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Su Y, Yuan D, Chen DG, Ng RH, Wang K, Choi J, Li S, Hong S, Zhang R, Xie J, Kornilov SA, Scherler K, Pavlovitch-Bedzyk AJ, Dong S, Lausted C, Lee I, Fallen S, Dai CL, Baloni P, Smith B, Duvvuri VR, Anderson KG, Li J, Yang F, Duncombe CJ, McCulloch DJ, Rostomily C, Troisch P, Zhou J, Mackay S, DeGottardi Q, May DH, Taniguchi R, Gittelman RM, Klinger M, Snyder TM, Roper R, Wojciechowska G, Murray K, Edmark R, Evans S, Jones L, Zhou Y, Rowen L, Liu R, Chour W, Algren HA, Berrington WR, Wallick JA, Cochran RA, Micikas ME, Wrin T, Petropoulos CJ, Cole HR, Fischer TD, Wei W, Hoon DSB, Price ND, Subramanian N, Hill JA, Hadlock J, Magis AT, Ribas A, Lanier LL, Boyd SD, Bluestone JA, Chu H, Hood L, Gottardo R, Greenberg PD, Davis MM, Goldman JD, Heath JR. Multiple early factors anticipate post-acute COVID-19 sequelae. Cell 2022; 185:881-895.e20. [PMID: 35216672 PMCID: PMC8786632 DOI: 10.1016/j.cell.2022.01.014] [Citation(s) in RCA: 496] [Impact Index Per Article: 248.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2021] [Revised: 12/14/2021] [Accepted: 01/19/2022] [Indexed: 01/14/2023]
Abstract
Post-acute sequelae of COVID-19 (PASC) represent an emerging global crisis. However, quantifiable risk factors for PASC and their biological associations are poorly resolved. We executed a deep multi-omic, longitudinal investigation of 309 COVID-19 patients from initial diagnosis to convalescence (2-3 months later), integrated with clinical data and patient-reported symptoms. We resolved four PASC-anticipating risk factors at the time of initial COVID-19 diagnosis: type 2 diabetes, SARS-CoV-2 RNAemia, Epstein-Barr virus viremia, and specific auto-antibodies. In patients with gastrointestinal PASC, SARS-CoV-2-specific and CMV-specific CD8+ T cells exhibited unique dynamics during recovery from COVID-19. Analysis of symptom-associated immunological signatures revealed coordinated immunity polarization into four endotypes, exhibiting divergent acute severity and PASC. We find that immunological associations between PASC factors diminish over time, leading to distinct convalescent immune states. Detectability of most PASC factors at COVID-19 diagnosis emphasizes the importance of early disease measurements for understanding emergent chronic conditions and suggests PASC treatment strategies.
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Affiliation(s)
- Yapeng Su
- Institute for Systems Biology, Seattle, WA 98109, USA; Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA; Clinical Research Division, Program in Immunology, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA.
| | - Dan Yuan
- Institute for Systems Biology, Seattle, WA 98109, USA; Department of Bioengineering, University of Washington, Seattle, WA 98105, USA
| | - Daniel G Chen
- Institute for Systems Biology, Seattle, WA 98109, USA; Department of Microbiology and Department of Informatics, University of Washington, Seattle, WA 98195, USA
| | - Rachel H Ng
- Institute for Systems Biology, Seattle, WA 98109, USA; Department of Bioengineering, University of Washington, Seattle, WA 98105, USA
| | - Kai Wang
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Jongchan Choi
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Sarah Li
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Sunga Hong
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Rongyu Zhang
- Institute for Systems Biology, Seattle, WA 98109, USA; Department of Bioengineering, University of Washington, Seattle, WA 98105, USA
| | - Jingyi Xie
- Institute for Systems Biology, Seattle, WA 98109, USA; Molecular Engineering & Sciences Institute, University of Washington, Seattle, WA 98105, USA
| | | | | | - Ana Jimena Pavlovitch-Bedzyk
- Institute for Immunity, Transplantation and Infection, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Shen Dong
- Diabetes Center, University of California, San Francisco, San Francisco, CA 94143, USA
| | | | - Inyoul Lee
- Institute for Systems Biology, Seattle, WA 98109, USA
| | | | | | | | - Brett Smith
- Institute for Systems Biology, Seattle, WA 98109, USA
| | | | - Kristin G Anderson
- Clinical Research Division, Program in Immunology, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA; Departments of Immunology and Medicine, University of Washington, Seattle, WA 98109, USA
| | - Jing Li
- Institute for Immunity, Transplantation and Infection, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Fan Yang
- Department of Pathology, Stanford University, Stanford, CA 94304, USA
| | | | - Denise J McCulloch
- Division of Allergy and Infectious Diseases, Department of Medicine, University of Washington, Seattle, WA 98109, USA
| | | | | | - Jing Zhou
- Isoplexis Corporation, Branford, CT 06405, USA
| | - Sean Mackay
- Isoplexis Corporation, Branford, CT 06405, USA
| | | | - Damon H May
- Adaptive Biotechnologies, Seattle, WA 98109, USA
| | | | | | - Mark Klinger
- Adaptive Biotechnologies, Seattle, WA 98109, USA
| | | | - Ryan Roper
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Gladys Wojciechowska
- Institute for Systems Biology, Seattle, WA 98109, USA; Medical University of Białystok, Białystok 15089, Poland
| | - Kim Murray
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Rick Edmark
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Simon Evans
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Lesley Jones
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Yong Zhou
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Lee Rowen
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Rachel Liu
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - William Chour
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Heather A Algren
- Swedish Center for Research and Innovation, Swedish Medical Center, Seattle, WA 98109, USA; Providence St. Joseph Health, Renton, WA 98057, USA
| | - William R Berrington
- Swedish Center for Research and Innovation, Swedish Medical Center, Seattle, WA 98109, USA; Providence St. Joseph Health, Renton, WA 98057, USA
| | - Julie A Wallick
- Swedish Center for Research and Innovation, Swedish Medical Center, Seattle, WA 98109, USA; Providence St. Joseph Health, Renton, WA 98057, USA
| | - Rebecca A Cochran
- Swedish Center for Research and Innovation, Swedish Medical Center, Seattle, WA 98109, USA; Providence St. Joseph Health, Renton, WA 98057, USA
| | - Mary E Micikas
- Swedish Center for Research and Innovation, Swedish Medical Center, Seattle, WA 98109, USA; Providence St. Joseph Health, Renton, WA 98057, USA
| | - Terri Wrin
- Monogram Biosciences, South San Francisco, CA 94080, USA
| | | | - Hunter R Cole
- St. John's Cancer Institute at Saint John's Health Center, Santa Monica, CA 90404, USA
| | - Trevan D Fischer
- St. John's Cancer Institute at Saint John's Health Center, Santa Monica, CA 90404, USA
| | - Wei Wei
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Dave S B Hoon
- St. John's Cancer Institute at Saint John's Health Center, Santa Monica, CA 90404, USA
| | | | - Naeha Subramanian
- Institute for Systems Biology, Seattle, WA 98109, USA; Department of Global Heath and Department of Immunology, University of Washington, Seattle, WA 98109, USA
| | - Joshua A Hill
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA; Division of Allergy and Infectious Diseases, Department of Medicine, University of Washington, Seattle, WA 98109, USA
| | | | | | - Antoni Ribas
- Department of Medicine, University of California, Los Angeles, and Parker Institute for Cancer Immunotherapy, Los Angeles, CA 90095, USA
| | - Lewis L Lanier
- Department of Microbiology and Immunology, University of California, San Francisco, and Parker Institute for Cancer Immunotherapy, San Francisco, CA 94143, USA
| | - Scott D Boyd
- Department of Pathology, Stanford University, Stanford, CA 94304, USA
| | - Jeffrey A Bluestone
- Diabetes Center, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Helen Chu
- Division of Global Health, University of Washington, Seattle, WA 98105, USA; Division of Allergy and Infectious Diseases, Department of Medicine, University of Washington, Seattle, WA 98109, USA
| | - Leroy Hood
- Institute for Systems Biology, Seattle, WA 98109, USA; Providence St. Joseph Health, Renton, WA 98057, USA
| | - Raphael Gottardo
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA; Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA; Department of Statistics, University of Washington, Seattle, WA 98195, USA; Biomedical Data Sciences, Lausanne University Hospital, University of Lausanne, Lausanne, 1011, Switzerland
| | - Philip D Greenberg
- Clinical Research Division, Program in Immunology, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA; Departments of Immunology and Medicine, University of Washington, Seattle, WA 98109, USA
| | - Mark M Davis
- Institute for Immunity, Transplantation and Infection, Stanford University School of Medicine, Stanford, CA 94305, USA; Department of Microbiology and Immunology, Stanford University School of Medicine, Stanford, CA 94305, USA; The Howard Hughes Medical Institute, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Jason D Goldman
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA; Division of Allergy and Infectious Diseases, Department of Medicine, University of Washington, Seattle, WA 98109, USA; Swedish Center for Research and Innovation, Swedish Medical Center, Seattle, WA 98109, USA; Providence St. Joseph Health, Renton, WA 98057, USA.
| | - James R Heath
- Institute for Systems Biology, Seattle, WA 98109, USA; Department of Bioengineering, University of Washington, Seattle, WA 98105, USA.
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2
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Diaz GA, Christensen AB, Pusch T, Goulet D, Chang SC, Grunkemeier GL, McKelvey PA, Robicsek A, French T, Parsons GT, Doherty G, Laurenson C, Roper R, Hadlock J, Cover CJ, Footer B, Robinson P, Micikas M, Marfori JE, Cronenweth C, Mukkamala Y, Mackiewicz J, Rai E, Matson MD, Davila J, Rueda J, Tipton R, Algren H, Ward BC, Malkoski S, Gluckman T, Tallman GB, Arguinchona H, Hammond TC, Standaert S, Christensen J, Echaiz JF, Choi R, McClung D, Pacifico A, Fee M, Sarafian F, Berrington WR, Goldman JD. Remdesivir and Mortality in Patients with COVID-19. Clin Infect Dis 2021; 74:1812-1820. [PMID: 34409431 PMCID: PMC9155603 DOI: 10.1093/cid/ciab698] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2021] [Indexed: 12/21/2022] Open
Abstract
Background The impact of remdesivir (RDV) on mortality rates in coronavirus disease 2019 (COVID-19) is controversial, and the mortality effect in subgroups of baseline disease severity has been incompletely explored. The purpose of this study was to assess the association of RDV with mortality rates in patients with COVID-19. Methods In this retrospective cohort study we compared persons receiving RDV with those receiving best supportive care (BSC). Patients hospitalized between 28 February and 28 May 2020 with laboratory-confirmed severe acute respiratory syndrome coronavirus 2 infection were included with the development of COVID-19 pneumonia on chest radiography and hypoxia requiring supplemental oxygen or oxygen saturation ≤94% with room air. The primary outcome was overall survival, assessed with time-dependent Cox proportional hazards regression and multivariable adjustment, including calendar time, baseline patient characteristics, corticosteroid use, and random effects for hospital. Results A total of 1138 patients were enrolled, including 286 who received RDV and 852 treated with BSC, 400 of whom received hydroxychloroquine. Corticosteroids were used in 20.4% of the cohort (12.6% in RDV and 23% in BSC). Comparing persons receiving RDV with those receiving BSC, the hazard ratio (95% confidence interval) for death was 0.46 (.31–.69) in the univariate model (P < .001) and 0.60 (.40–.90) in the risk-adjusted model (P = .01). In the subgroup of persons with baseline use of low-flow oxygen, the hazard ratio (95% confidence interval) for death in RDV compared with BSC was 0.63 (.39–1.00; P = .049). Conclusion Treatment with RDV was associated with lower mortality rates than BSC. These findings remain the same in the subgroup with baseline use of low-flow oxygen.
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Affiliation(s)
- George A Diaz
- Division of Medicine, Section of Infectious Diseases, Providence Regional Medical Center Everett, Everett, WA, USA.,Washington State University Elson S. Floyd College of Medicine, Internal Medicine Residency, Spokane, WA, USA
| | - Alyssa B Christensen
- Department of Pharmacy, Providence Oregon Region Shared Services, Portland, OR, USA
| | - Tobias Pusch
- Department of Internal Medicine, Section of Infectious Diseases, Providence St. Vincent Medical Center, Portland, OR, USA
| | - Delaney Goulet
- Washington State University Elson S. Floyd College of Medicine, Internal Medicine Residency, Spokane, WA, USA.,Division of Medicine, Section of Internal Medicine, Providence Regional Medical Center Everett, Everett, WA, USA
| | - Shu-Ching Chang
- Center for Cardiovascular Analytics, Research and Data Science (CARDS), Providence St. Joseph Health, Portland, Oregon, USA
| | - Gary L Grunkemeier
- Center for Cardiovascular Analytics, Research and Data Science (CARDS), Providence St. Joseph Health, Portland, Oregon, USA
| | - Paul A McKelvey
- Center for Cardiovascular Analytics, Research and Data Science (CARDS), Providence St. Joseph Health, Portland, Oregon, USA
| | - Ari Robicsek
- Department of Clinical Analytics, Providence St. Joseph Health, Renton, WA, USA
| | - Tom French
- Department of Clinical Analytics, Providence St. Joseph Health, Renton, WA, USA
| | - Guilford T Parsons
- Department of Clinical Analytics, Providence St. Joseph Health, Renton, WA, USA
| | - Glenn Doherty
- Department of Clinical Analytics, Providence St. Joseph Health, Renton, WA, USA
| | - Charles Laurenson
- Department of Clinical Analytics, Providence St. Joseph Health, Renton, WA, USA
| | - Ryan Roper
- Institute for Systems Biology, Seattle, WA, USA
| | | | - Cameron J Cover
- Department of Internal Medicine, Section of Infectious Diseases, Providence St. Vincent Medical Center, Portland, OR, USA
| | - Brent Footer
- Department of Pharmacy, Providence Oregon Region Shared Services, Portland, OR, USA
| | - Philip Robinson
- Department of Hospital Medicine, Division of Infectious Diseases, Hoag Memorial Hospital Presbyterian, Newport Beach, CA USA
| | - Mary Micikas
- Division of Infectious Diseases, Swedish Medical Center, Seattle, WA, USA.,Swedish Center for Research and Innovation, Swedish Medical Center, Seattle, WA, USA
| | - Jennifer E Marfori
- Department of Internal Medicine, Section of Infectious Diseases, Providence St. Vincent Medical Center, Portland, OR, USA
| | - Charlotte Cronenweth
- Washington State University Elson S. Floyd College of Medicine, Internal Medicine Residency, Spokane, WA, USA
| | - Yogavedya Mukkamala
- Washington State University Elson S. Floyd College of Medicine, Internal Medicine Residency, Spokane, WA, USA
| | - Jamie Mackiewicz
- Washington State University Elson S. Floyd College of Medicine, Internal Medicine Residency, Spokane, WA, USA
| | - Ekra Rai
- Washington State University Elson S. Floyd College of Medicine, Internal Medicine Residency, Spokane, WA, USA
| | - Martha Dickinson Matson
- Washington State University Elson S. Floyd College of Medicine, Internal Medicine Residency, Spokane, WA, USA
| | - Jodie Davila
- Swedish Center for Research and Innovation, Swedish Medical Center, Seattle, WA, USA
| | - Justin Rueda
- Swedish Center for Research and Innovation, Swedish Medical Center, Seattle, WA, USA
| | - Reda Tipton
- Swedish Center for Research and Innovation, Swedish Medical Center, Seattle, WA, USA
| | - Heather Algren
- Swedish Center for Research and Innovation, Swedish Medical Center, Seattle, WA, USA
| | - Brittney C Ward
- Department of Internal Medicine, Spokane Teaching Health Clinic, Spokane, WA, USA
| | - Stephen Malkoski
- Sound Critical Care, Sacred Heart Medical Center, Spokane, WA, USA
| | - Tyler Gluckman
- Department of Cardiology, Providence St. Vincent Medical Center, Portland, OR, USA
| | | | | | - Terese C Hammond
- John Wayne Cancer Institute and Cancer Clinic, Providence St Johns Health Center, Santa Monica, CA, USA
| | | | | | - Jose F Echaiz
- Infectious Diseases, Kadlec Regional Medical Center, Richland, WA, USA
| | - Robert Choi
- Division of Medicine, Section of Infectious Diseases, Providence Regional Medical Center Everett, Everett, WA, USA
| | - Daniel McClung
- Division of Medicine, Section of Infectious Diseases, Providence Regional Medical Center Everett, Everett, WA, USA
| | - Albert Pacifico
- Division of Medicine, Section of Infectious Diseases, Providence Regional Medical Center Everett, Everett, WA, USA
| | - Martin Fee
- Department of Hospital Medicine, Division of Infectious Diseases, Hoag Memorial Hospital Presbyterian, Newport Beach, CA USA
| | - Farjad Sarafian
- Department of Hospital Medicine, Division of Infectious Diseases, Hoag Memorial Hospital Presbyterian, Newport Beach, CA USA
| | - William R Berrington
- Division of Infectious Diseases, Swedish Medical Center, Seattle, WA, USA.,Swedish Center for Research and Innovation, Swedish Medical Center, Seattle, WA, USA
| | - Jason D Goldman
- Division of Infectious Diseases, Swedish Medical Center, Seattle, WA, USA.,Swedish Center for Research and Innovation, Swedish Medical Center, Seattle, WA, USA.,Division of Allergy and Infectious Diseases, University of Washington, Seattle, WA, USA
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3
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Su Y, Chen D, Yuan D, Lausted C, Choi J, Dai CL, Voillet V, Duvvuri VR, Scherler K, Troisch P, Baloni P, Qin G, Smith B, Kornilov SA, Rostomily C, Xu A, Li J, Dong S, Rothchild A, Zhou J, Murray K, Edmark R, Hong S, Heath JE, Earls J, Zhang R, Xie J, Li S, Roper R, Jones L, Zhou Y, Rowen L, Liu R, Mackay S, O'Mahony DS, Dale CR, Wallick JA, Algren HA, Zager MA, Wei W, Price ND, Huang S, Subramanian N, Wang K, Magis AT, Hadlock JJ, Hood L, Aderem A, Bluestone JA, Lanier LL, Greenberg PD, Gottardo R, Davis MM, Goldman JD, Heath JR. Multi-Omics Resolves a Sharp Disease-State Shift between Mild and Moderate COVID-19. Cell 2020; 183:1479-1495.e20. [PMID: 33171100 PMCID: PMC7598382 DOI: 10.1016/j.cell.2020.10.037] [Citation(s) in RCA: 369] [Impact Index Per Article: 92.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2020] [Revised: 09/16/2020] [Accepted: 10/22/2020] [Indexed: 12/29/2022]
Abstract
We present an integrated analysis of the clinical measurements, immune cells, and plasma multi-omics of 139 COVID-19 patients representing all levels of disease severity, from serial blood draws collected during the first week of infection following diagnosis. We identify a major shift between mild and moderate disease, at which point elevated inflammatory signaling is accompanied by the loss of specific classes of metabolites and metabolic processes. Within this stressed plasma environment at moderate disease, multiple unusual immune cell phenotypes emerge and amplify with increasing disease severity. We condensed over 120,000 immune features into a single axis to capture how different immune cell classes coordinate in response to SARS-CoV-2. This immune-response axis independently aligns with the major plasma composition changes, with clinical metrics of blood clotting, and with the sharp transition between mild and moderate disease. This study suggests that moderate disease may provide the most effective setting for therapeutic intervention.
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Affiliation(s)
- Yapeng Su
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Daniel Chen
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Dan Yuan
- Institute for Systems Biology, Seattle, WA 98109, USA; Department of Bioengineering, University of Washington, Seattle, WA 98105, USA
| | | | - Jongchan Choi
- Institute for Systems Biology, Seattle, WA 98109, USA
| | | | - Valentin Voillet
- Cape Town HVTN Immunology Laboratory, Hutchinson Centre Research Institute of South Africa, NPC (HCRISA), Cape Town 8001, South Africa; Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA
| | | | | | | | | | - Guangrong Qin
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Brett Smith
- Institute for Systems Biology, Seattle, WA 98109, USA
| | | | | | - Alex Xu
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Jing Li
- Institute for Immunity, Transplantation and Infection, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Shen Dong
- Diabetes Center, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Alissa Rothchild
- Center for Global Infectious Disease Research, Seattle Children's Research Institute, Seattle, WA 98109, USA
| | - Jing Zhou
- Isoplexis Corporation, Branford, CT 06405, USA
| | - Kim Murray
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Rick Edmark
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Sunga Hong
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - John E Heath
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - John Earls
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Rongyu Zhang
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Jingyi Xie
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Sarah Li
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Ryan Roper
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Lesley Jones
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Yong Zhou
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Lee Rowen
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Rachel Liu
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Sean Mackay
- Isoplexis Corporation, Branford, CT 06405, USA
| | - D Shane O'Mahony
- Swedish Center for Research and Innovation, Swedish Medical Center, Seattle, WA 98109, USA; Providence St. Joseph Health, Renton, WA 98057, USA
| | - Christopher R Dale
- Swedish Center for Research and Innovation, Swedish Medical Center, Seattle, WA 98109, USA; Providence St. Joseph Health, Renton, WA 98057, USA
| | - Julie A Wallick
- Swedish Center for Research and Innovation, Swedish Medical Center, Seattle, WA 98109, USA; Providence St. Joseph Health, Renton, WA 98057, USA
| | - Heather A Algren
- Swedish Center for Research and Innovation, Swedish Medical Center, Seattle, WA 98109, USA; Providence St. Joseph Health, Renton, WA 98057, USA
| | - Michael A Zager
- Center for Data Visualization, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA
| | | | - Wei Wei
- Institute for Systems Biology, Seattle, WA 98109, USA
| | | | - Sui Huang
- Institute for Systems Biology, Seattle, WA 98109, USA
| | - Naeha Subramanian
- Institute for Systems Biology, Seattle, WA 98109, USA; Department of Global Heath, and Department of Immunology, University of Washington, Seattle, WA 98109, USA
| | - Kai Wang
- Institute for Systems Biology, Seattle, WA 98109, USA
| | | | | | - Leroy Hood
- Institute for Systems Biology, Seattle, WA 98109, USA; Providence St. Joseph Health, Renton, WA 98057, USA
| | - Alan Aderem
- Center for Global Infectious Disease Research, Seattle Children's Research Institute, Seattle, WA 98109, USA
| | - Jeffrey A Bluestone
- Diabetes Center, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Lewis L Lanier
- Department of Microbiology and Immunology, University of California, San Francisco, and Parker Institute for Cancer Immunotherapy, San Francisco, CA 94143, USA
| | - Philip D Greenberg
- Division of Clinical Research, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA; Departments of Immunology and Medicine, University of Washington, Seattle, WA 98109, USA
| | - Raphael Gottardo
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA; Division of Public Health Sciences, Fred Hutchinson Cancer Research Center, Seattle, WA 98109, USA; Department of Statistics, University of Washington, Seattle, WA 98195, USA
| | - Mark M Davis
- Institute for Immunity, Transplantation and Infection, Stanford University School of Medicine, Stanford, CA 94305, USA; Department of Microbiology and Immunology, Stanford University School of Medicine, Stanford, CA 94305, USA; The Howard Hughes Medical Institute, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Jason D Goldman
- Swedish Center for Research and Innovation, Swedish Medical Center, Seattle, WA 98109, USA; Providence St. Joseph Health, Renton, WA 98057, USA; Division of Allergy & Infectious Diseases, University of Washington, Seattle, WA 98109, USA.
| | - James R Heath
- Institute for Systems Biology, Seattle, WA 98109, USA; Department of Bioengineering, University of Washington, Seattle, WA 98105, USA.
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4
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Su Y, Chen D, Lausted C, Yuan D, Choi J, Dai C, Voillet V, Scherler K, Troisch P, Duvvuri VR, Baloni P, Qin G, Smith B, Kornilov S, Rostomily C, Xu A, Li J, Dong S, Rothchild A, Zhou J, Murray K, Edmark R, Hong S, Jones L, Zhou Y, Roper R, Mackay S, O'Mahony DS, Dale CR, Wallick JA, Algren HA, Michael ZA, Magis A, Wei W, Price ND, Huang S, Subramanian N, Wang K, Hadlock J, Hood L, Aderem A, Bluestone JA, Lanier LL, Greenberg P, Gottardo R, Davis MM, Goldman JD, Heath JR. Multiomic Immunophenotyping of COVID-19 Patients Reveals Early Infection Trajectories. bioRxiv 2020:2020.07.27.224063. [PMID: 32766585 PMCID: PMC7402042 DOI: 10.1101/2020.07.27.224063] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/23/2023]
Abstract
Host immune responses play central roles in controlling SARS-CoV2 infection, yet remain incompletely characterized and understood. Here, we present a comprehensive immune response map spanning 454 proteins and 847 metabolites in plasma integrated with single-cell multi-omic assays of PBMCs in which whole transcriptome, 192 surface proteins, and T and B cell receptor sequence were co-analyzed within the context of clinical measures from 50 COVID19 patient samples. Our study reveals novel cellular subpopulations, such as proliferative exhausted CD8 + and CD4 + T cells, and cytotoxic CD4 + T cells, that may be features of severe COVID-19 infection. We condensed over 1 million immune features into a single immune response axis that independently aligns with many clinical features and is also strongly associated with disease severity. Our study represents an important resource towards understanding the heterogeneous immune responses of COVID-19 patients and may provide key information for informing therapeutic development.
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5
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Cope AL, Roper R, Chestnutt IG, Karki AJ. Exploring the feasibility of using routinely collected data to produce antibiotic prescribing profiles for general dental practitioners in Wales. Community Dent Health 2019; 36:177-180. [PMID: 31433137 DOI: 10.1922/cdh_4211cope04] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
This article describes a project that assessed whether routinely collected antibiotic prescribing and NHS dental treatment data could be linked to produce personalised prescribing profiles for general dental practitioners working in Wales, UK. Dental public health competencies required for this work included: Multi-agency working to develop a sustainable system of monitoring antibiotic prescribing in primary dental care in Wales, Dental public health intelligence, Development of dental service quality indicators.
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Affiliation(s)
- A L Cope
- Specialty Trainee in Dental Public Health, Cardiff and Vale University Health Board, University Dental Hospital, Heath Park, Cardiff, UK
| | - R Roper
- Project Manager, Prototypes and Contract Reform, Dental Public Health Team, Public Health Wales, No. 2 Capital Quarter, Tyndall Street, Cardiff, UK
| | - I G Chestnutt
- Professor and Hon Consultant in Dental Public Health, Applied Clinical Research and Public Health, School of Dentistry, Cardiff University, University Dental Hospital, Heath Park, Cardiff, UK
| | - A J Karki
- Consultant in Dental Public Health, Dental Public Health Team, Public Health Wales, No. 2 Capital Quarter, Tyndall Street, Cardiff, UK
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Paller CJ, Ye X, Wozniak P, Gillespie B, Sieber P, Greengold R, Stockton B, Hertzman B, Efros M, Roper R, Liker H, Carducci MA. A phase II study of pomegranate extract for men with rising prostate-specific antigen following primary therapy. J Clin Oncol 2011. [DOI: 10.1200/jco.2011.29.15_suppl.4522] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
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Carducci MA, Paller CJ, Wozniak P, Sieber P, Greengold R, Stockton B, Hertzman B, Roper R, Liker H, Ye X. A phase II study of pomegranate extract for men with rising prostate-specific antigen following primary therapy. J Clin Oncol 2011. [DOI: 10.1200/jco.2011.29.7_suppl.11] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
11 Background: Pomegranate extract (POMx) demonstrates promising antitumor effects in prostate cancer (PCA). Prior published work reveals an increase in PSA doubling time (PSADT) in a single arm study of pomegranate juice (POM) in PCA patients (pts) with a rising PSA after local therapy. We sought to determine the effects of low (1 gram) or high (3 grams) daily POMx on PSADT in a similar but broader population of men seeking to defer androgen deprivation therapy. Methods: Our multi-center, double bind phase II trial randomized men with rising PSA and without metastases to receive high or low dose POMx, stratified by baseline PSADT and Gleason score, and with no restrictions for PSADT and no upper limit PSA value. Men were treated until progression or for 18 months. PSA levels were obtained every 3 months. This study was designed to detect a 6 month increase in PSADT from baseline. Results: 104 patients were enrolled and treated for up to 6 (92%), 12 (70%) and 18 months (36%). Median PSADT lengthened in the Intent to treat population (96% white, median age 74.5 years, median Gleason score 7) from baseline 11.9 (range 1.6-54.6) compared to 18.5 (2-1523) months after treatment (p<.001).There was no significant treatment difference on PSADT between the dose groups (p=.920). Declining PSA levels were observed in 13 pts (13%) during the study. No significant changes occurred in testosterone in either group. Although no clinically significant toxicities were seen, mild to moderate diarrhea was seen in 8 pts (7.7%). Conclusions: POMx treatment significantly increased the PSADT by over 6 months in both treatment arms, with no effect on testosterone. This IND-conducted study confirms slowing of PSADT after treatment with POMx as was found with POM, yet in a PCA patient population with greater high risk progression features. [Table: see text]
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Affiliation(s)
- M. A. Carducci
- Sidney Kimmel Comprehensive Cancer Center at Johns Hopkins University, Baltimore, MD; Advanced Clinical, Bannockburn, IL; Urological Associates of Lancaster, Lancaster, PA; South Orange County Medical Research Center, Laguna Hills, CA; Lakeside Urology, St. Joseph, MI; The Urology Group, Cincinnati, OH; Urology Enterprises, Marietta, GA; University of California, Los Angeles, Beverly Hills, CA; Johns Hopkins University, Baltimore, MD
| | - C. J. Paller
- Sidney Kimmel Comprehensive Cancer Center at Johns Hopkins University, Baltimore, MD; Advanced Clinical, Bannockburn, IL; Urological Associates of Lancaster, Lancaster, PA; South Orange County Medical Research Center, Laguna Hills, CA; Lakeside Urology, St. Joseph, MI; The Urology Group, Cincinnati, OH; Urology Enterprises, Marietta, GA; University of California, Los Angeles, Beverly Hills, CA; Johns Hopkins University, Baltimore, MD
| | - P. Wozniak
- Sidney Kimmel Comprehensive Cancer Center at Johns Hopkins University, Baltimore, MD; Advanced Clinical, Bannockburn, IL; Urological Associates of Lancaster, Lancaster, PA; South Orange County Medical Research Center, Laguna Hills, CA; Lakeside Urology, St. Joseph, MI; The Urology Group, Cincinnati, OH; Urology Enterprises, Marietta, GA; University of California, Los Angeles, Beverly Hills, CA; Johns Hopkins University, Baltimore, MD
| | - P. Sieber
- Sidney Kimmel Comprehensive Cancer Center at Johns Hopkins University, Baltimore, MD; Advanced Clinical, Bannockburn, IL; Urological Associates of Lancaster, Lancaster, PA; South Orange County Medical Research Center, Laguna Hills, CA; Lakeside Urology, St. Joseph, MI; The Urology Group, Cincinnati, OH; Urology Enterprises, Marietta, GA; University of California, Los Angeles, Beverly Hills, CA; Johns Hopkins University, Baltimore, MD
| | - R. Greengold
- Sidney Kimmel Comprehensive Cancer Center at Johns Hopkins University, Baltimore, MD; Advanced Clinical, Bannockburn, IL; Urological Associates of Lancaster, Lancaster, PA; South Orange County Medical Research Center, Laguna Hills, CA; Lakeside Urology, St. Joseph, MI; The Urology Group, Cincinnati, OH; Urology Enterprises, Marietta, GA; University of California, Los Angeles, Beverly Hills, CA; Johns Hopkins University, Baltimore, MD
| | - B. Stockton
- Sidney Kimmel Comprehensive Cancer Center at Johns Hopkins University, Baltimore, MD; Advanced Clinical, Bannockburn, IL; Urological Associates of Lancaster, Lancaster, PA; South Orange County Medical Research Center, Laguna Hills, CA; Lakeside Urology, St. Joseph, MI; The Urology Group, Cincinnati, OH; Urology Enterprises, Marietta, GA; University of California, Los Angeles, Beverly Hills, CA; Johns Hopkins University, Baltimore, MD
| | - B. Hertzman
- Sidney Kimmel Comprehensive Cancer Center at Johns Hopkins University, Baltimore, MD; Advanced Clinical, Bannockburn, IL; Urological Associates of Lancaster, Lancaster, PA; South Orange County Medical Research Center, Laguna Hills, CA; Lakeside Urology, St. Joseph, MI; The Urology Group, Cincinnati, OH; Urology Enterprises, Marietta, GA; University of California, Los Angeles, Beverly Hills, CA; Johns Hopkins University, Baltimore, MD
| | - R. Roper
- Sidney Kimmel Comprehensive Cancer Center at Johns Hopkins University, Baltimore, MD; Advanced Clinical, Bannockburn, IL; Urological Associates of Lancaster, Lancaster, PA; South Orange County Medical Research Center, Laguna Hills, CA; Lakeside Urology, St. Joseph, MI; The Urology Group, Cincinnati, OH; Urology Enterprises, Marietta, GA; University of California, Los Angeles, Beverly Hills, CA; Johns Hopkins University, Baltimore, MD
| | - H. Liker
- Sidney Kimmel Comprehensive Cancer Center at Johns Hopkins University, Baltimore, MD; Advanced Clinical, Bannockburn, IL; Urological Associates of Lancaster, Lancaster, PA; South Orange County Medical Research Center, Laguna Hills, CA; Lakeside Urology, St. Joseph, MI; The Urology Group, Cincinnati, OH; Urology Enterprises, Marietta, GA; University of California, Los Angeles, Beverly Hills, CA; Johns Hopkins University, Baltimore, MD
| | - X. Ye
- Sidney Kimmel Comprehensive Cancer Center at Johns Hopkins University, Baltimore, MD; Advanced Clinical, Bannockburn, IL; Urological Associates of Lancaster, Lancaster, PA; South Orange County Medical Research Center, Laguna Hills, CA; Lakeside Urology, St. Joseph, MI; The Urology Group, Cincinnati, OH; Urology Enterprises, Marietta, GA; University of California, Los Angeles, Beverly Hills, CA; Johns Hopkins University, Baltimore, MD
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Fossett JW, Goggin M, Hall JS, Johnston J, Plein LC, Roper R, Weissert C. Managing Medicaid managed care: are states becoming prudent purchasers? Health Aff (Millwood) 2000; 19:36-49. [PMID: 10916959 DOI: 10.1377/hlthaff.19.4.36] [Citation(s) in RCA: 16] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Abstract
This paper examines the extent to which five states are becoming "prudent purchasers" in their oversight of Medicaid managed care. Our conclusions are mixed. These states are making more sustained efforts along these lines than most private purchasers are and have improved the amount and quality of the data they collect on the experiences of Medicaid clients when compared with the traditional fee-for-service program. They have been less successful in ensuring data quality that is adequate to support contracting decisions and in developing the analytical or political capacity to use data to "manage" the managed care system. Becoming a prudent purchaser appears to be a complex task for states that may prove difficult to achieve.
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Forbes J, Manson A, Vincent R, Fraser G, Vial F, Wand R, Avery S, Clark R, Johnson R, Roper R, Schminder R, Tsuda T, Kazimirovsky E. Semidiurnal tide in the 80–150 km region: an assimilative data analysis. ACTA ACUST UNITED AC 1994. [DOI: 10.1016/0021-9169(94)90062-0] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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Roper R. Teleradiology in rural Alabama: interview with Robert Roper, MD. Interview by Kate Seago. Appl Radiol 1987; 16:83. [PMID: 10285161] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 02/12/2023]
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Abstract
AbstractThis paper examines the methods used in expressing agreement between observers both when individual occurrences and total frequencies of behaviour are considered. It discusses correlational methods of deriving inter-observer reliability and then examines the relations between these three methods. Some of the factors that affect reliability are reported. These include problems of definition such as how a behaviour may change with age and how reliability depends on which recipient of behaviour is considered. Frequency of occurrence of a behaviour pattern is discussed both in relation to itself and to other behavioural categories, as well as its effect on observer vigilance. The effect of partitioning data in different ways is also discussed. Finally the influence of different observers on inter-observer reliability is noted. Examples are taken from studies of children and kittens.
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Affiliation(s)
- M. Young
- 1Sub-Department of Animal Behaviour, Madingley, Cambridge, England
| | - G.R. Dank
- 2Sub-Department of Animal Behaviour, Madingley, Cambridge, England
| | - R. Roper
- 3Sub-Department of Animal Behaviour, Madingley, Cambridge, England
| | - T.M. Caro
- 4Sub-Department of Animal Behaviour, Madingley, Cambridge, England
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Biffin MEC, Miller J, Roper R. The Sn mechanism in aromatic compounds. XXXVIII. Comparative reactivity of 1-Halogeno-2,6-dinitrobenzenes and some other halogenonitrobenzenes. Aust J Chem 1969. [DOI: 10.1071/ch9692555] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
Abstract
The reactivity of
1-halogeno-2,6-dinitrobenzenes with methanolic methoxide has been studied
quantitatively and compared with the results of similar studies of o- and p-halogenonitrobenzenes and 1-halogeno- 2,4-dinitrobenzenes.
Adverse steric interactions of the ortho-nitro group are very small in the
o-halogenonitro- and 1-halogeno-2,4- dinitrobenzenes. The interactions are
substantially larger in the reactions of 1-halogeno-2,6-dinitrobenzenes in
displacement of Cl, Br, and I, but not of F, but they
are small compared to steric interactions found in many other classes of
reactions. ��� Steric effects are observed as a reduction
in rates affecting values of the Substituent Rate Factors of the o-nitro group,
and affecting also the mobility as a leaving group of Cl,
Br, and I, but not of F. However, since Cl is the
usual reference standard for leaving group mobility, that of F appears as
having an unusually high value. Nevertheless a depression of the mobility of
iodine from its typical range is also evident.
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Abstract
The magnetic moments of a series of 19 NN-disubstituted dithiocarbamates of
iron(III), [Fe(S2C.NR?R")3], are anomalous in that
their behaviour is neither "high-" nor "low-spin". Values
of μeff. at room
temperature lie between 2.62 and 5.83 B.M., the datum for each compound
depending on the chemical nature of the substituents R' and R". This
anomalous situation persists in benzene or chloroform solution. Cryoscopic and
ebullioscopic molecular weight determinations establish that all the compounds
are monomeric, which excludes the possibility that the magnetic behaviour
arises from the presence of antiferromagnetic exchange interactions of either
the inter- or intra-molecular type.
These observations strongly support the
early and generally overlooked work of Cambi who in 1932 proposed a thermal
equilibrium between "magnetic isomers" of spins S = � and S = 5/2 to
account for the origin of the magnetic anomaly.
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Le Fevre RJW, Parkins GM, Roper R. The Spectrophotometric Estimation of Molecular Weights of Polyethylene Glycols Dissolved in Benzene. Aust J Chem 1960. [DOI: 10.1071/ch9600169] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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