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1Ludwig Center,
2Lustgarten Laboratory, and
3Howard Hughes Medical Institute, Johns Hopkins Kimmel Cancer Center, Baltimore, Maryland, USA.
4Division of Rheumatology,
5Johns Hopkins University (JHU) School of Medicine, Baltimore, Maryland, USA.
6Department of Biomedical Engineering, Institute of Computational Medicine, JHU, Baltimore, Maryland, USA.
7Department of Neurology,
8Department of Neurosurgery, and
9Division of Infectious Diseases, JHU School of Medicine, Baltimore, Maryland, USA.
10Institute for Computational and Mathematical Engineering and
11Management Science and Engineering, Stanford University, Stanford, California, USA.
12Janelia Research Campus, Howard Hughes Medical Institute, Ashburn, Virginia, USA.
13Stanford Graduate School of Business, Stanford University, Stanford, California, USA.
Address correspondence to: Chetan Bettegowda, Johns Hopkins University School of Medicine, 600 North Wolfe Street 21287, Phipps 118, Baltimore, Maryland 21287, USA. Phone: 410.955.8620; Email: cbetteg1@jhmi.edu. Or to: Shibin Zhou, Johns Hopkins University School of Medicine, 1650 Orleans Street, Room 590, Baltimore, Maryland 21231, USA. Phone: 410.955.8878; Email sbzhou@jhmi.edu. Or to: Susan Athey, Stanford Graduate School of Business, 655 Knight Way, Stanford, California 94305, USA. Phone: 650.678.9384; Email: athey@stanford.edu. Or to: Joshua T. Vogelstein, Johns Hopkins University, Center for Imaging Science, Clark Hall, Room 314D, 3400 North Charles Street, Baltimore, Maryland 21218, USA. Email: jovo@jhu.edu.
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1Ludwig Center,
2Lustgarten Laboratory, and
3Howard Hughes Medical Institute, Johns Hopkins Kimmel Cancer Center, Baltimore, Maryland, USA.
4Division of Rheumatology,
5Johns Hopkins University (JHU) School of Medicine, Baltimore, Maryland, USA.
6Department of Biomedical Engineering, Institute of Computational Medicine, JHU, Baltimore, Maryland, USA.
7Department of Neurology,
8Department of Neurosurgery, and
9Division of Infectious Diseases, JHU School of Medicine, Baltimore, Maryland, USA.
10Institute for Computational and Mathematical Engineering and
11Management Science and Engineering, Stanford University, Stanford, California, USA.
12Janelia Research Campus, Howard Hughes Medical Institute, Ashburn, Virginia, USA.
13Stanford Graduate School of Business, Stanford University, Stanford, California, USA.
Address correspondence to: Chetan Bettegowda, Johns Hopkins University School of Medicine, 600 North Wolfe Street 21287, Phipps 118, Baltimore, Maryland 21287, USA. Phone: 410.955.8620; Email: cbetteg1@jhmi.edu. Or to: Shibin Zhou, Johns Hopkins University School of Medicine, 1650 Orleans Street, Room 590, Baltimore, Maryland 21231, USA. Phone: 410.955.8878; Email sbzhou@jhmi.edu. Or to: Susan Athey, Stanford Graduate School of Business, 655 Knight Way, Stanford, California 94305, USA. Phone: 650.678.9384; Email: athey@stanford.edu. Or to: Joshua T. Vogelstein, Johns Hopkins University, Center for Imaging Science, Clark Hall, Room 314D, 3400 North Charles Street, Baltimore, Maryland 21218, USA. Email: jovo@jhu.edu.
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1Ludwig Center,
2Lustgarten Laboratory, and
3Howard Hughes Medical Institute, Johns Hopkins Kimmel Cancer Center, Baltimore, Maryland, USA.
4Division of Rheumatology,
5Johns Hopkins University (JHU) School of Medicine, Baltimore, Maryland, USA.
6Department of Biomedical Engineering, Institute of Computational Medicine, JHU, Baltimore, Maryland, USA.
7Department of Neurology,
8Department of Neurosurgery, and
9Division of Infectious Diseases, JHU School of Medicine, Baltimore, Maryland, USA.
10Institute for Computational and Mathematical Engineering and
11Management Science and Engineering, Stanford University, Stanford, California, USA.
12Janelia Research Campus, Howard Hughes Medical Institute, Ashburn, Virginia, USA.
13Stanford Graduate School of Business, Stanford University, Stanford, California, USA.
Address correspondence to: Chetan Bettegowda, Johns Hopkins University School of Medicine, 600 North Wolfe Street 21287, Phipps 118, Baltimore, Maryland 21287, USA. Phone: 410.955.8620; Email: cbetteg1@jhmi.edu. Or to: Shibin Zhou, Johns Hopkins University School of Medicine, 1650 Orleans Street, Room 590, Baltimore, Maryland 21231, USA. Phone: 410.955.8878; Email sbzhou@jhmi.edu. Or to: Susan Athey, Stanford Graduate School of Business, 655 Knight Way, Stanford, California 94305, USA. Phone: 650.678.9384; Email: athey@stanford.edu. Or to: Joshua T. Vogelstein, Johns Hopkins University, Center for Imaging Science, Clark Hall, Room 314D, 3400 North Charles Street, Baltimore, Maryland 21218, USA. Email: jovo@jhu.edu.
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1Ludwig Center,
2Lustgarten Laboratory, and
3Howard Hughes Medical Institute, Johns Hopkins Kimmel Cancer Center, Baltimore, Maryland, USA.
4Division of Rheumatology,
5Johns Hopkins University (JHU) School of Medicine, Baltimore, Maryland, USA.
6Department of Biomedical Engineering, Institute of Computational Medicine, JHU, Baltimore, Maryland, USA.
7Department of Neurology,
8Department of Neurosurgery, and
9Division of Infectious Diseases, JHU School of Medicine, Baltimore, Maryland, USA.
10Institute for Computational and Mathematical Engineering and
11Management Science and Engineering, Stanford University, Stanford, California, USA.
12Janelia Research Campus, Howard Hughes Medical Institute, Ashburn, Virginia, USA.
13Stanford Graduate School of Business, Stanford University, Stanford, California, USA.
Address correspondence to: Chetan Bettegowda, Johns Hopkins University School of Medicine, 600 North Wolfe Street 21287, Phipps 118, Baltimore, Maryland 21287, USA. Phone: 410.955.8620; Email: cbetteg1@jhmi.edu. Or to: Shibin Zhou, Johns Hopkins University School of Medicine, 1650 Orleans Street, Room 590, Baltimore, Maryland 21231, USA. Phone: 410.955.8878; Email sbzhou@jhmi.edu. Or to: Susan Athey, Stanford Graduate School of Business, 655 Knight Way, Stanford, California 94305, USA. Phone: 650.678.9384; Email: athey@stanford.edu. Or to: Joshua T. Vogelstein, Johns Hopkins University, Center for Imaging Science, Clark Hall, Room 314D, 3400 North Charles Street, Baltimore, Maryland 21218, USA. Email: jovo@jhu.edu.
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Bai, R.
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1Ludwig Center,
2Lustgarten Laboratory, and
3Howard Hughes Medical Institute, Johns Hopkins Kimmel Cancer Center, Baltimore, Maryland, USA.
4Division of Rheumatology,
5Johns Hopkins University (JHU) School of Medicine, Baltimore, Maryland, USA.
6Department of Biomedical Engineering, Institute of Computational Medicine, JHU, Baltimore, Maryland, USA.
7Department of Neurology,
8Department of Neurosurgery, and
9Division of Infectious Diseases, JHU School of Medicine, Baltimore, Maryland, USA.
10Institute for Computational and Mathematical Engineering and
11Management Science and Engineering, Stanford University, Stanford, California, USA.
12Janelia Research Campus, Howard Hughes Medical Institute, Ashburn, Virginia, USA.
13Stanford Graduate School of Business, Stanford University, Stanford, California, USA.
Address correspondence to: Chetan Bettegowda, Johns Hopkins University School of Medicine, 600 North Wolfe Street 21287, Phipps 118, Baltimore, Maryland 21287, USA. Phone: 410.955.8620; Email: cbetteg1@jhmi.edu. Or to: Shibin Zhou, Johns Hopkins University School of Medicine, 1650 Orleans Street, Room 590, Baltimore, Maryland 21231, USA. Phone: 410.955.8878; Email sbzhou@jhmi.edu. Or to: Susan Athey, Stanford Graduate School of Business, 655 Knight Way, Stanford, California 94305, USA. Phone: 650.678.9384; Email: athey@stanford.edu. Or to: Joshua T. Vogelstein, Johns Hopkins University, Center for Imaging Science, Clark Hall, Room 314D, 3400 North Charles Street, Baltimore, Maryland 21218, USA. Email: jovo@jhu.edu.
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1Ludwig Center,
2Lustgarten Laboratory, and
3Howard Hughes Medical Institute, Johns Hopkins Kimmel Cancer Center, Baltimore, Maryland, USA.
4Division of Rheumatology,
5Johns Hopkins University (JHU) School of Medicine, Baltimore, Maryland, USA.
6Department of Biomedical Engineering, Institute of Computational Medicine, JHU, Baltimore, Maryland, USA.
7Department of Neurology,
8Department of Neurosurgery, and
9Division of Infectious Diseases, JHU School of Medicine, Baltimore, Maryland, USA.
10Institute for Computational and Mathematical Engineering and
11Management Science and Engineering, Stanford University, Stanford, California, USA.
12Janelia Research Campus, Howard Hughes Medical Institute, Ashburn, Virginia, USA.
13Stanford Graduate School of Business, Stanford University, Stanford, California, USA.
Address correspondence to: Chetan Bettegowda, Johns Hopkins University School of Medicine, 600 North Wolfe Street 21287, Phipps 118, Baltimore, Maryland 21287, USA. Phone: 410.955.8620; Email: cbetteg1@jhmi.edu. Or to: Shibin Zhou, Johns Hopkins University School of Medicine, 1650 Orleans Street, Room 590, Baltimore, Maryland 21231, USA. Phone: 410.955.8878; Email sbzhou@jhmi.edu. Or to: Susan Athey, Stanford Graduate School of Business, 655 Knight Way, Stanford, California 94305, USA. Phone: 650.678.9384; Email: athey@stanford.edu. Or to: Joshua T. Vogelstein, Johns Hopkins University, Center for Imaging Science, Clark Hall, Room 314D, 3400 North Charles Street, Baltimore, Maryland 21218, USA. Email: jovo@jhu.edu.
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1Ludwig Center,
2Lustgarten Laboratory, and
3Howard Hughes Medical Institute, Johns Hopkins Kimmel Cancer Center, Baltimore, Maryland, USA.
4Division of Rheumatology,
5Johns Hopkins University (JHU) School of Medicine, Baltimore, Maryland, USA.
6Department of Biomedical Engineering, Institute of Computational Medicine, JHU, Baltimore, Maryland, USA.
7Department of Neurology,
8Department of Neurosurgery, and
9Division of Infectious Diseases, JHU School of Medicine, Baltimore, Maryland, USA.
10Institute for Computational and Mathematical Engineering and
11Management Science and Engineering, Stanford University, Stanford, California, USA.
12Janelia Research Campus, Howard Hughes Medical Institute, Ashburn, Virginia, USA.
13Stanford Graduate School of Business, Stanford University, Stanford, California, USA.
Address correspondence to: Chetan Bettegowda, Johns Hopkins University School of Medicine, 600 North Wolfe Street 21287, Phipps 118, Baltimore, Maryland 21287, USA. Phone: 410.955.8620; Email: cbetteg1@jhmi.edu. Or to: Shibin Zhou, Johns Hopkins University School of Medicine, 1650 Orleans Street, Room 590, Baltimore, Maryland 21231, USA. Phone: 410.955.8878; Email sbzhou@jhmi.edu. Or to: Susan Athey, Stanford Graduate School of Business, 655 Knight Way, Stanford, California 94305, USA. Phone: 650.678.9384; Email: athey@stanford.edu. Or to: Joshua T. Vogelstein, Johns Hopkins University, Center for Imaging Science, Clark Hall, Room 314D, 3400 North Charles Street, Baltimore, Maryland 21218, USA. Email: jovo@jhu.edu.
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Huq, S.
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1Ludwig Center,
2Lustgarten Laboratory, and
3Howard Hughes Medical Institute, Johns Hopkins Kimmel Cancer Center, Baltimore, Maryland, USA.
4Division of Rheumatology,
5Johns Hopkins University (JHU) School of Medicine, Baltimore, Maryland, USA.
6Department of Biomedical Engineering, Institute of Computational Medicine, JHU, Baltimore, Maryland, USA.
7Department of Neurology,
8Department of Neurosurgery, and
9Division of Infectious Diseases, JHU School of Medicine, Baltimore, Maryland, USA.
10Institute for Computational and Mathematical Engineering and
11Management Science and Engineering, Stanford University, Stanford, California, USA.
12Janelia Research Campus, Howard Hughes Medical Institute, Ashburn, Virginia, USA.
13Stanford Graduate School of Business, Stanford University, Stanford, California, USA.
Address correspondence to: Chetan Bettegowda, Johns Hopkins University School of Medicine, 600 North Wolfe Street 21287, Phipps 118, Baltimore, Maryland 21287, USA. Phone: 410.955.8620; Email: cbetteg1@jhmi.edu. Or to: Shibin Zhou, Johns Hopkins University School of Medicine, 1650 Orleans Street, Room 590, Baltimore, Maryland 21231, USA. Phone: 410.955.8878; Email sbzhou@jhmi.edu. Or to: Susan Athey, Stanford Graduate School of Business, 655 Knight Way, Stanford, California 94305, USA. Phone: 650.678.9384; Email: athey@stanford.edu. Or to: Joshua T. Vogelstein, Johns Hopkins University, Center for Imaging Science, Clark Hall, Room 314D, 3400 North Charles Street, Baltimore, Maryland 21218, USA. Email: jovo@jhu.edu.
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Khalafallah, A.
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1Ludwig Center,
2Lustgarten Laboratory, and
3Howard Hughes Medical Institute, Johns Hopkins Kimmel Cancer Center, Baltimore, Maryland, USA.
4Division of Rheumatology,
5Johns Hopkins University (JHU) School of Medicine, Baltimore, Maryland, USA.
6Department of Biomedical Engineering, Institute of Computational Medicine, JHU, Baltimore, Maryland, USA.
7Department of Neurology,
8Department of Neurosurgery, and
9Division of Infectious Diseases, JHU School of Medicine, Baltimore, Maryland, USA.
10Institute for Computational and Mathematical Engineering and
11Management Science and Engineering, Stanford University, Stanford, California, USA.
12Janelia Research Campus, Howard Hughes Medical Institute, Ashburn, Virginia, USA.
13Stanford Graduate School of Business, Stanford University, Stanford, California, USA.
Address correspondence to: Chetan Bettegowda, Johns Hopkins University School of Medicine, 600 North Wolfe Street 21287, Phipps 118, Baltimore, Maryland 21287, USA. Phone: 410.955.8620; Email: cbetteg1@jhmi.edu. Or to: Shibin Zhou, Johns Hopkins University School of Medicine, 1650 Orleans Street, Room 590, Baltimore, Maryland 21231, USA. Phone: 410.955.8878; Email sbzhou@jhmi.edu. Or to: Susan Athey, Stanford Graduate School of Business, 655 Knight Way, Stanford, California 94305, USA. Phone: 650.678.9384; Email: athey@stanford.edu. Or to: Joshua T. Vogelstein, Johns Hopkins University, Center for Imaging Science, Clark Hall, Room 314D, 3400 North Charles Street, Baltimore, Maryland 21218, USA. Email: jovo@jhu.edu.
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Koenecke, A.
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1Ludwig Center,
2Lustgarten Laboratory, and
3Howard Hughes Medical Institute, Johns Hopkins Kimmel Cancer Center, Baltimore, Maryland, USA.
4Division of Rheumatology,
5Johns Hopkins University (JHU) School of Medicine, Baltimore, Maryland, USA.
6Department of Biomedical Engineering, Institute of Computational Medicine, JHU, Baltimore, Maryland, USA.
7Department of Neurology,
8Department of Neurosurgery, and
9Division of Infectious Diseases, JHU School of Medicine, Baltimore, Maryland, USA.
10Institute for Computational and Mathematical Engineering and
11Management Science and Engineering, Stanford University, Stanford, California, USA.
12Janelia Research Campus, Howard Hughes Medical Institute, Ashburn, Virginia, USA.
13Stanford Graduate School of Business, Stanford University, Stanford, California, USA.
Address correspondence to: Chetan Bettegowda, Johns Hopkins University School of Medicine, 600 North Wolfe Street 21287, Phipps 118, Baltimore, Maryland 21287, USA. Phone: 410.955.8620; Email: cbetteg1@jhmi.edu. Or to: Shibin Zhou, Johns Hopkins University School of Medicine, 1650 Orleans Street, Room 590, Baltimore, Maryland 21231, USA. Phone: 410.955.8878; Email sbzhou@jhmi.edu. Or to: Susan Athey, Stanford Graduate School of Business, 655 Knight Way, Stanford, California 94305, USA. Phone: 650.678.9384; Email: athey@stanford.edu. Or to: Joshua T. Vogelstein, Johns Hopkins University, Center for Imaging Science, Clark Hall, Room 314D, 3400 North Charles Street, Baltimore, Maryland 21218, USA. Email: jovo@jhu.edu.
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1Ludwig Center,
2Lustgarten Laboratory, and
3Howard Hughes Medical Institute, Johns Hopkins Kimmel Cancer Center, Baltimore, Maryland, USA.
4Division of Rheumatology,
5Johns Hopkins University (JHU) School of Medicine, Baltimore, Maryland, USA.
6Department of Biomedical Engineering, Institute of Computational Medicine, JHU, Baltimore, Maryland, USA.
7Department of Neurology,
8Department of Neurosurgery, and
9Division of Infectious Diseases, JHU School of Medicine, Baltimore, Maryland, USA.
10Institute for Computational and Mathematical Engineering and
11Management Science and Engineering, Stanford University, Stanford, California, USA.
12Janelia Research Campus, Howard Hughes Medical Institute, Ashburn, Virginia, USA.
13Stanford Graduate School of Business, Stanford University, Stanford, California, USA.
Address correspondence to: Chetan Bettegowda, Johns Hopkins University School of Medicine, 600 North Wolfe Street 21287, Phipps 118, Baltimore, Maryland 21287, USA. Phone: 410.955.8620; Email: cbetteg1@jhmi.edu. Or to: Shibin Zhou, Johns Hopkins University School of Medicine, 1650 Orleans Street, Room 590, Baltimore, Maryland 21231, USA. Phone: 410.955.8878; Email sbzhou@jhmi.edu. Or to: Susan Athey, Stanford Graduate School of Business, 655 Knight Way, Stanford, California 94305, USA. Phone: 650.678.9384; Email: athey@stanford.edu. Or to: Joshua T. Vogelstein, Johns Hopkins University, Center for Imaging Science, Clark Hall, Room 314D, 3400 North Charles Street, Baltimore, Maryland 21218, USA. Email: jovo@jhu.edu.
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1Ludwig Center,
2Lustgarten Laboratory, and
3Howard Hughes Medical Institute, Johns Hopkins Kimmel Cancer Center, Baltimore, Maryland, USA.
4Division of Rheumatology,
5Johns Hopkins University (JHU) School of Medicine, Baltimore, Maryland, USA.
6Department of Biomedical Engineering, Institute of Computational Medicine, JHU, Baltimore, Maryland, USA.
7Department of Neurology,
8Department of Neurosurgery, and
9Division of Infectious Diseases, JHU School of Medicine, Baltimore, Maryland, USA.
10Institute for Computational and Mathematical Engineering and
11Management Science and Engineering, Stanford University, Stanford, California, USA.
12Janelia Research Campus, Howard Hughes Medical Institute, Ashburn, Virginia, USA.
13Stanford Graduate School of Business, Stanford University, Stanford, California, USA.
Address correspondence to: Chetan Bettegowda, Johns Hopkins University School of Medicine, 600 North Wolfe Street 21287, Phipps 118, Baltimore, Maryland 21287, USA. Phone: 410.955.8620; Email: cbetteg1@jhmi.edu. Or to: Shibin Zhou, Johns Hopkins University School of Medicine, 1650 Orleans Street, Room 590, Baltimore, Maryland 21231, USA. Phone: 410.955.8878; Email sbzhou@jhmi.edu. Or to: Susan Athey, Stanford Graduate School of Business, 655 Knight Way, Stanford, California 94305, USA. Phone: 650.678.9384; Email: athey@stanford.edu. Or to: Joshua T. Vogelstein, Johns Hopkins University, Center for Imaging Science, Clark Hall, Room 314D, 3400 North Charles Street, Baltimore, Maryland 21218, USA. Email: jovo@jhu.edu.
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1Ludwig Center,
2Lustgarten Laboratory, and
3Howard Hughes Medical Institute, Johns Hopkins Kimmel Cancer Center, Baltimore, Maryland, USA.
4Division of Rheumatology,
5Johns Hopkins University (JHU) School of Medicine, Baltimore, Maryland, USA.
6Department of Biomedical Engineering, Institute of Computational Medicine, JHU, Baltimore, Maryland, USA.
7Department of Neurology,
8Department of Neurosurgery, and
9Division of Infectious Diseases, JHU School of Medicine, Baltimore, Maryland, USA.
10Institute for Computational and Mathematical Engineering and
11Management Science and Engineering, Stanford University, Stanford, California, USA.
12Janelia Research Campus, Howard Hughes Medical Institute, Ashburn, Virginia, USA.
13Stanford Graduate School of Business, Stanford University, Stanford, California, USA.
Address correspondence to: Chetan Bettegowda, Johns Hopkins University School of Medicine, 600 North Wolfe Street 21287, Phipps 118, Baltimore, Maryland 21287, USA. Phone: 410.955.8620; Email: cbetteg1@jhmi.edu. Or to: Shibin Zhou, Johns Hopkins University School of Medicine, 1650 Orleans Street, Room 590, Baltimore, Maryland 21231, USA. Phone: 410.955.8878; Email sbzhou@jhmi.edu. Or to: Susan Athey, Stanford Graduate School of Business, 655 Knight Way, Stanford, California 94305, USA. Phone: 650.678.9384; Email: athey@stanford.edu. Or to: Joshua T. Vogelstein, Johns Hopkins University, Center for Imaging Science, Clark Hall, Room 314D, 3400 North Charles Street, Baltimore, Maryland 21218, USA. Email: jovo@jhu.edu.
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1Ludwig Center,
2Lustgarten Laboratory, and
3Howard Hughes Medical Institute, Johns Hopkins Kimmel Cancer Center, Baltimore, Maryland, USA.
4Division of Rheumatology,
5Johns Hopkins University (JHU) School of Medicine, Baltimore, Maryland, USA.
6Department of Biomedical Engineering, Institute of Computational Medicine, JHU, Baltimore, Maryland, USA.
7Department of Neurology,
8Department of Neurosurgery, and
9Division of Infectious Diseases, JHU School of Medicine, Baltimore, Maryland, USA.
10Institute for Computational and Mathematical Engineering and
11Management Science and Engineering, Stanford University, Stanford, California, USA.
12Janelia Research Campus, Howard Hughes Medical Institute, Ashburn, Virginia, USA.
13Stanford Graduate School of Business, Stanford University, Stanford, California, USA.
Address correspondence to: Chetan Bettegowda, Johns Hopkins University School of Medicine, 600 North Wolfe Street 21287, Phipps 118, Baltimore, Maryland 21287, USA. Phone: 410.955.8620; Email: cbetteg1@jhmi.edu. Or to: Shibin Zhou, Johns Hopkins University School of Medicine, 1650 Orleans Street, Room 590, Baltimore, Maryland 21231, USA. Phone: 410.955.8878; Email sbzhou@jhmi.edu. Or to: Susan Athey, Stanford Graduate School of Business, 655 Knight Way, Stanford, California 94305, USA. Phone: 650.678.9384; Email: athey@stanford.edu. Or to: Joshua T. Vogelstein, Johns Hopkins University, Center for Imaging Science, Clark Hall, Room 314D, 3400 North Charles Street, Baltimore, Maryland 21218, USA. Email: jovo@jhu.edu.
Find articles by Vogelstein, B. in: JCI | PubMed | Google Scholar
1Ludwig Center,
2Lustgarten Laboratory, and
3Howard Hughes Medical Institute, Johns Hopkins Kimmel Cancer Center, Baltimore, Maryland, USA.
4Division of Rheumatology,
5Johns Hopkins University (JHU) School of Medicine, Baltimore, Maryland, USA.
6Department of Biomedical Engineering, Institute of Computational Medicine, JHU, Baltimore, Maryland, USA.
7Department of Neurology,
8Department of Neurosurgery, and
9Division of Infectious Diseases, JHU School of Medicine, Baltimore, Maryland, USA.
10Institute for Computational and Mathematical Engineering and
11Management Science and Engineering, Stanford University, Stanford, California, USA.
12Janelia Research Campus, Howard Hughes Medical Institute, Ashburn, Virginia, USA.
13Stanford Graduate School of Business, Stanford University, Stanford, California, USA.
Address correspondence to: Chetan Bettegowda, Johns Hopkins University School of Medicine, 600 North Wolfe Street 21287, Phipps 118, Baltimore, Maryland 21287, USA. Phone: 410.955.8620; Email: cbetteg1@jhmi.edu. Or to: Shibin Zhou, Johns Hopkins University School of Medicine, 1650 Orleans Street, Room 590, Baltimore, Maryland 21231, USA. Phone: 410.955.8878; Email sbzhou@jhmi.edu. Or to: Susan Athey, Stanford Graduate School of Business, 655 Knight Way, Stanford, California 94305, USA. Phone: 650.678.9384; Email: athey@stanford.edu. Or to: Joshua T. Vogelstein, Johns Hopkins University, Center for Imaging Science, Clark Hall, Room 314D, 3400 North Charles Street, Baltimore, Maryland 21218, USA. Email: jovo@jhu.edu.
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Vogelstein, J.
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1Ludwig Center,
2Lustgarten Laboratory, and
3Howard Hughes Medical Institute, Johns Hopkins Kimmel Cancer Center, Baltimore, Maryland, USA.
4Division of Rheumatology,
5Johns Hopkins University (JHU) School of Medicine, Baltimore, Maryland, USA.
6Department of Biomedical Engineering, Institute of Computational Medicine, JHU, Baltimore, Maryland, USA.
7Department of Neurology,
8Department of Neurosurgery, and
9Division of Infectious Diseases, JHU School of Medicine, Baltimore, Maryland, USA.
10Institute for Computational and Mathematical Engineering and
11Management Science and Engineering, Stanford University, Stanford, California, USA.
12Janelia Research Campus, Howard Hughes Medical Institute, Ashburn, Virginia, USA.
13Stanford Graduate School of Business, Stanford University, Stanford, California, USA.
Address correspondence to: Chetan Bettegowda, Johns Hopkins University School of Medicine, 600 North Wolfe Street 21287, Phipps 118, Baltimore, Maryland 21287, USA. Phone: 410.955.8620; Email: cbetteg1@jhmi.edu. Or to: Shibin Zhou, Johns Hopkins University School of Medicine, 1650 Orleans Street, Room 590, Baltimore, Maryland 21231, USA. Phone: 410.955.8878; Email sbzhou@jhmi.edu. Or to: Susan Athey, Stanford Graduate School of Business, 655 Knight Way, Stanford, California 94305, USA. Phone: 650.678.9384; Email: athey@stanford.edu. Or to: Joshua T. Vogelstein, Johns Hopkins University, Center for Imaging Science, Clark Hall, Room 314D, 3400 North Charles Street, Baltimore, Maryland 21218, USA. Email: jovo@jhu.edu.
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Athey, S.
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1Ludwig Center,
2Lustgarten Laboratory, and
3Howard Hughes Medical Institute, Johns Hopkins Kimmel Cancer Center, Baltimore, Maryland, USA.
4Division of Rheumatology,
5Johns Hopkins University (JHU) School of Medicine, Baltimore, Maryland, USA.
6Department of Biomedical Engineering, Institute of Computational Medicine, JHU, Baltimore, Maryland, USA.
7Department of Neurology,
8Department of Neurosurgery, and
9Division of Infectious Diseases, JHU School of Medicine, Baltimore, Maryland, USA.
10Institute for Computational and Mathematical Engineering and
11Management Science and Engineering, Stanford University, Stanford, California, USA.
12Janelia Research Campus, Howard Hughes Medical Institute, Ashburn, Virginia, USA.
13Stanford Graduate School of Business, Stanford University, Stanford, California, USA.
Address correspondence to: Chetan Bettegowda, Johns Hopkins University School of Medicine, 600 North Wolfe Street 21287, Phipps 118, Baltimore, Maryland 21287, USA. Phone: 410.955.8620; Email: cbetteg1@jhmi.edu. Or to: Shibin Zhou, Johns Hopkins University School of Medicine, 1650 Orleans Street, Room 590, Baltimore, Maryland 21231, USA. Phone: 410.955.8878; Email sbzhou@jhmi.edu. Or to: Susan Athey, Stanford Graduate School of Business, 655 Knight Way, Stanford, California 94305, USA. Phone: 650.678.9384; Email: athey@stanford.edu. Or to: Joshua T. Vogelstein, Johns Hopkins University, Center for Imaging Science, Clark Hall, Room 314D, 3400 North Charles Street, Baltimore, Maryland 21218, USA. Email: jovo@jhu.edu.
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Zhou, S.
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1Ludwig Center,
2Lustgarten Laboratory, and
3Howard Hughes Medical Institute, Johns Hopkins Kimmel Cancer Center, Baltimore, Maryland, USA.
4Division of Rheumatology,
5Johns Hopkins University (JHU) School of Medicine, Baltimore, Maryland, USA.
6Department of Biomedical Engineering, Institute of Computational Medicine, JHU, Baltimore, Maryland, USA.
7Department of Neurology,
8Department of Neurosurgery, and
9Division of Infectious Diseases, JHU School of Medicine, Baltimore, Maryland, USA.
10Institute for Computational and Mathematical Engineering and
11Management Science and Engineering, Stanford University, Stanford, California, USA.
12Janelia Research Campus, Howard Hughes Medical Institute, Ashburn, Virginia, USA.
13Stanford Graduate School of Business, Stanford University, Stanford, California, USA.
Address correspondence to: Chetan Bettegowda, Johns Hopkins University School of Medicine, 600 North Wolfe Street 21287, Phipps 118, Baltimore, Maryland 21287, USA. Phone: 410.955.8620; Email: cbetteg1@jhmi.edu. Or to: Shibin Zhou, Johns Hopkins University School of Medicine, 1650 Orleans Street, Room 590, Baltimore, Maryland 21231, USA. Phone: 410.955.8878; Email sbzhou@jhmi.edu. Or to: Susan Athey, Stanford Graduate School of Business, 655 Knight Way, Stanford, California 94305, USA. Phone: 650.678.9384; Email: athey@stanford.edu. Or to: Joshua T. Vogelstein, Johns Hopkins University, Center for Imaging Science, Clark Hall, Room 314D, 3400 North Charles Street, Baltimore, Maryland 21218, USA. Email: jovo@jhu.edu.
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Bettegowda, C.
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Published April 30, 2020 - More info
Dysregulated host immune responses drive mortality in pneumonia and acute respiratory distress syndrome (ARDS) caused by a wide range of infections. In coronavirus disease 2019 (COVID-19), severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) elicits an exuberant local or systemic immune response (hyperinflammation) in the lung and other sites of viral replication, compromising organ function and leading to high morbidity and mortality (1–4).
Physiologic immune responses are coordinated and self-resolving, whereas uncontrolled immune activation in some patients with infection, autoimmune rheumatic disease, or chimeric antigen receptor–T cell (CAR–T cell) therapy results in syndromes of hyperinflammation. These syndromes are characterized by the overproduction of cytokines and other secreted proinflammatory molecules. Emerging evidence suggests that a subset of patients with COVID-19 develops a cytokine storm syndrome (CSS) that is associated with elevation of proinflammatory cytokines, including IL-6, IL-2R, IL-8, TNF-α, and G-CSF (2, 4–8), similar to the excessive cytokine production by lung-infiltrating monocytes/macrophages and pneumocytes observed in SARS-CoV-1 and Middle East respiratory syndrome–CoV (MERS-CoV) infection (9). Alveolar inflammation and diffuse alveolar damage impair the infected lungs’ ability to participate in gas exchange, culminating in ARDS and necessitating mechanical ventilation (10). ARDS is the main driver of mortality of COVID-19, so preventing the hyperinflammation is critical for avoiding this progression.
One potential therapeutic target is the IL-6 signaling pathway. IL-6 levels diverge profoundly between survivors and nonsurvivors in the third week after symptom onset and predict COVID-19 severity and in-hospital mortality (1, 8, 11). Tocilizumab and sarilumab, monoclonal antibodies targeting the IL-6 receptor, and siltuximab, a chimeric antibody targeting IL-6, are currently being investigated for the treatment of patients with COVID-19–CSS (12–23). Pending data from randomized controlled trials, retrospective data from 21 patients with severe or critical COVID-19 treated with tocilizumab suggest that inhibiting the IL-6 signaling axis may reduce patient morbidity and the need for mechanical ventilation (24) but may fail to treat very advanced disease (25). However, given the cost, immunosuppression, and potential adverse reactions of tocilizumab, this strategy will likely be restricted to select patients in developed countries.
We have shown that CSS, observed with bacterial infections, CAR–T cells, and other T cell–activating therapies, is accompanied by a surge in catecholamines (26). Catecholamines enhance inflammatory injury by augmenting the production of IL-6 and other cytokines through a self-amplifying feed-forward loop in immune cells that requires α-1 adrenergic receptor (α1-AR) signaling (26). Prophylactic inhibition of catecholamine synthesis with metyrosine, a tyrosine hydroxylase antagonist, reduced levels of catecholamines and cytokine responses and resulted in markedly increased survival following various inflammatory stimuli in mice. Similar protection against a hyperinflammatory stimulus was observed with the well-tolerated α1-AR antagonist, prazosin (but not β-AR antagonists), demonstrating that this class of drugs can also prevent cytokine storm (26).
Preliminary results from a recent retrospective clinical study revealed that, for hospitalized patients diagnosed with pneumonia or acute respiratory distress, the likelihood of requiring mechanical ventilation and dying was significantly lower if patients were taking α1-AR antagonists during the year preceding hospitalization (27).
These findings offer a rationale for studying α1-AR antagonists to prevent CSS and its dire consequences in people who are at risk for developing severe COVID-19. This population includes people who are recently infected with SARS-CoV-2 and people who are not yet infected but are at high risk for exposure. Prazosin is inexpensive and safe, as documented by long-term treatment of millions of patients with benign prostatic hyperplasia, hypertension, and other conditions. However, all drugs can have unanticipated side effects in different clinical contexts, and the incompletely understood relationship between hypertension and COVID-19 suggests caution in using any agent that affects blood pressure (28). Prospective clinical trials in high-risk patients are needed to assess α1-AR antagonist utility in preventing — not treating — COVID-19–CSS. We emphasize that the extensive experience with using prazosin for other indications should prioritize — not obviate — rigorous, controlled clinical research rather than indiscriminate off-label use in patients exposed to or infected with SARS-CoV-2. Such trials could be expeditiously implemented in areas suffering from high infection rates that are overwhelming hospital capacity. To that end, we are actively pursuing clinical trials at multiple institutions and will make our protocols available on http://clinicaltrials.gov/ when approved by the Johns Hopkins Internal Review Board. The potential therapeutic benefit of α1-AR antagonism may extend beyond COVID-19. The potential utility of prazosin prophylaxis and early abortive therapy in the prevention of morbidity and mortality in ARDS, pneumonia, CAR–T cell therapy, and autoimmune rheumatic disease deserves dedicated study.
MFK was supported by the National Institute of Arthritis and Musculoskeletal and Skin Diseases of the NIH under award no. T32AR048522. AK was supported by the National Science Foundation Graduate Research Fellowship under grant DGE-1656518. Any opinion, findings, and conclusions or recommendations expressed in this material are those of the authors and do not necessarily reflect the views of the National Science Foundation. JV and SA were partially supported by funding from Microsoft Research. CB was supported by the Burroughs Wellcome Career Award for Medical Scientists, National Cancer Institute grant R37CA230400, National Institute of Neurological Disorders and Stroke grant R21NS113016, and Department of Defense grant W81XWH-16-0078. VS was supported by the National Cancer Institute grant K08CA230179 and U01CA247576. VS is also a recipient of The Sontag Foundation Distinguished Scientist Award. RYB was supported by the National Cancer Institute grant U01CA247576 and the Department of Defense grant W81XWH1810236. This work was further supported by the Virginia and D.K. Ludwig Fund for Cancer Research, the Lustgarten Foundation for Pancreatic Cancer Research, and the BKI Cancer Genetics and Genomics Research Program.
Address correspondence to: Chetan Bettegowda, Johns Hopkins University School of Medicine, 600 North Wolfe Street 21287, Phipps 118, Baltimore, Maryland 21287, USA. Phone: 410.955.8620; Email: cbetteg1@jhmi.edu. Or to: Shibin Zhou, Johns Hopkins University School of Medicine, 1650 Orleans Street, Room 590, Baltimore, Maryland 21231, USA. Phone: 410.955.8878; Email sbzhou@jhmi.edu. Or to: Susan Athey, Stanford Graduate School of Business, 655 Knight Way, Stanford, California 94305, USA. Phone: 650.678.9384; Email: athey@stanford.edu. Or to: Joshua T. Vogelstein, Johns Hopkins University, Center for Imaging Science, Clark Hall, Room 314D, 3400 North Charles Street, Baltimore, Maryland 21218, USA. Email: jovo@jhu.edu.
Conflict of interest: The JHU filed a patent application on the use of various drugs to prevent cytokine release syndromes, on which VS, RYB, NP, BV, KWK, and SZ are listed as inventors. JHU will not assert patent rights from this filing for treatment related to COVID-19. MFK received personal fees from Bristol-Myers Squibb and Celltrion. BV, KWK, and NP are founders of and hold equity in Thrive Earlier Detection. KWK and NP are consultants to and are on the Board of Directors of Thrive Earlier Detection. BV, KWK, NP, and SZ are founders of, hold equity in, and serve as consultants to Personal Genome Diagnostics. SZ holds equity in Thrive Earlier Detection and has a research agreement with BioMed Valley Discoveries Inc. KWK and BV are consultants to Sysmex, Eisai, and CAGE Pharma and hold equity in CAGE Pharma. NP is an advisor to and holds equity in Cage Pharma. BV is also a consultant to Nexus. KWK, BV, SZ, and NP are consultants to and hold equity in NeoPhore. CB is a consultant to Depuy-Synthes and Bionaut Pharmaceuticals. CB, BV, KWK, and NP are also inventors on technologies unrelated or indirectly related to the work described in this article. Licenses to these technologies are or will be associated with equity or royalty payments to the inventors, as well as to JHU. The terms of all these arrangements are being managed by JHU in accordance with its conflict of interest policies. SA is an advisor and holds an equity stake in two private companies, Prealize (Palo Alto, Callifornia, USA) and Consulta (Brazil). Prealize is a health care analytics company, and Consulta operates a chain of low-cost medical clinics in Brazil.
Copyright: © 2020, American Society for Clinical Investigation.
Reference information: J Clin Invest. 2020;130(7):3345–3347. https://doi.org/10.1172/JCI139642.