging Methods, Laboratory of Brain and Cognition (JD), National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA; Department of Neurology (EG, BR, NLS, OAL, PS), Cedars-Sinai Medical Center, Los Angeles, CA, USA; Cleveland Clinic Lerner College of Medicine (PR, LD) and Mellen Center for Multiple Sclerosis (DO), Cleveland Clinic, Cleveland, OH, United States of America; QMENTA Inc. (PR, MR), Boston, MA, United States; Department of Neurology (CA, DP), University of Southern California, Los Angeles, CA, USA; UCSF Weill Institute for Neurosciences, Department of Neurology (EC, BAC, RGH, NP), University of California San Francisco, San Francisco, CA, USA; Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy; Neuroradiology Department, Advanced Imaging and Radiomics Center (EC), IRCCS Mondino Foundation, Pavia, Italy; Department of Neurology (PAC, ESS), Johns Hopkins University, Baltimore, MD, USA; Department of Neurology (LF), Dell Medical School, The University of Texas at Austin, TX, USA; Department of Neurology (EEL), Yale University, New Haven, CT, USA; Division of Neurology, Department of Medicine (JO), and the Department of Medical Imaging (SS), St. Michael's Hospital, University of Toronto, Canada; Department of Neurological Sciences (AJS), Larner College of Medicine at The University of Vermont, Burlington, VT, USA., Raza P; From Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics (ARM, MLM, TRF, QC, CMO, RTS), the Department of Neurology (ABO, RDS, MKS), the Department of Radiology (MB, JWS), and the Center for Biomedical Image Computing and Analytics (RTS), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, 19104, USA; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke (VL, LD, OAL, DSR, PS) and Section on Functional Imaging Methods, Laboratory of Brain and Cognition (JD), National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA; Department of Neurology (EG, BR, NLS, OAL, PS), Cedars-Sinai Medical Center, Los Angeles, CA, USA; Cleveland Clinic Lerner College of Medicine (PR, LD) and Mellen Center for Multiple Sclerosis (DO), Cleveland Clinic, Cleveland, OH, United States of America; QMENTA Inc. (PR, MR), Boston, MA, United States; Department of Neurology (CA, DP), University of Southern California, Los Angeles, CA, USA; UCSF Weill Institute for Neurosciences, Department of Neurology (EC, BAC, RGH, NP), University of California San Francisco, San Francisco, CA, USA; Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy; Neuroradiology Department, Advanced Imaging and Radiomics Center (EC), IRCCS Mondino Foundation, Pavia, Italy; Department of Neurology (PAC, ESS), Johns Hopkins University, Baltimore, MD, USA; Department of Neurology (LF), Dell Medical School, The University of Texas at Austin, TX, USA; Department of Neurology (EEL), Yale University, New Haven, CT, USA; Division of Neurology, Department of Medicine (JO), and the Department of Medical Imaging (SS), St. Michael's Hospital, University of Toronto, Canada; Department of Neurological Sciences (AJS), Larner College of Medicine at The University of Vermont, Burlington, VT, USA., O'Donnell CM; From Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics (ARM, MLM, TRF, QC, CMO, RTS), the Department of Neurology (ABO, RDS, MKS), the Department of Radiology (MB, JWS), and the Center for Biomedical Image Computing and Analytics (RTS), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, 19104, USA; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke (VL, LD, OAL, DSR, PS) and Section on Functional Imaging Methods, Laboratory of Brain and Cognition (JD), National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA; Department of Neurology (EG, BR, NLS, OAL, PS), Cedars-Sinai Medical Center, Los Angeles, CA, USA; Cleveland Clinic Lerner College of Medicine (PR, LD) and Mellen Center for Multiple Sclerosis (DO), Cleveland Clinic, Cleveland, OH, United States of America; QMENTA Inc. (PR, MR), Boston, MA, United States; Department of Neurology (CA, DP), University of Southern California, Los Angeles, CA, USA; UCSF Weill Institute for Neurosciences, Department of Neurology (EC, BAC, RGH, NP), University of California San Francisco, San Francisco, CA, USA; Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy; Neuroradiology Department, Advanced Imaging and Radiomics Center (EC), IRCCS Mondino Foundation, Pavia, Italy; Department of Neurology (PAC, ESS), Johns Hopkins University, Baltimore, MD, USA; Department of Neurology (LF), Dell Medical School, The University of Texas at Austin, TX, USA; Department of Neurology (EEL), Yale University, New Haven, CT, USA; Division of Neurology, Department of Medicine (JO), and the Department of Medical Imaging (SS), St. Michael's Hospital, University of Toronto, Canada; Department of Neurological Sciences (AJS), Larner College of Medicine at The University of Vermont, Burlington, VT, USA., Renner B; From Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics (ARM, MLM, TRF, QC, CMO, RTS), the Department of Neurology (ABO, RDS, MKS), the Department of Radiology (MB, JWS), and the Center for Biomedical Image Computing and Analytics (RTS), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, 19104, USA; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke (VL, LD, OAL, DSR, PS) and Section on Functional Imaging Methods, Laboratory of Brain and Cognition (JD), National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA; Department of Neurology (EG, BR, NLS, OAL, PS), Cedars-Sinai Medical Center, Los Angeles, CA, USA; Cleveland Clinic Lerner College of Medicine (PR, LD) and Mellen Center for Multiple Sclerosis (DO), Cleveland Clinic, Cleveland, OH, United States of America; QMENTA Inc. (PR, MR), Boston, MA, United States; Department of Neurology (CA, DP), University of Southern California, Los Angeles, CA, USA; UCSF Weill Institute for Neurosciences, Department of Neurology (EC, BAC, RGH, NP), University of California San Francisco, San Francisco, CA, USA; Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy; Neuroradiology Department, Advanced Imaging and Radiomics Center (EC), IRCCS Mondino Foundation, Pavia, Italy; Department of Neurology (PAC, ESS), Johns Hopkins University, Baltimore, MD, USA; Department of Neurology (LF), Dell Medical School, The University of Texas at Austin, TX, USA; Department of Neurology (EEL), Yale University, New Haven, CT, USA; Division of Neurology, Department of Medicine (JO), and the Department of Medical Imaging (SS), St. Michael's Hospital, University of Toronto, Canada; Department of Neurological Sciences (AJS), Larner College of Medicine at The University of Vermont, Burlington, VT, USA., Daboul L; From Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics (ARM, MLM, TRF, QC, CMO, RTS), the Department of Neurology (ABO, RDS, MKS), the Department of Radiology (MB, JWS), and the Center for Biomedical Image Computing and Analytics (RTS), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, 19104, USA; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke (VL, LD, OAL, DSR, PS) and Section on Functional Imaging Methods, Laboratory of Brain and Cognition (JD), National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA; Department of Neurology (EG, BR, NLS, OAL, PS), Cedars-Sinai Medical Center, Los Angeles, CA, USA; Cleveland Clinic Lerner College of Medicine (PR, LD) and Mellen Center for Multiple Sclerosis (DO), Cleveland Clinic, Cleveland, OH, United States of America; QMENTA Inc. (PR, MR), Boston, MA, United States; Department of Neurology (CA, DP), University of Southern California, Los Angeles, CA, USA; UCSF Weill Institute for Neurosciences, Department of Neurology (EC, BAC, RGH, NP), University of California San Francisco, San Francisco, CA, USA; Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy; Neuroradiology Department, Advanced Imaging and Radiomics Center (EC), IRCCS Mondino Foundation, Pavia, Italy; Department of Neurology (PAC, ESS), Johns Hopkins University, Baltimore, MD, USA; Department of Neurology (LF), Dell Medical School, The University of Texas at Austin, TX, USA; Department of Neurology (EEL), Yale University, New Haven, CT, USA; Division of Neurology, Department of Medicine (JO), and the Department of Medical Imaging (SS), St. Michael's Hospital, University of Toronto, Canada; Department of Neurological Sciences (AJS), Larner College of Medicine at The University of Vermont, Burlington, VT, USA., Rodrigues P; From Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics (ARM, MLM, TRF, QC, CMO, RTS), the Department of Neurology (ABO, RDS, MKS), the Department of Radiology (MB, JWS), and the Center for Biomedical Image Computing and Analytics (RTS), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, 19104, USA; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke (VL, LD, OAL, DSR, PS) and Section on Functional Imaging Methods, Laboratory of Brain and Cognition (JD), National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA; Department of Neurology (EG, BR, NLS, OAL, PS), Cedars-Sinai Medical Center, Los Angeles, CA, USA; Cleveland Clinic Lerner College of Medicine (PR, LD) and Mellen Center for Multiple Sclerosis (DO), Cleveland Clinic, Cleveland, OH, United States of America; QMENTA Inc. (PR, MR), Boston, MA, United States; Department of Neurology (CA, DP), University of Southern California, Los Angeles, CA, USA; UCSF Weill Institute for Neurosciences, Department of Neurology (EC, BAC, RGH, NP), University of California San Francisco, San Francisco, CA, USA; Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy; Neuroradiology Department, Advanced Imaging and Radiomics Center (EC), IRCCS Mondino Foundation, Pavia, Italy; Department of Neurology (PAC, ESS), Johns Hopkins University, Baltimore, MD, USA; Department of Neurology (LF), Dell Medical School, The University of Texas at Austin, TX, USA; Department of Neurology (EEL), Yale University, New Haven, CT, USA; Division of Neurology, Department of Medicine (JO), and the Department of Medical Imaging (SS), St. Michael's Hospital, University of Toronto, Canada; Department of Neurological Sciences (AJS), Larner College of Medicine at The University of Vermont, Burlington, VT, USA., Ramos M; From Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics (ARM, MLM, TRF, QC, CMO, RTS), the Department of Neurology (ABO, RDS, MKS), the Department of Radiology (MB, JWS), and the Center for Biomedical Image Computing and Analytics (RTS), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, 19104, USA; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke (VL, LD, OAL, DSR, PS) and Section on Functional Imaging Methods, Laboratory of Brain and Cognition (JD), National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA; Department of Neurology (EG, BR, NLS, OAL, PS), Cedars-Sinai Medical Center, Los Angeles, CA, USA; Cleveland Clinic Lerner College of Medicine (PR, LD) and Mellen Center for Multiple Sclerosis (DO), Cleveland Clinic, Cleveland, OH, United States of America; QMENTA Inc. (PR, MR), Boston, MA, United States; Department of Neurology (CA, DP), University of Southern California, Los Angeles, CA, USA; UCSF Weill Institute for Neurosciences, Department of Neurology (EC, BAC, RGH, NP), University of California San Francisco, San Francisco, CA, USA; Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy; Neuroradiology Department, Advanced Imaging and Radiomics Center (EC), IRCCS Mondino Foundation, Pavia, Italy; Department of Neurology (PAC, ESS), Johns Hopkins University, Baltimore, MD, USA; Department of Neurology (LF), Dell Medical School, The University of Texas at Austin, TX, USA; Department of Neurology (EEL), Yale University, New Haven, CT, USA; Division of Neurology, Department of Medicine (JO), and the Department of Medical Imaging (SS), St. Michael's Hospital, University of Toronto, Canada; Department of Neurological Sciences (AJS), Larner College of Medicine at The University of Vermont, Burlington, VT, USA., Derbyshire J; From Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics (ARM, MLM, TRF, QC, CMO, RTS), the Department of Neurology (ABO, RDS, MKS), the Department of Radiology (MB, JWS), and the Center for Biomedical Image Computing and Analytics (RTS), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, 19104, USA; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke (VL, LD, OAL, DSR, PS) and Section on Functional Imaging Methods, Laboratory of Brain and Cognition (JD), National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA; Department of Neurology (EG, BR, NLS, OAL, PS), Cedars-Sinai Medical Center, Los Angeles, CA, USA; Cleveland Clinic Lerner College of Medicine (PR, LD) and Mellen Center for Multiple Sclerosis (DO), Cleveland Clinic, Cleveland, OH, United States of America; QMENTA Inc. (PR, MR), Boston, MA, United States; Department of Neurology (CA, DP), University of Southern California, Los Angeles, CA, USA; UCSF Weill Institute for Neurosciences, Department of Neurology (EC, BAC, RGH, NP), University of California San Francisco, San Francisco, CA, USA; Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy; Neuroradiology Department, Advanced Imaging and Radiomics Center (EC), IRCCS Mondino Foundation, Pavia, Italy; Department of Neurology (PAC, ESS), Johns Hopkins University, Baltimore, MD, USA; Department of Neurology (LF), Dell Medical School, The University of Texas at Austin, TX, USA; Department of Neurology (EEL), Yale University, New Haven, CT, USA; Division of Neurology, Department of Medicine (JO), and the Department of Medical Imaging (SS), St. Michael's Hospital, University of Toronto, Canada; Department of Neurological Sciences (AJS), Larner College of Medicine at The University of Vermont, Burlington, VT, USA., Azevedo C; From Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics (ARM, MLM, TRF, QC, CMO, RTS), the Department of Neurology (ABO, RDS, MKS), the Department of Radiology (MB, JWS), and the Center for Biomedical Image Computing and Analytics (RTS), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, 19104, USA; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke (VL, LD, OAL, DSR, PS) and Section on Functional Imaging Methods, Laboratory of Brain and Cognition (JD), National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA; Department of Neurology (EG, BR, NLS, OAL, PS), Cedars-Sinai Medical Center, Los Angeles, CA, USA; Cleveland Clinic Lerner College of Medicine (PR, LD) and Mellen Center for Multiple Sclerosis (DO), Cleveland Clinic, Cleveland, OH, United States of America; QMENTA Inc. (PR, MR), Boston, MA, United States; Department of Neurology (CA, DP), University of Southern California, Los Angeles, CA, USA; UCSF Weill Institute for Neurosciences, Department of Neurology (EC, BAC, RGH, NP), University of California San Francisco, San Francisco, CA, USA; Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy; Neuroradiology Department, Advanced Imaging and Radiomics Center (EC), IRCCS Mondino Foundation, Pavia, Italy; Department of Neurology (PAC, ESS), Johns Hopkins University, Baltimore, MD, USA; Department of Neurology (LF), Dell Medical School, The University of Texas at Austin, TX, USA; Department of Neurology (EEL), Yale University, New Haven, CT, USA; Division of Neurology, Department of Medicine (JO), and the Department of Medical Imaging (SS), St. Michael's Hospital, University of Toronto, Canada; Department of Neurological Sciences (AJS), Larner College of Medicine at The University of Vermont, Burlington, VT, USA., Bar-Or A; From Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics (ARM, MLM, TRF, QC, CMO, RTS), the Department of Neurology (ABO, RDS, MKS), the Department of Radiology (MB, JWS), and the Center for Biomedical Image Computing and Analytics (RTS), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, 19104, USA; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke (VL, LD, OAL, DSR, PS) and Section on Functional Imaging Methods, Laboratory of Brain and Cognition (JD), National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA; Department of Neurology (EG, BR, NLS, OAL, PS), Cedars-Sinai Medical Center, Los Angeles, CA, USA; Cleveland Clinic Lerner College of Medicine (PR, LD) and Mellen Center for Multiple Sclerosis (DO), Cleveland Clinic, Cleveland, OH, United States of America; QMENTA Inc. (PR, MR), Boston, MA, United States; Department of Neurology (CA, DP), University of Southern California, Los Angeles, CA, USA; UCSF Weill Institute for Neurosciences, Department of Neurology (EC, BAC, RGH, NP), University of California San Francisco, San Francisco, CA, USA; Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy; Neuroradiology Department, Advanced Imaging and Radiomics Center (EC), IRCCS Mondino Foundation, Pavia, Italy; Department of Neurology (PAC, ESS), Johns Hopkins University, Baltimore, MD, USA; Department of Neurology (LF), Dell Medical School, The University of Texas at Austin, TX, USA; Department of Neurology (EEL), Yale University, New Haven, CT, USA; Division of Neurology, Department of Medicine (JO), and the Department of Medical Imaging (SS), St. Michael's Hospital, University of Toronto, Canada; Department of Neurological Sciences (AJS), Larner College of Medicine at The University of Vermont, Burlington, VT, USA., Caverzasi E; From Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics (ARM, MLM, TRF, QC, CMO, RTS), the Department of Neurology (ABO, RDS, MKS), the Department of Radiology (MB, JWS), and the Center for Biomedical Image Computing and Analytics (RTS), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, 19104, USA; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke (VL, LD, OAL, DSR, PS) and Section on Functional Imaging Methods, Laboratory of Brain and Cognition (JD), National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA; Department of Neurology (EG, BR, NLS, OAL, PS), Cedars-Sinai Medical Center, Los Angeles, CA, USA; Cleveland Clinic Lerner College of Medicine (PR, LD) and Mellen Center for Multiple Sclerosis (DO), Cleveland Clinic, Cleveland, OH, United States of America; QMENTA Inc. (PR, MR), Boston, MA, United States; Department of Neurology (CA, DP), University of Southern California, Los Angeles, CA, USA; UCSF Weill Institute for Neurosciences, Department of Neurology (EC, BAC, RGH, NP), University of California San Francisco, San Francisco, CA, USA; Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy; Neuroradiology Department, Advanced Imaging and Radiomics Center (EC), IRCCS Mondino Foundation, Pavia, Italy; Department of Neurology (PAC, ESS), Johns Hopkins University, Baltimore, MD, USA; Department of Neurology (LF), Dell Medical School, The University of Texas at Austin, TX, USA; Department of Neurology (EEL), Yale University, New Haven, CT, USA; Division of Neurology, Department of Medicine (JO), and the Department of Medical Imaging (SS), St. Michael's Hospital, University of Toronto, Canada; Department of Neurological Sciences (AJS), Larner College of Medicine at The University of Vermont, Burlington, VT, USA., Calabresi PA; From Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics (ARM, MLM, TRF, QC, CMO, RTS), the Department of Neurology (ABO, RDS, MKS), the Department of Radiology (MB, JWS), and the Center for Biomedical Image Computing and Analytics (RTS), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, 19104, USA; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke (VL, LD, OAL, DSR, PS) and Section on Functional Imaging Methods, Laboratory of Brain and Cognition (JD), National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA; Department of Neurology (EG, BR, NLS, OAL, PS), Cedars-Sinai Medical Center, Los Angeles, CA, USA; Cleveland Clinic Lerner College of Medicine (PR, LD) and Mellen Center for Multiple Sclerosis (DO), Cleveland Clinic, Cleveland, OH, United States of America; QMENTA Inc. (PR, MR), Boston, MA, United States; Department of Neurology (CA, DP), University of Southern California, Los Angeles, CA, USA; UCSF Weill Institute for Neurosciences, Department of Neurology (EC, BAC, RGH, NP), University of California San Francisco, San Francisco, CA, USA; Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy; Neuroradiology Department, Advanced Imaging and Radiomics Center (EC), IRCCS Mondino Foundation, Pavia, Italy; Department of Neurology (PAC, ESS), Johns Hopkins University, Baltimore, MD, USA; Department of Neurology (LF), Dell Medical School, The University of Texas at Austin, TX, USA; Department of Neurology (EEL), Yale University, New Haven, CT, USA; Division of Neurology, Department of Medicine (JO), and the Department of Medical Imaging (SS), St. Michael's Hospital, University of Toronto, Canada; Department of Neurological Sciences (AJS), Larner College of Medicine at The University of Vermont, Burlington, VT, USA., Cree BA; From Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics (ARM, MLM, TRF, QC, CMO, RTS), the Department of Neurology (ABO, RDS, MKS), the Department of Radiology (MB, JWS), and the Center for Biomedical Image Computing and Analytics (RTS), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, 19104, USA; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke (VL, LD, OAL, DSR, PS) and Section on Functional Imaging Methods, Laboratory of Brain and Cognition (JD), National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA; Department of Neurology (EG, BR, NLS, OAL, PS), Cedars-Sinai Medical Center, Los Angeles, CA, USA; Cleveland Clinic Lerner College of Medicine (PR, LD) and Mellen Center for Multiple Sclerosis (DO), Cleveland Clinic, Cleveland, OH, United States of America; QMENTA Inc. (PR, MR), Boston, MA, United States; Department of Neurology (CA, DP), University of Southern California, Los Angeles, CA, USA; UCSF Weill Institute for Neurosciences, Department of Neurology (EC, BAC, RGH, NP), University of California San Francisco, San Francisco, CA, USA; Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy; Neuroradiology Department, Advanced Imaging and Radiomics Center (EC), IRCCS Mondino Foundation, Pavia, Italy; Department of Neurology (PAC, ESS), Johns Hopkins University, Baltimore, MD, USA; Department of Neurology (LF), Dell Medical School, The University of Texas at Austin, TX, USA; Department of Neurology (EEL), Yale University, New Haven, CT, USA; Division of Neurology, Department of Medicine (JO), and the Department of Medical Imaging (SS), St. Michael's Hospital, University of Toronto, Canada; Department of Neurological Sciences (AJS), Larner College of Medicine at The University of Vermont, Burlington, VT, USA., Freeman L; From Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics (ARM, MLM, TRF, QC, CMO, RTS), the Department of Neurology (ABO, RDS, MKS), the Department of Radiology (MB, JWS), and the Center for Biomedical Image Computing and Analytics (RTS), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, 19104, USA; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke (VL, LD, OAL, DSR, PS) and Section on Functional Imaging Methods, Laboratory of Brain and Cognition (JD), National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA; Department of Neurology (EG, BR, NLS, OAL, PS), Cedars-Sinai Medical Center, Los Angeles, CA, USA; Cleveland Clinic Lerner College of Medicine (PR, LD) and Mellen Center for Multiple Sclerosis (DO), Cleveland Clinic, Cleveland, OH, United States of America; QMENTA Inc. (PR, MR), Boston, MA, United States; Department of Neurology (CA, DP), University of Southern California, Los Angeles, CA, USA; UCSF Weill Institute for Neurosciences, Department of Neurology (EC, BAC, RGH, NP), University of California San Francisco, San Francisco, CA, USA; Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy; Neuroradiology Department, Advanced Imaging and Radiomics Center (EC), IRCCS Mondino Foundation, Pavia, Italy; Department of Neurology (PAC, ESS), Johns Hopkins University, Baltimore, MD, USA; Department of Neurology (LF), Dell Medical School, The University of Texas at Austin, TX, USA; Department of Neurology (EEL), Yale University, New Haven, CT, USA; Division of Neurology, Department of Medicine (JO), and the Department of Medical Imaging (SS), St. Michael's Hospital, University of Toronto, Canada; Department of Neurological Sciences (AJS), Larner College of Medicine at The University of Vermont, Burlington, VT, USA., Henry RG; From Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics (ARM, MLM, TRF, QC, CMO, RTS), the Department of Neurology (ABO, RDS, MKS), the Department of Radiology (MB, JWS), and the Center for Biomedical Image Computing and Analytics (RTS), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, 19104, USA; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke (VL, LD, OAL, DSR, PS) and Section on Functional Imaging Methods, Laboratory of Brain and Cognition (JD), National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA; Department of Neurology (EG, BR, NLS, OAL, PS), Cedars-Sinai Medical Center, Los Angeles, CA, USA; Cleveland Clinic Lerner College of Medicine (PR, LD) and Mellen Center for Multiple Sclerosis (DO), Cleveland Clinic, Cleveland, OH, United States of America; QMENTA Inc. (PR, MR), Boston, MA, United States; Department of Neurology (CA, DP), University of Southern California, Los Angeles, CA, USA; UCSF Weill Institute for Neurosciences, Department of Neurology (EC, BAC, RGH, NP), University of California San Francisco, San Francisco, CA, USA; Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy; Neuroradiology Department, Advanced Imaging and Radiomics Center (EC), IRCCS Mondino Foundation, Pavia, Italy; Department of Neurology (PAC, ESS), Johns Hopkins University, Baltimore, MD, USA; Department of Neurology (LF), Dell Medical School, The University of Texas at Austin, TX, USA; Department of Neurology (EEL), Yale University, New Haven, CT, USA; Division of Neurology, Department of Medicine (JO), and the Department of Medical Imaging (SS), St. Michael's Hospital, University of Toronto, Canada; Department of Neurological Sciences (AJS), Larner College of Medicine at The University of Vermont, Burlington, VT, USA., Longbrake EE; From Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics (ARM, MLM, TRF, QC, CMO, RTS), the Department of Neurology (ABO, RDS, MKS), the Department of Radiology (MB, JWS), and the Center for Biomedical Image Computing and Analytics (RTS), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, 19104, USA; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke (VL, LD, OAL, DSR, PS) and Section on Functional Imaging Methods, Laboratory of Brain and Cognition (JD), National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA; Department of Neurology (EG, BR, NLS, OAL, PS), Cedars-Sinai Medical Center, Los Angeles, CA, USA; Cleveland Clinic Lerner College of Medicine (PR, LD) and Mellen Center for Multiple Sclerosis (DO), Cleveland Clinic, Cleveland, OH, United States of America; QMENTA Inc. (PR, MR), Boston, MA, United States; Department of Neurology (CA, DP), University of Southern California, Los Angeles, CA, USA; UCSF Weill Institute for Neurosciences, Department of Neurology (EC, BAC, RGH, NP), University of California San Francisco, San Francisco, CA, USA; Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy; Neuroradiology Department, Advanced Imaging and Radiomics Center (EC), IRCCS Mondino Foundation, Pavia, Italy; Department of Neurology (PAC, ESS), Johns Hopkins University, Baltimore, MD, USA; Department of Neurology (LF), Dell Medical School, The University of Texas at Austin, TX, USA; Department of Neurology (EEL), Yale University, New Haven, CT, USA; Division of Neurology, Department of Medicine (JO), and the Department of Medical Imaging (SS), St. Michael's Hospital, University of Toronto, Canada; Department of Neurological Sciences (AJS), Larner College of Medicine at The University of Vermont, Burlington, VT, USA., Oh J; From Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics (ARM, MLM, TRF, QC, CMO, RTS), the Department of Neurology (ABO, RDS, MKS), the Department of Radiology (MB, JWS), and the Center for Biomedical Image Computing and Analytics (RTS), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, 19104, USA; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke (VL, LD, OAL, DSR, PS) and Section on Functional Imaging Methods, Laboratory of Brain and Cognition (JD), National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA; Department of Neurology (EG, BR, NLS, OAL, PS), Cedars-Sinai Medical Center, Los Angeles, CA, USA; Cleveland Clinic Lerner College of Medicine (PR, LD) and Mellen Center for Multiple Sclerosis (DO), Cleveland Clinic, Cleveland, OH, United States of America; QMENTA Inc. (PR, MR), Boston, MA, United States; Department of Neurology (CA, DP), University of Southern California, Los Angeles, CA, USA; UCSF Weill Institute for Neurosciences, Department of Neurology (EC, BAC, RGH, NP), University of California San Francisco, San Francisco, CA, USA; Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy; Neuroradiology Department, Advanced Imaging and Radiomics Center (EC), IRCCS Mondino Foundation, Pavia, Italy; Department of Neurology (PAC, ESS), Johns Hopkins University, Baltimore, MD, USA; Department of Neurology (LF), Dell Medical School, The University of Texas at Austin, TX, USA; Department of Neurology (EEL), Yale University, New Haven, CT, USA; Division of Neurology, Department of Medicine (JO), and the Department of Medical Imaging (SS), St. Michael's Hospital, University of Toronto, Canada; Department of Neurological Sciences (AJS), Larner College of Medicine at The University of Vermont, Burlington, VT, USA., Papinutto N; From Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics (ARM, MLM, TRF, QC, CMO, RTS), the Department of Neurology (ABO, RDS, MKS), the Department of Radiology (MB, JWS), and the Center for Biomedical Image Computing and Analytics (RTS), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, 19104, USA; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke (VL, LD, OAL, DSR, PS) and Section on Functional Imaging Methods, Laboratory of Brain and Cognition (JD), National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA; Department of Neurology (EG, BR, NLS, OAL, PS), Cedars-Sinai Medical Center, Los Angeles, CA, USA; Cleveland Clinic Lerner College of Medicine (PR, LD) and Mellen Center for Multiple Sclerosis (DO), Cleveland Clinic, Cleveland, OH, United States of America; QMENTA Inc. (PR, MR), Boston, MA, United States; Department of Neurology (CA, DP), University of Southern California, Los Angeles, CA, USA; UCSF Weill Institute for Neurosciences, Department of Neurology (EC, BAC, RGH, NP), University of California San Francisco, San Francisco, CA, USA; Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy; Neuroradiology Department, Advanced Imaging and Radiomics Center (EC), IRCCS Mondino Foundation, Pavia, Italy; Department of Neurology (PAC, ESS), Johns Hopkins University, Baltimore, MD, USA; Department of Neurology (LF), Dell Medical School, The University of Texas at Austin, TX, USA; Department of Neurology (EEL), Yale University, New Haven, CT, USA; Division of Neurology, Department of Medicine (JO), and the Department of Medical Imaging (SS), St. Michael's Hospital, University of Toronto, Canada; Department of Neurological Sciences (AJS), Larner College of Medicine at The University of Vermont, Burlington, VT, USA., Pelletier D; From Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics (ARM, MLM, TRF, QC, CMO, RTS), the Department of Neurology (ABO, RDS, MKS), the Department of Radiology (MB, JWS), and the Center for Biomedical Image Computing and Analytics (RTS), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, 19104, USA; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke (VL, LD, OAL, DSR, PS) and Section on Functional Imaging Methods, Laboratory of Brain and Cognition (JD), National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA; Department of Neurology (EG, BR, NLS, OAL, PS), Cedars-Sinai Medical Center, Los Angeles, CA, USA; Cleveland Clinic Lerner College of Medicine (PR, LD) and Mellen Center for Multiple Sclerosis (DO), Cleveland Clinic, Cleveland, OH, United States of America; QMENTA Inc. (PR, MR), Boston, MA, United States; Department of Neurology (CA, DP), University of Southern California, Los Angeles, CA, USA; UCSF Weill Institute for Neurosciences, Department of Neurology (EC, BAC, RGH, NP), University of California San Francisco, San Francisco, CA, USA; Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy; Neuroradiology Department, Advanced Imaging and Radiomics Center (EC), IRCCS Mondino Foundation, Pavia, Italy; Department of Neurology (PAC, ESS), Johns Hopkins University, Baltimore, MD, USA; Department of Neurology (LF), Dell Medical School, The University of Texas at Austin, TX, USA; Department of Neurology (EEL), Yale University, New Haven, CT, USA; Division of Neurology, Department of Medicine (JO), and the Department of Medical Imaging (SS), St. Michael's Hospital, University of Toronto, Canada; Department of Neurological Sciences (AJS), Larner College of Medicine at The University of Vermont, Burlington, VT, USA., Samudralwar RD; From Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics (ARM, MLM, TRF, QC, CMO, RTS), the Department of Neurology (ABO, RDS, MKS), the Department of Radiology (MB, JWS), and the Center for Biomedical Image Computing and Analytics (RTS), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, 19104, USA; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke (VL, LD, OAL, DSR, PS) and Section on Functional Imaging Methods, Laboratory of Brain and Cognition (JD), National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA; Department of Neurology (EG, BR, NLS, OAL, PS), Cedars-Sinai Medical Center, Los Angeles, CA, USA; Cleveland Clinic Lerner College of Medicine (PR, LD) and Mellen Center for Multiple Sclerosis (DO), Cleveland Clinic, Cleveland, OH, United States of America; QMENTA Inc. (PR, MR), Boston, MA, United States; Department of Neurology (CA, DP), University of Southern California, Los Angeles, CA, USA; UCSF Weill Institute for Neurosciences, Department of Neurology (EC, BAC, RGH, NP), University of California San Francisco, San Francisco, CA, USA; Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy; Neuroradiology Department, Advanced Imaging and Radiomics Center (EC), IRCCS Mondino Foundation, Pavia, Italy; Department of Neurology (PAC, ESS), Johns Hopkins University, Baltimore, MD, USA; Department of Neurology (LF), Dell Medical School, The University of Texas at Austin, TX, USA; Department of Neurology (EEL), Yale University, New Haven, CT, USA; Division of Neurology, Department of Medicine (JO), and the Department of Medical Imaging (SS), St. Michael's Hospital, University of Toronto, Canada; Department of Neurological Sciences (AJS), Larner College of Medicine at The University of Vermont, Burlington, VT, USA., Suthiphosuwan S; From Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics (ARM, MLM, TRF, QC, CMO, RTS), the Department of Neurology (ABO, RDS, MKS), the Department of Radiology (MB, JWS), and the Center for Biomedical Image Computing and Analytics (RTS), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, 19104, USA; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke (VL, LD, OAL, DSR, PS) and Section on Functional Imaging Methods, Laboratory of Brain and Cognition (JD), National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA; Department of Neurology (EG, BR, NLS, OAL, PS), Cedars-Sinai Medical Center, Los Angeles, CA, USA; Cleveland Clinic Lerner College of Medicine (PR, LD) and Mellen Center for Multiple Sclerosis (DO), Cleveland Clinic, Cleveland, OH, United States of America; QMENTA Inc. (PR, MR), Boston, MA, United States; Department of Neurology (CA, DP), University of Southern California, Los Angeles, CA, USA; UCSF Weill Institute for Neurosciences, Department of Neurology (EC, BAC, RGH, NP), University of California San Francisco, San Francisco, CA, USA; Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy; Neuroradiology Department, Advanced Imaging and Radiomics Center (EC), IRCCS Mondino Foundation, Pavia, Italy; Department of Neurology (PAC, ESS), Johns Hopkins University, Baltimore, MD, USA; Department of Neurology (LF), Dell Medical School, The University of Texas at Austin, TX, USA; Department of Neurology (EEL), Yale University, New Haven, CT, USA; Division of Neurology, Department of Medicine (JO), and the Department of Medical Imaging (SS), St. Michael's Hospital, University of Toronto, Canada; Department of Neurological Sciences (AJS), Larner College of Medicine at The University of Vermont, Burlington, VT, USA., Schindler MK; From Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics (ARM, MLM, TRF, QC, CMO, RTS), the Department of Neurology (ABO, RDS, MKS), the Department of Radiology (MB, JWS), and the Center for Biomedical Image Computing and Analytics (RTS), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, 19104, USA; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke (VL, LD, OAL, DSR, PS) and Section on Functional Imaging Methods, Laboratory of Brain and Cognition (JD), National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA; Department of Neurology (EG, BR, NLS, OAL, PS), Cedars-Sinai Medical Center, Los Angeles, CA, USA; Cleveland Clinic Lerner College of Medicine (PR, LD) and Mellen Center for Multiple Sclerosis (DO), Cleveland Clinic, Cleveland, OH, United States of America; QMENTA Inc. (PR, MR), Boston, MA, United States; Department of Neurology (CA, DP), University of Southern California, Los Angeles, CA, USA; UCSF Weill Institute for Neurosciences, Department of Neurology (EC, BAC, RGH, NP), University of California San Francisco, San Francisco, CA, USA; Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy; Neuroradiology Department, Advanced Imaging and Radiomics Center (EC), IRCCS Mondino Foundation, Pavia, Italy; Department of Neurology (PAC, ESS), Johns Hopkins University, Baltimore, MD, USA; Department of Neurology (LF), Dell Medical School, The University of Texas at Austin, TX, USA; Department of Neurology (EEL), Yale University, New Haven, CT, USA; Division of Neurology, Department of Medicine (JO), and the Department of Medical Imaging (SS), St. Michael's Hospital, University of Toronto, Canada; Department of Neurological Sciences (AJS), Larner College of Medicine at The University of Vermont, Burlington, VT, USA., Bilello M; From Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics (ARM, MLM, TRF, QC, CMO, RTS), the Department of Neurology (ABO, RDS, MKS), the Department of Radiology (MB, JWS), and the Center for Biomedical Image Computing and Analytics (RTS), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, 19104, USA; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke (VL, LD, OAL, DSR, PS) and Section on Functional Imaging Methods, Laboratory of Brain and Cognition (JD), National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA; Department of Neurology (EG, BR, NLS, OAL, PS), Cedars-Sinai Medical Center, Los Angeles, CA, USA; Cleveland Clinic Lerner College of Medicine (PR, LD) and Mellen Center for Multiple Sclerosis (DO), Cleveland Clinic, Cleveland, OH, United States of America; QMENTA Inc. (PR, MR), Boston, MA, United States; Department of Neurology (CA, DP), University of Southern California, Los Angeles, CA, USA; UCSF Weill Institute for Neurosciences, Department of Neurology (EC, BAC, RGH, NP), University of California San Francisco, San Francisco, CA, USA; Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy; Neuroradiology Department, Advanced Imaging and Radiomics Center (EC), IRCCS Mondino Foundation, Pavia, Italy; Department of Neurology (PAC, ESS), Johns Hopkins University, Baltimore, MD, USA; Department of Neurology (LF), Dell Medical School, The University of Texas at Austin, TX, USA; Department of Neurology (EEL), Yale University, New Haven, CT, USA; Division of Neurology, Department of Medicine (JO), and the Department of Medical Imaging (SS), St. Michael's Hospital, University of Toronto, Canada; Department of Neurological Sciences (AJS), Larner College of Medicine at The University of Vermont, Burlington, VT, USA., Song JW; From Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics (ARM, MLM, TRF, QC, CMO, RTS), the Department of Neurology (ABO, RDS, MKS), the Department of Radiology (MB, JWS), and the Center for Biomedical Image Computing and Analytics (RTS), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, 19104, USA; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke (VL, LD, OAL, DSR, PS) and Section on Functional Imaging Methods, Laboratory of Brain and Cognition (JD), National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA; Department of Neurology (EG, BR, NLS, OAL, PS), Cedars-Sinai Medical Center, Los Angeles, CA, USA; Cleveland Clinic Lerner College of Medicine (PR, LD) and Mellen Center for Multiple Sclerosis (DO), Cleveland Clinic, Cleveland, OH, United States of America; QMENTA Inc. (PR, MR), Boston, MA, United States; Department of Neurology (CA, DP), University of Southern California, Los Angeles, CA, USA; UCSF Weill Institute for Neurosciences, Department of Neurology (EC, BAC, RGH, NP), University of California San Francisco, San Francisco, CA, USA; Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy; Neuroradiology Department, Advanced Imaging and Radiomics Center (EC), IRCCS Mondino Foundation, Pavia, Italy; Department of Neurology (PAC, ESS), Johns Hopkins University, Baltimore, MD, USA; Department of Neurology (LF), Dell Medical School, The University of Texas at Austin, TX, USA; Department of Neurology (EEL), Yale University, New Haven, CT, USA; Division of Neurology, Department of Medicine (JO), and the Department of Medical Imaging (SS), St. Michael's Hospital, University of Toronto, Canada; Department of Neurological Sciences (AJS), Larner College of Medicine at The University of Vermont, Burlington, VT, USA., Sotirchos ES; From Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics (ARM, MLM, TRF, QC, CMO, RTS), the Department of Neurology (ABO, RDS, MKS), the Department of Radiology (MB, JWS), and the Center for Biomedical Image Computing and Analytics (RTS), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, 19104, USA; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke (VL, LD, OAL, DSR, PS) and Section on Functional Imaging Methods, Laboratory of Brain and Cognition (JD), National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA; Department of Neurology (EG, BR, NLS, OAL, PS), Cedars-Sinai Medical Center, Los Angeles, CA, USA; Cleveland Clinic Lerner College of Medicine (PR, LD) and Mellen Center for Multiple Sclerosis (DO), Cleveland Clinic, Cleveland, OH, United States of America; QMENTA Inc. (PR, MR), Boston, MA, United States; Department of Neurology (CA, DP), University of Southern California, Los Angeles, CA, USA; UCSF Weill Institute for Neurosciences, Department of Neurology (EC, BAC, RGH, NP), University of California San Francisco, San Francisco, CA, USA; Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy; Neuroradiology Department, Advanced Imaging and Radiomics Center (EC), IRCCS Mondino Foundation, Pavia, Italy; Department of Neurology (PAC, ESS), Johns Hopkins University, Baltimore, MD, USA; Department of Neurology (LF), Dell Medical School, The University of Texas at Austin, TX, USA; Department of Neurology (EEL), Yale University, New Haven, CT, USA; Division of Neurology, Department of Medicine (JO), and the Department of Medical Imaging (SS), St. Michael's Hospital, University of Toronto, Canada; Department of Neurological Sciences (AJS), Larner College of Medicine at The University of Vermont, Burlington, VT, USA., Sicotte NL; From Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics (ARM, MLM, TRF, QC, CMO, RTS), the Department of Neurology (ABO, RDS, MKS), the Department of Radiology (MB, JWS), and the Center for Biomedical Image Computing and Analytics (RTS), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, 19104, USA; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke (VL, LD, OAL, DSR, PS) and Section on Functional Imaging Methods, Laboratory of Brain and Cognition (JD), National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA; Department of Neurology (EG, BR, NLS, OAL, PS), Cedars-Sinai Medical Center, Los Angeles, CA, USA; Cleveland Clinic Lerner College of Medicine (PR, LD) and Mellen Center for Multiple Sclerosis (DO), Cleveland Clinic, Cleveland, OH, United States of America; QMENTA Inc. (PR, MR), Boston, MA, United States; Department of Neurology (CA, DP), University of Southern California, Los Angeles, CA, USA; UCSF Weill Institute for Neurosciences, Department of Neurology (EC, BAC, RGH, NP), University of California San Francisco, San Francisco, CA, USA; Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy; Neuroradiology Department, Advanced Imaging and Radiomics Center (EC), IRCCS Mondino Foundation, Pavia, Italy; Department of Neurology (PAC, ESS), Johns Hopkins University, Baltimore, MD, USA; Department of Neurology (LF), Dell Medical School, The University of Texas at Austin, TX, USA; Department of Neurology (EEL), Yale University, New Haven, CT, USA; Division of Neurology, Department of Medicine (JO), and the Department of Medical Imaging (SS), St. Michael's Hospital, University of Toronto, Canada; Department of Neurological Sciences (AJS), Larner College of Medicine at The University of Vermont, Burlington, VT, USA., Al-Louzi O; From Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics (ARM, MLM, TRF, QC, CMO, RTS), the Department of Neurology (ABO, RDS, MKS), the Department of Radiology (MB, JWS), and the Center for Biomedical Image Computing and Analytics (RTS), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, 19104, USA; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke (VL, LD, OAL, DSR, PS) and Section on Functional Imaging Methods, Laboratory of Brain and Cognition (JD), National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA; Department of Neurology (EG, BR, NLS, OAL, PS), Cedars-Sinai Medical Center, Los Angeles, CA, USA; Cleveland Clinic Lerner College of Medicine (PR, LD) and Mellen Center for Multiple Sclerosis (DO), Cleveland Clinic, Cleveland, OH, United States of America; QMENTA Inc. (PR, MR), Boston, MA, United States; Department of Neurology (CA, DP), University of Southern California, Los Angeles, CA, USA; UCSF Weill Institute for Neurosciences, Department of Neurology (EC, BAC, RGH, NP), University of California San Francisco, San Francisco, CA, USA; Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy; Neuroradiology Department, Advanced Imaging and Radiomics Center (EC), IRCCS Mondino Foundation, Pavia, Italy; Department of Neurology (PAC, ESS), Johns Hopkins University, Baltimore, MD, USA; Department of Neurology (LF), Dell Medical School, The University of Texas at Austin, TX, USA; Department of Neurology (EEL), Yale University, New Haven, CT, USA; Division of Neurology, Department of Medicine (JO), and the Department of Medical Imaging (SS), St. Michael's Hospital, University of Toronto, Canada; Department of Neurological Sciences (AJS), Larner College of Medicine at The University of Vermont, Burlington, VT, USA., Solomon AJ; From Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics (ARM, MLM, TRF, QC, CMO, RTS), the Department of Neurology (ABO, RDS, MKS), the Department of Radiology (MB, JWS), and the Center for Biomedical Image Computing and Analytics (RTS), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, 19104, USA; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke (VL, LD, OAL, DSR, PS) and Section on Functional Imaging Methods, Laboratory of Brain and Cognition (JD), National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA; Department of Neurology (EG, BR, NLS, OAL, PS), Cedars-Sinai Medical Center, Los Angeles, CA, USA; Cleveland Clinic Lerner College of Medicine (PR, LD) and Mellen Center for Multiple Sclerosis (DO), Cleveland Clinic, Cleveland, OH, United States of America; QMENTA Inc. (PR, MR), Boston, MA, United States; Department of Neurology (CA, DP), University of Southern California, Los Angeles, CA, USA; UCSF Weill Institute for Neurosciences, Department of Neurology (EC, BAC, RGH, NP), University of California San Francisco, San Francisco, CA, USA; Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy; Neuroradiology Department, Advanced Imaging and Radiomics Center (EC), IRCCS Mondino Foundation, Pavia, Italy; Department of Neurology (PAC, ESS), Johns Hopkins University, Baltimore, MD, USA; Department of Neurology (LF), Dell Medical School, The University of Texas at Austin, TX, USA; Department of Neurology (EEL), Yale University, New Haven, CT, USA; Division of Neurology, Department of Medicine (JO), and the Department of Medical Imaging (SS), St. Michael's Hospital, University of Toronto, Canada; Department of Neurological Sciences (AJS), Larner College of Medicine at The University of Vermont, Burlington, VT, USA., Reich DS; From Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics (ARM, MLM, TRF, QC, CMO, RTS), the Department of Neurology (ABO, RDS, MKS), the Department of Radiology (MB, JWS), and the Center for Biomedical Image Computing and Analytics (RTS), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, 19104, USA; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke (VL, LD, OAL, DSR, PS) and Section on Functional Imaging Methods, Laboratory of Brain and Cognition (JD), National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA; Department of Neurology (EG, BR, NLS, OAL, PS), Cedars-Sinai Medical Center, Los Angeles, CA, USA; Cleveland Clinic Lerner College of Medicine (PR, LD) and Mellen Center for Multiple Sclerosis (DO), Cleveland Clinic, Cleveland, OH, United States of America; QMENTA Inc. (PR, MR), Boston, MA, United States; Department of Neurology (CA, DP), University of Southern California, Los Angeles, CA, USA; UCSF Weill Institute for Neurosciences, Department of Neurology (EC, BAC, RGH, NP), University of California San Francisco, San Francisco, CA, USA; Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy; Neuroradiology Department, Advanced Imaging and Radiomics Center (EC), IRCCS Mondino Foundation, Pavia, Italy; Department of Neurology (PAC, ESS), Johns Hopkins University, Baltimore, MD, USA; Department of Neurology (LF), Dell Medical School, The University of Texas at Austin, TX, USA; Department of Neurology (EEL), Yale University, New Haven, CT, USA; Division of Neurology, Department of Medicine (JO), and the Department of Medical Imaging (SS), St. Michael's Hospital, University of Toronto, Canada; Department of Neurological Sciences (AJS), Larner College of Medicine at The University of Vermont, Burlington, VT, USA., Ontaneda D; From Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics (ARM, MLM, TRF, QC, CMO, RTS), the Department of Neurology (ABO, RDS, MKS), the Department of Radiology (MB, JWS), and the Center for Biomedical Image Computing and Analytics (RTS), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, 19104, USA; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke (VL, LD, OAL, DSR, PS) and Section on Functional Imaging Methods, Laboratory of Brain and Cognition (JD), National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA; Department of Neurology (EG, BR, NLS, OAL, PS), Cedars-Sinai Medical Center, Los Angeles, CA, USA; Cleveland Clinic Lerner College of Medicine (PR, LD) and Mellen Center for Multiple Sclerosis (DO), Cleveland Clinic, Cleveland, OH, United States of America; QMENTA Inc. (PR, MR), Boston, MA, United States; Department of Neurology (CA, DP), University of Southern California, Los Angeles, CA, USA; UCSF Weill Institute for Neurosciences, Department of Neurology (EC, BAC, RGH, NP), University of California San Francisco, San Francisco, CA, USA; Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy; Neuroradiology Department, Advanced Imaging and Radiomics Center (EC), IRCCS Mondino Foundation, Pavia, Italy; Department of Neurology (PAC, ESS), Johns Hopkins University, Baltimore, MD, USA; Department of Neurology (LF), Dell Medical School, The University of Texas at Austin, TX, USA; Department of Neurology (EEL), Yale University, New Haven, CT, USA; Division of Neurology, Department of Medicine (JO), and the Department of Medical Imaging (SS), St. Michael's Hospital, University of Toronto, Canada; Department of Neurological Sciences (AJS), Larner College of Medicine at The University of Vermont, Burlington, VT, USA., Sati P; From Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics (ARM, MLM, TRF, QC, CMO, RTS), the Department of Neurology (ABO, RDS, MKS), the Department of Radiology (MB, JWS), and the Center for Biomedical Image Computing and Analytics (RTS), University of Pennsylvania Perelman School of Medicine, Philadelphia, PA, 19104, USA; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke (VL, LD, OAL, DSR, PS) and Section on Functional Imaging Methods, Laboratory of Brain and Cognition (JD), National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA; Department of Neurology (EG, BR, NLS, OAL, PS), Cedars-Sinai Medical Center, Los Angeles, CA, USA; Cleveland Clinic Lerner College of Medicine (PR, LD) and Mellen Center for Multiple Sclerosis (DO), Cleveland Clinic, Cleveland, OH, United States of America; QMENTA Inc. (PR, MR), Boston, MA, United States; Department of Neurology (CA, DP), University of Southern California, Los Angeles, CA, USA; UCSF Weill Institute for Neurosciences, Department of Neurology (EC, BAC, RGH, NP), University of California San Francisco, San Francisco, CA, USA; Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy; Neuroradiology Department, Advanced Imaging and Radiomics Center (EC), IRCCS Mondino Foundation, Pavia, Italy; Department of Neurology (PAC, ESS), Johns Hopkins University, Baltimore, MD, USA; Department of Neurology (LF), Dell Medical School, The University of Texas at Austin, TX, USA; Department of Neurology (EEL), Yale University, New Haven, CT, USA; Division of Neurology, Department of Medicine (JO), and the Department of Medical Imaging (SS), St. Michael's Hospital, University of Toronto, Canada; Department of Neurological Sciences (AJS), Larner College of Medicine at The University of Vermont, Burlington, VT, USA., Shinohara RT
Publikováno v:
AJNR. American journal of neuroradiology [AJNR Am J Neuroradiol] 2024 Sep 27. Date of Electronic Publication: 2024 Sep 27.
Autor:
Shafiei G; Penn Lifespan Informatics and Neuroimaging Center, University of Pennsylvania, Philadelphia, Pennsylvania; Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania; Lifespan Brain Institute of Perelman School of Medicine and Children's Hospital of Philadelphia, University of Pennsylvania, Philadelphia, Pennsylvania., Keller AS; Penn Lifespan Informatics and Neuroimaging Center, University of Pennsylvania, Philadelphia, Pennsylvania; Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania; Lifespan Brain Institute of Perelman School of Medicine and Children's Hospital of Philadelphia, University of Pennsylvania, Philadelphia, Pennsylvania., Bertolero M; Penn Lifespan Informatics and Neuroimaging Center, University of Pennsylvania, Philadelphia, Pennsylvania; Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania; Lifespan Brain Institute of Perelman School of Medicine and Children's Hospital of Philadelphia, University of Pennsylvania, Philadelphia, Pennsylvania., Shanmugan S; Penn Lifespan Informatics and Neuroimaging Center, University of Pennsylvania, Philadelphia, Pennsylvania; Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania; Lifespan Brain Institute of Perelman School of Medicine and Children's Hospital of Philadelphia, University of Pennsylvania, Philadelphia, Pennsylvania., Bassett DS; Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania; Department of Bioengineering, School of Engineering and Applied Sciences, University of Pennsylvania, Philadelphia, Pennsylvania; Department of Physics & Astronomy, College of Arts and Sciences, University of Pennsylvania, Philadelphia, Pennsylvania; Department of Neurology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania; Department of Electrical & Systems Engineering, School of Engineering and Applied Sciences, University of Pennsylvania, Philadelphia, Pennsylvania; Santa Fe Institute, Santa Fe, New Mexico., Chen AA; Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania, Philadelphia, Pennsylvania., Covitz S; Penn Lifespan Informatics and Neuroimaging Center, University of Pennsylvania, Philadelphia, Pennsylvania; Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania; Lifespan Brain Institute of Perelman School of Medicine and Children's Hospital of Philadelphia, University of Pennsylvania, Philadelphia, Pennsylvania., Houghton A; Masonic Institute for the Developing Brain, University of Minnesota, Minneapolis, Minnesota., Luo A; Penn Lifespan Informatics and Neuroimaging Center, University of Pennsylvania, Philadelphia, Pennsylvania; Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania; Lifespan Brain Institute of Perelman School of Medicine and Children's Hospital of Philadelphia, University of Pennsylvania, Philadelphia, Pennsylvania., Mehta K; Penn Lifespan Informatics and Neuroimaging Center, University of Pennsylvania, Philadelphia, Pennsylvania; Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania; Lifespan Brain Institute of Perelman School of Medicine and Children's Hospital of Philadelphia, University of Pennsylvania, Philadelphia, Pennsylvania., Salo T; Penn Lifespan Informatics and Neuroimaging Center, University of Pennsylvania, Philadelphia, Pennsylvania; Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania; Lifespan Brain Institute of Perelman School of Medicine and Children's Hospital of Philadelphia, University of Pennsylvania, Philadelphia, Pennsylvania., Shinohara RT; Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, and Informatics, University of Pennsylvania, Philadelphia, Pennsylvania., Fair D; Masonic Institute for the Developing Brain, University of Minnesota, Minneapolis, Minnesota; Institute of Child Development, College of Education and Human Development, Department of Pediatrics, Medical School, University of Minnesota, Minneapolis, Minnesota., Hallquist MN; Department of Psychology and Neuroscience, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina., Satterthwaite TD; Penn Lifespan Informatics and Neuroimaging Center, University of Pennsylvania, Philadelphia, Pennsylvania; Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania; Lifespan Brain Institute of Perelman School of Medicine and Children's Hospital of Philadelphia, University of Pennsylvania, Philadelphia, Pennsylvania. Electronic address: sattertt@pennmedicine.upenn.edu.
Publikováno v:
Biological psychiatry [Biol Psychiatry] 2024 Sep 15; Vol. 96 (6), pp. 486-494. Date of Electronic Publication: 2024 Mar 07.
Autor:
Bagnato F; Neuroimaging Unit, Neuroimmunology Division, Department of Neurology, Vanderbilt University Medical Center, Nashville, TN 37212, USA.; Department of Neurology, Nashville VA Medical Center, Tennessee Valley Healthcare System, Nashville, TN 37212, USA., Sati P; Neuroimaging Program, Department of Neurology, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA., Hemond CC; Department of Neurology, University of Massachusetts Chan Medical School, Worcester, MA 01655, USA., Elliott C; NeuroRx Research, Montréal, QC H2X 3P9, Canada., Gauthier SA; Department of Neurology, Weill Cornell Medicine, New York, NY 10021, USA., Harrison DM; Department of Neurology, University of Maryland School of Medicine, Baltimore, MD 21201, USA.; Department of Neurology, Baltimore VA Medical Center, VA Maryland Healthcare System, Baltimore, MD 21201, USA., Mainero C; Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02115, USA., Oh J; Division of Neurology, St. Michael's Hospital, University of Toronto, Toronto, ON M5S, Canada., Pitt D; Department of Neurology, Yale School of Medicine, New Haven, CT 06510, USA., Shinohara RT; Penn Statistics in Imaging and Visualization Endeavor, Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA.; Center for Biomedical Image Computing and Analytics, Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA., Smith SA; Department of Radiology and Radiological Sciences, Vanderbilt University Institute of Imaging Science, Vanderbilt University Medical Center, Nashville, TN 37235, USA., Trapp B; Department on Neurosciences, Lerner Research Institute, Cleveland Clinic, Cleveland, OH 44195, USA., Azevedo CJ; Department of Neurology, Keck School of Medicine of the University of Southern California, Los Angeles, CA 90007, USA., Calabresi PA; Departments of Neurology and Neuroscience, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA., Henry RG; Weill Institute for Neurosciences, Department of Neurology, University of California, San Francisco, CA 94158, USA., Laule C; Department of Radiology, University of British Columbia, Vancouver, BC V6T 1Z4, Canada.; Department of Pathology & Laboratory Medicine, University of British Columbia, Vancouver, BC V6T 1Z4, Canada.; Department of Physics and Astronomy, University of British Columbia, Vancouver, BC V6T 1Z4, Canada.; International Collaboration on Repair Discoveries (ICORD), University of British Columbia, Vancouver, BC V6T 1Z4, Canada., Ontaneda D; Mellen Center for Multiple Sclerosis, Cleveland Clinic, Cleveland, OH 44195, USA., Rooney WD; Advanced Imaging Research Center, Oregon Health and Science University, Portland, OR 97239, USA., Sicotte NL; Department of Neurology, Cedars-Sinai Medical Center, Los Angeles, CA 90048, USA., Reich DS; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD 20892, USA., Absinta M; Departments of Neurology and Neuroscience, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA.; Translational Neuropathology Unit, Division of Neuroscience, Institute of Experimental Neurology, Vita-Salute San Raffaele University and IRCCS San Raffaele Scientific Institute, Milan, 20132, Italy.
Publikováno v:
Brain : a journal of neurology [Brain] 2024 Sep 03; Vol. 147 (9), pp. 2913-2933.
Autor:
Toljan K; Department of Neurology, Neurological Institute, Cleveland Clinic, Cleveland, OH, USA.; Mellen Center for Multiple Sclerosis Treatment and Research, Neurological Institute, Cleveland Clinic, Cleveland, OH, USA., Daboul L; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA.; Cleveland Clinic Lerner College of Medicine, Cleveland, OH, USA/Department of Neurology, Brigham and Women's Hospital, MA, USA., Raza P; Mellen Center for Multiple Sclerosis Treatment and Research, Neurological Institute, Cleveland Clinic, Cleveland, OH, USA., Martin ML; Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.; Penn Statistics in Imaging and Visualization Endeavor, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA., Cao Q; Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.; Penn Statistics in Imaging and Visualization Endeavor, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA., O'Donnell CM; Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.; Penn Statistics in Imaging and Visualization Endeavor, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA., Rodrigues P; QMENTA, Boston, MA, USA., Derbyshire J; Functional MRI Facility, National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA., Azevedo CJ; Department of Neurology, University of Southern California, Los Angeles, CA, USA., Bar-Or A; Department of Neurology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA., Caverzasi E; Weill Institute for Neurosciences, Department of Neurology, University of California at San Francisco, San Francisco, CA, USA.; Department of Brain and Behavioral Sciences, University of Pavia, Pavia, Italy., Calabresi PA; Department of Neurology, Johns Hopkins University, Baltimore, MD, USA., Cree BA; Weill Institute for Neurosciences, Department of Neurology, University of California at San Francisco, San Francisco, CA, USA., Freeman L; Department of Neurology, Dell Medical School, University of Texas at Austin, Austin, TX, USA., Henry RG; Weill Institute for Neurosciences, Department of Neurology, University of California at San Francisco, San Francisco, CA, USA., Longbrake EE; Department of Neurology, Yale University, New Haven, CT, USA., Oh J; Division of Neurology, St. Michael's Hospital, University of Toronto, Toronto, ON, Canada., Papinutto N; Weill Institute for Neurosciences, Department of Neurology, University of California at San Francisco, San Francisco, CA, USA., Pelletier D; Department of Neurology, University of Southern California, Los Angeles, CA, USA., Samudralwar RD; Department of Neurology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.; Department of Neurology, University of Texas Health Science Center, Houston, TX, USA., Schindler MK; Department of Neurology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA., Sotirchos ES; Department of Neurology, Johns Hopkins University, Baltimore, MD, USA., Sicotte NL; Department of Neurology, Cedars-Sinai Medical Center, Los Angeles, CA, USA., Solomon AJ; Department of Neurological Sciences, Larner College of Medicine, University of Vermont, Burlington, VT, USA., Shinohara RT; Department of Biostatistics, Epidemiology, and Informatics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.; Penn Statistics in Imaging and Visualization Endeavor, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.; Center for Biomedical Image Computing and Analytics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA., Reich DS; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA., Sati P; Translational Neuroradiology Section, National Institute of Neurological Disorders and Stroke, National Institutes of Health, Bethesda, MD, USA.; Department of Neurology, Cedars-Sinai Medical Center, Los Angeles, CA, USA., Ontaneda D; Mellen Center for Multiple Sclerosis Treatment and Research, Neurological Institute, Cleveland Clinic, Cleveland, OH, USA.
Publikováno v:
Multiple sclerosis (Houndmills, Basingstoke, England) [Mult Scler] 2024 Sep; Vol. 30 (10), pp. 1268-1277. Date of Electronic Publication: 2024 Sep 05.
Autor:
Kwak S; University of Pennsylvania, Perelman School of Medicine, Department of Radiology, Philadelphia, Pennsylvania, United States.; University of Pennsylvania, Perelman School of Medicine, Center for Biomedical Image Computing and Analytics, Philadelphia, Pennsylvania, United States., Akbari H; Santa Clara University, School of Engineering, Department of Bioengineering, Santa Clara, California, United States., Garcia JA; University of Pennsylvania, Perelman School of Medicine, Department of Radiology, Philadelphia, Pennsylvania, United States.; University of Pennsylvania, Perelman School of Medicine, Center for Biomedical Image Computing and Analytics, Philadelphia, Pennsylvania, United States., Mohan S; University of Pennsylvania, Perelman School of Medicine, Department of Radiology, Philadelphia, Pennsylvania, United States.; University of Pennsylvania, Perelman School of Medicine, Center for Biomedical Image Computing and Analytics, Philadelphia, Pennsylvania, United States., Dicker Y; Columbia University, School of Engineering, Department of Computer Science, New York, United States., Sako C; University of Pennsylvania, Perelman School of Medicine, Department of Radiology, Philadelphia, Pennsylvania, United States.; University of Pennsylvania, Perelman School of Medicine, Center for Biomedical Image Computing and Analytics, Philadelphia, Pennsylvania, United States., Matsumoto Y; University of Pennsylvania, Perelman School of Medicine, Department of Radiology, Philadelphia, Pennsylvania, United States., Nasrallah MP; University of Pennsylvania, Perelman School of Medicine, Department of Radiology, Philadelphia, Pennsylvania, United States.; University of Pennsylvania, Perelman School of Medicine, Department of Pathology and Laboratory Medicine, Philadelphia, Pennsylvania, United States., Shalaby M; Mercy Catholic Medical Center, Department of Radiology, Philadelphia, Pennsylvania, United States., O'Rourke DM; University of Pennsylvania, Perelman School of Medicine, Department of Neurosurgery, Philadelphia, Pennsylvania, United States., Shinohara RT; University of Pennsylvania, Perelman School of Medicine, Center for Biomedical Image Computing and Analytics, Philadelphia, Pennsylvania, United States.; University of Pennsylvania, Perelman School of Medicine, Department of Biostatistics and Epidemiology, Philadelphia, Pennsylvania, United States., Liu F; University of Pennsylvania, Perelman School of Medicine, Department of Biostatistics and Epidemiology, Philadelphia, Pennsylvania, United States., Badve C; Case Western Reserve University, University Hospitals Cleveland Medical Center, Department of Radiology, Cleveland, Ohio, United States., Barnholtz-Sloan JS; National Cancer Institute, Center for Biomedical Informatics and Information Technology, Division of Cancer Epidemiology and Genetics, Bethesda, Maryland, United States., Sloan AE; Piedmont Healthcare, Division of Neuroscience, Atlanta, Georgia, United States., Lee M; NYU Grossman School of Medicine, Department of Radiology, New York, United States., Jain R; NYU Grossman School of Medicine, Department of Radiology, New York, United States.; NYU Grossman School of Medicine, Department of Neurosurgery, New York, United States., Cepeda S; University Hospital Río Hortega, Valladolid, Spain., Chakravarti A; Ohio State University Wexner Medical Center, Department of Radiation Oncology, Columbus, Ohio, United States., Palmer JD; Ohio State University Wexner Medical Center, Department of Radiation Oncology, Columbus, Ohio, United States., Dicker AP; Thomas Jefferson University, Sidney Kimmel Cancer Center, Department of Radiation Oncology, Philadelphia, Pennsylvania, United States., Shukla G; Thomas Jefferson University, Sidney Kimmel Cancer Center, Department of Radiation Oncology, Philadelphia, Pennsylvania, United States., Flanders AE; Thomas Jefferson University, Sidney Kimmel Cancer Center, Department of Radiation Oncology, Philadelphia, Pennsylvania, United States., Shi W; Thomas Jefferson University, Sidney Kimmel Cancer Center, Department of Radiation Oncology, Philadelphia, Pennsylvania, United States., Woodworth GF; University of Maryland, School of Medicine, Department of Neurosurgery, Baltimore, Maryland, United States., Davatzikos C; University of Pennsylvania, Perelman School of Medicine, Department of Radiology, Philadelphia, Pennsylvania, United States.; University of Pennsylvania, Perelman School of Medicine, Center for Biomedical Image Computing and Analytics, Philadelphia, Pennsylvania, United States.
Publikováno v:
Journal of medical imaging (Bellingham, Wash.) [J Med Imaging (Bellingham)] 2024 Sep; Vol. 11 (5), pp. 054001. Date of Electronic Publication: 2024 Aug 30.
Autor:
Yang Z; Artificial Intelligence in Biomedical Imaging Laboratory (AIBIL), Center for and Data Science for Integrated Diagnostics (AI2D), Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.; Graduate Group in Applied Mathematics and Computational Science, University of Pennsylvania, Philadelphia, PA, USA.; GE Healthcare, Bellevue, WA, USA., Wen J; Laboratory of AI and Biomedical Science (LABS), Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, USA., Erus G; Artificial Intelligence in Biomedical Imaging Laboratory (AIBIL), Center for and Data Science for Integrated Diagnostics (AI2D), Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA., Govindarajan ST; Artificial Intelligence in Biomedical Imaging Laboratory (AIBIL), Center for and Data Science for Integrated Diagnostics (AI2D), Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA., Melhem R; Artificial Intelligence in Biomedical Imaging Laboratory (AIBIL), Center for and Data Science for Integrated Diagnostics (AI2D), Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA., Mamourian E; Artificial Intelligence in Biomedical Imaging Laboratory (AIBIL), Center for and Data Science for Integrated Diagnostics (AI2D), Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA., Cui Y; Artificial Intelligence in Biomedical Imaging Laboratory (AIBIL), Center for and Data Science for Integrated Diagnostics (AI2D), Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA., Srinivasan D; Artificial Intelligence in Biomedical Imaging Laboratory (AIBIL), Center for and Data Science for Integrated Diagnostics (AI2D), Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA., Abdulkadir A; Laboratory for Research in Neuroimaging, Department of Clinical Neurosciences, Lausanne University Hospital (CHUV) and University of Lausanne, Lausanne, Switzerland., Parmpi P; Artificial Intelligence in Biomedical Imaging Laboratory (AIBIL), Center for and Data Science for Integrated Diagnostics (AI2D), Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA., Wittfeld K; Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany., Grabe HJ; Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany.; Site Rostock/Greifswald, German Center for Neurodegenerative Diseases (DZNE), Greifswald, Germany., Bülow R; Institute of Diagnostic Radiology and Neuroradiology, University of Greifswald, Greifswald, Germany., Frenzel S; Department of Psychiatry and Psychotherapy, University Medicine Greifswald, Greifswald, Germany., Tosun D; Department of Radiology and Biomedical Imaging, University of California, San Francisco, San Francisco, CA, USA., Bilgel M; Laboratory of Behavioral Neuroscience, National Institute on Aging, National Institutes of Health, Baltimore, MD, USA., An Y; Laboratory of Behavioral Neuroscience, National Institute on Aging, National Institutes of Health, Baltimore, MD, USA., Yi D; Institute of Human Behavioral Medicine, Medical Research Center Seoul National University, Seoul, Republic of Korea., Marcus DS; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis, MO, USA., LaMontagne P; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis, MO, USA., Benzinger TLS; Mallinckrodt Institute of Radiology, Washington University School of Medicine, St. Louis, MO, USA., Heckbert SR; Cardiovascular Health Research Unit and Department of Epidemiology, University of Washington, Seattle, WA, USA., Austin TR; Cardiovascular Health Research Unit and Department of Epidemiology, University of Washington, Seattle, WA, USA., Waldstein SR; Department of Psychology, University of Maryland, Baltimore County, Baltimore, MD, USA., Evans MK; Health Disparities Research Section, Laboratory of Epidemiology and Population Sciences, NIA/NIH/IRP, Baltimore, MD, USA., Zonderman AB; Health Disparities Research Section, Laboratory of Epidemiology and Population Sciences, NIA/NIH/IRP, Baltimore, MD, USA., Launer LJ; Neuroepidemiology Section, Intramural Research Program, National Institute on Aging, Bethesda, MD, USA., Sotiras A; Department of Radiology and Institute for Informatics, Data Science & Biostatistics, Washington University in St. Louis, St. Louis, MO, USA., Espeland MA; Department of Internal Medicine, Wake Forest University School of Medicine, Winston-Salem, NC, USA., Masters CL; Florey Institute, The University of Melbourne, Parkville, Victoria, Australia., Maruff P; Florey Institute, The University of Melbourne, Parkville, Victoria, Australia., Fripp J; CSIRO Health and Biosecurity, Australian e-Health Research Centre CSIRO, Brisbane, Queensland, Australia., Toga AW; Laboratory of Neuro Imaging, USC Stevens Neuroimaging and Informatics Institute, Keck School of Medicine of USC, University of Southern California, Los Angeles, CA, USA., O'Bryant S; Institute for Translational Research University of North Texas Health Science Center, Fort Worth, TX, USA., Chakravarty MM; Computational Brain Anatomy (CoBrA) Laboratory, Cerebral Imaging Center, Douglas Mental Health University Institute, McGill University, Verdun, Quebec, Canada., Villeneuve S; McConnell Brain Imaging Centre, Montreal Neurological Institute, McGill University, Montreal, Quebec, Canada., Johnson SC; Wisconsin Alzheimer's Institute, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA., Morris JC; Knight Alzheimer Disease Research Center, Dept of Neurology, Washington University School of Medicine, St. Louis, MO, USA., Albert MS; Department of Neurology, Johns Hopkins University School of Medicine, Baltimore, MD, USA., Yaffe K; Departments of Neurology, Psychiatry and Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA, USA., Völzke H; Institute for Community Medicine, University Medicine Greifswald, Greifswald, Germany., Ferrucci L; Translational Gerontology Branch, Longitudinal Studies Section, National Institute on Aging, National Institutes of Health, MedStar Harbor Hospital, Baltimore, MD, USA., Nick Bryan R; Department of Radiology, University of Pennsylvania, Philadelphia, PA, USA., Shinohara RT; Artificial Intelligence in Biomedical Imaging Laboratory (AIBIL), Center for and Data Science for Integrated Diagnostics (AI2D), Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.; Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, & Informatics, University of Pennsylvania, Philadelphia, PA, USA., Fan Y; Artificial Intelligence in Biomedical Imaging Laboratory (AIBIL), Center for and Data Science for Integrated Diagnostics (AI2D), Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA., Habes M; Neuroimage Analytics Laboratory and Biggs Institute Neuroimaging Core, Glenn Biggs Institute for Neurodegenerative Disorders, University of Texas Health Science Center at San Antonio, San Antonio, TX, USA., Lalousis PA; Department of Psychosis Studies, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK., Koutsouleris N; Department of Psychosis Studies, Institute of Psychiatry, Psychology & Neuroscience, King's College London, London, UK.; Section for Precision Psychiatry, Department of Psychiatry and Psychotherapy, Ludwig-Maximilian-University Munich, Munich, Germany., Wolk DA; Department of Neurology, University of Pennsylvania, Philadelphia, PA, USA., Resnick SM; Laboratory of Behavioral Neuroscience, National Institute on Aging, National Institutes of Health, Baltimore, MD, USA., Shou H; Artificial Intelligence in Biomedical Imaging Laboratory (AIBIL), Center for and Data Science for Integrated Diagnostics (AI2D), Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.; Penn Statistics in Imaging and Visualization Center, Department of Biostatistics, Epidemiology, & Informatics, University of Pennsylvania, Philadelphia, PA, USA., Nasrallah IM; Artificial Intelligence in Biomedical Imaging Laboratory (AIBIL), Center for and Data Science for Integrated Diagnostics (AI2D), Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.; Department of Radiology, University of Pennsylvania, Philadelphia, PA, USA., Davatzikos C; Artificial Intelligence in Biomedical Imaging Laboratory (AIBIL), Center for and Data Science for Integrated Diagnostics (AI2D), Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA. Christos.Davatzikos@pennmedicine.upenn.edu.
Publikováno v:
Nature medicine [Nat Med] 2024 Aug 15. Date of Electronic Publication: 2024 Aug 15.