1
|
Soldatenko A, Hoyt LR, Xu L, Calabro S, Lewis SM, Gallman AE, Hudson KE, Stowell SR, Luckey CJ, Zimring JC, Liu D, Santhanakrishnan M, Hendrickson JE, Eisenbarth SC. Innate and Adaptive Immunity to Transfused Allogeneic RBCs in Mice Requires MyD88. J Immunol 2022; 208:991-997. [PMID: 35039331 PMCID: PMC10107373 DOI: 10.4049/jimmunol.2100784] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/16/2021] [Accepted: 12/09/2021] [Indexed: 01/02/2023]
Abstract
RBC transfusion therapy is essential for the treatment of anemia. A serious complication of transfusion is the development of non-ABO alloantibodies to polymorphic RBC Ags; yet, mechanisms of alloantibody formation remain unclear. Storage of mouse RBCs before transfusion increases RBC immunogenicity through an unknown mechanism. We previously reported that sterile, stored mouse RBCs activate splenic dendritic cells (DCs), which are required for alloimmunization. Here we transfused mice with allogeneic RBCs to test whether stored RBCs activate pattern recognition receptors (PRRs) on recipient DCs to induce adaptive immunity. TLRs are a class of PRRs that regulate DC activation, which signal through two adapter molecules: MyD88 and TRIF. We show that the inflammatory cytokine response, DC activation and migration, and the subsequent alloantibody response to transfused RBCs require MyD88 but not TRIF, suggesting that a restricted set of PRRs are responsible for sensing RBCs and triggering alloimmunization.
Collapse
Affiliation(s)
- Arielle Soldatenko
- Department of Laboratory Medicine, Yale University School of Medicine, New Haven, CT.,Department of Immunobiology, Yale University School of Medicine, New Haven, CT
| | - Laura R Hoyt
- Department of Laboratory Medicine, Yale University School of Medicine, New Haven, CT.,Department of Immunobiology, Yale University School of Medicine, New Haven, CT
| | - Lan Xu
- Department of Laboratory Medicine, Yale University School of Medicine, New Haven, CT.,Department of Immunobiology, Yale University School of Medicine, New Haven, CT
| | - Samuele Calabro
- Department of Laboratory Medicine, Yale University School of Medicine, New Haven, CT.,Department of Immunobiology, Yale University School of Medicine, New Haven, CT
| | - Steven M Lewis
- Department of Laboratory Medicine, Yale University School of Medicine, New Haven, CT.,Department of Immunobiology, Yale University School of Medicine, New Haven, CT
| | - Antonia E Gallman
- Department of Laboratory Medicine, Yale University School of Medicine, New Haven, CT.,Department of Immunobiology, Yale University School of Medicine, New Haven, CT
| | - Krystalyn E Hudson
- Department of Pathology and Cell Biology, Columbia University Irving Medical Center, New York, NY
| | - Sean R Stowell
- Department of Pathology, Brigham and Women's Hospital, Boston, MA
| | - Chance J Luckey
- Department of Pathology, University of Virginia, Charlottesville, VA; and
| | - James C Zimring
- Department of Pathology, University of Virginia, Charlottesville, VA; and
| | - Dong Liu
- Department of Laboratory Medicine, Yale University School of Medicine, New Haven, CT.,Department of Immunobiology, Yale University School of Medicine, New Haven, CT
| | - Manjula Santhanakrishnan
- Department of Laboratory Medicine, Yale University School of Medicine, New Haven, CT.,Department of Pediatrics, Yale University School of Medicine, New Haven, CT
| | - Jeanne E Hendrickson
- Department of Laboratory Medicine, Yale University School of Medicine, New Haven, CT.,Department of Pediatrics, Yale University School of Medicine, New Haven, CT
| | - Stephanie C Eisenbarth
- Department of Laboratory Medicine, Yale University School of Medicine, New Haven, CT; .,Department of Immunobiology, Yale University School of Medicine, New Haven, CT
| |
Collapse
|
2
|
He Y, Gallman AE, Xie C, Shen Q, Ma J, Wolfreys FD, Sandy M, Arsov T, Wu X, Qin Y, Zhang P, Jiang S, Stanley M, Wu P, Tan J, Ding H, Xue H, Chen W, Xu J, Criswell LA, Nititham J, Adamski M, Kitching AR, Cook MC, Cao L, Shen N, Cyster JG, Vinuesa CG. P2RY8 variants in lupus patients uncover a role for the receptor in immunological tolerance. J Exp Med 2022; 219:e20211004. [PMID: 34889940 PMCID: PMC8669517 DOI: 10.1084/jem.20211004] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2021] [Revised: 08/26/2021] [Accepted: 11/18/2021] [Indexed: 12/30/2022] Open
Abstract
B cell self-tolerance is maintained through multiple checkpoints, including restraints on intracellular signaling and cell trafficking. P2RY8 is a receptor with established roles in germinal center (GC) B cell migration inhibition and growth regulation. Somatic P2RY8 variants are common in GC-derived B cell lymphomas. Here, we identify germline novel or rare P2RY8 missense variants in lupus kindreds or the related antiphospholipid syndrome, including a "de novo" variant in a child with severe nephritis. All variants decreased protein expression, F-actin abundance, and GPCR-RhoA signaling, and those with stronger effects increased AKT and ERK activity and cell migration. Remarkably, P2RY8 was reduced in B cell subsets from some SLE patients lacking P2RY8 gene variants. Low P2RY8 correlated with lupus nephritis and increased age-associated B cells and plasma cells. By contrast, P2RY8 overexpression in cells and mice restrained plasma cell development and reinforced negative selection of DNA-reactive developing B cells. These findings uncover a role of P2RY8 in immunological tolerance and lupus pathogenesis.
Collapse
MESH Headings
- Animals
- Antiphospholipid Syndrome/genetics
- Antiphospholipid Syndrome/immunology
- Antiphospholipid Syndrome/metabolism
- B-Lymphocyte Subsets/immunology
- B-Lymphocyte Subsets/metabolism
- Cell Line, Tumor
- Female
- HEK293 Cells
- Humans
- Immune Tolerance/genetics
- Immune Tolerance/immunology
- Lupus Erythematosus, Systemic/genetics
- Lupus Erythematosus, Systemic/immunology
- Lupus Erythematosus, Systemic/metabolism
- Lupus Nephritis/genetics
- Lupus Nephritis/immunology
- Lupus Nephritis/metabolism
- Male
- Mice, Inbred C57BL
- Mutation, Missense/genetics
- Mutation, Missense/immunology
- Pedigree
- Plasma Cells/immunology
- Plasma Cells/metabolism
- Receptors, Purinergic P2Y/genetics
- Receptors, Purinergic P2Y/immunology
- Receptors, Purinergic P2Y/metabolism
- Signal Transduction/genetics
- Signal Transduction/immunology
- Mice
Collapse
Affiliation(s)
- Yuke He
- Centre for Personalised Immunology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Antonia E. Gallman
- Howard Hughes Medical Institute and Department of Microbiology and Immunology, University of California, San Francisco, San Francisco, CA
| | - Chengmei Xie
- Centre for Personalised Immunology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Qian Shen
- Centre for Personalised Immunology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- Centre for Personalised Immunology, John Curtin School of Medical Research, Australian National University, Australian Capital Territory, Australia
| | - Jianyang Ma
- Centre for Personalised Immunology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Finn D. Wolfreys
- Howard Hughes Medical Institute and Department of Microbiology and Immunology, University of California, San Francisco, San Francisco, CA
| | - Moriah Sandy
- Howard Hughes Medical Institute and Department of Microbiology and Immunology, University of California, San Francisco, San Francisco, CA
| | - Todor Arsov
- Centre for Personalised Immunology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- Centre for Personalised Immunology, John Curtin School of Medical Research, Australian National University, Australian Capital Territory, Australia
| | - Xiaoqian Wu
- Centre for Personalised Immunology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Yuting Qin
- Centre for Personalised Immunology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Pingjing Zhang
- Centre for Personalised Immunology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Simon Jiang
- Centre for Personalised Immunology, John Curtin School of Medical Research, Australian National University, Australian Capital Territory, Australia
| | - Maurice Stanley
- Centre for Personalised Immunology, John Curtin School of Medical Research, Australian National University, Australian Capital Territory, Australia
| | - Philip Wu
- Centre for Personalised Immunology, John Curtin School of Medical Research, Australian National University, Australian Capital Territory, Australia
| | - Jingjing Tan
- Centre for Personalised Immunology, John Curtin School of Medical Research, Australian National University, Australian Capital Territory, Australia
| | - Huihua Ding
- Shanghai Institute of Rheumatology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Haiyan Xue
- Department of Pediatrics, Renji Hospital, Shanghai Jiao Tong University, Shanghai, China
| | - Wei Chen
- Department of Pediatrics, Renji Hospital, Shanghai Jiao Tong University, Shanghai, China
| | - Jinping Xu
- Department of Pediatrics, Renji Hospital, Shanghai Jiao Tong University, Shanghai, China
| | - Lindsey A. Criswell
- Russell/Engleman Rheumatology Research Center, Department of Medicine, University of California, San Francisco, San Francisco, CA
| | - Joanne Nititham
- Russell/Engleman Rheumatology Research Center, Department of Medicine, University of California, San Francisco, San Francisco, CA
| | - Marcin Adamski
- Centre for Personalised Immunology, John Curtin School of Medical Research, Australian National University, Australian Capital Territory, Australia
| | - A. Richard Kitching
- Centre for Personalised Immunology, Centre for Inflammatory Diseases, Monash University Department of Medicine, Clayton, Victoria, Australia
| | - Matthew C. Cook
- Centre for Personalised Immunology, John Curtin School of Medical Research, Australian National University, Australian Capital Territory, Australia
| | - Lanfang Cao
- Department of Pediatrics, Renji Hospital, Shanghai Jiao Tong University, Shanghai, China
| | - Nan Shen
- Centre for Personalised Immunology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- Shanghai Institute of Rheumatology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
| | - Jason G. Cyster
- Howard Hughes Medical Institute and Department of Microbiology and Immunology, University of California, San Francisco, San Francisco, CA
| | - Carola G. Vinuesa
- Centre for Personalised Immunology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai, China
- Centre for Personalised Immunology, John Curtin School of Medical Research, Australian National University, Australian Capital Territory, Australia
- Francis Crick Institute, London, UK
| |
Collapse
|
3
|
Abstract
Many skin manifestations of severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2) infection reflect activation of cutaneous and systemic immune responses involving effector pathways of both the innate and adaptive arms of the immune system. This article reviews evidence from the recent clinical and scientific literature that informs the current understanding of the consequences of coronavirus disease 2019 (COVID-19)-induced immune cell activation, as relevant to dermatology. Topics include the clinical consequences of autoantibody production in patients with COVID-19, immunologic evidence for chilblains as a manifestation of SARS-CoV-2 infection, and the relationship between type I interferons and COVID-19 disease severity.
Collapse
Affiliation(s)
- Antonia E Gallman
- Department of Microbiology and Immunology, University of California, San Francisco, San Francisco, CA, USA; Medical Scientist Training Program, University of California, San Francisco, 513 Parnassus Avenue, Room HSE1001A, San Francisco, CA 94143, USA
| | - Marlys S Fassett
- Department of Microbiology and Immunology, University of California, San Francisco, San Francisco, CA, USA; Department of Dermatology, University of California, San Francisco, 513 Parnassus Avenue, Room HSE1001E, San Francisco, CA 94143, USA.
| |
Collapse
|
4
|
Gallman AE, Wolfreys FD, Nguyen DN, Sandy M, Xu Y, An J, Li Z, Marson A, Lu E, Cyster JG. Abcc1 and Ggt5 support lymphocyte guidance through export and catabolism of S-geranylgeranyl-l-glutathione. Sci Immunol 2021; 6:eabg1101. [PMID: 34088745 PMCID: PMC8458272 DOI: 10.1126/sciimmunol.abg1101] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2020] [Accepted: 04/28/2021] [Indexed: 12/13/2022]
Abstract
P2RY8 promotes the confinement and growth regulation of germinal center (GC) B cells, and loss of human P2RY8 is associated with B cell lymphomagenesis. The metabolite S-geranylgeranyl-l-glutathione (GGG) is a P2RY8 ligand. The mechanisms controlling GGG distribution are poorly understood. Here, we show that gamma-glutamyltransferase-5 (Ggt5) expression in stromal cells was required for GGG catabolism and confinement of P2RY8-expressing cells to GCs. We identified the ATP-binding cassette subfamily C member 1 (Abcc1) as a GGG transporter and showed that Abcc1 expression by hematopoietic cells was necessary for P2RY8-mediated GC confinement. Furthermore, we discovered that P2RY8 and GGG negatively regulated trafficking of B and T cells to the bone marrow (BM). P2RY8 loss-of-function human T cells increased their BM homing. By defining how GGG distribution was determined and identifying sites of P2RY8 activity, this work helps establish how disruptions in P2RY8 function contribute to lymphomagenesis and other disease states.
Collapse
Affiliation(s)
- Antonia E Gallman
- Howard Hughes Medical Institute, University of California, San Francisco, San Francisco, CA 94143, USA
- Department of Microbiology and Immunology, University of California, San Francisco, San Francisco, CA 94143, USA
- Medical Scientist Training Program, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Finn D Wolfreys
- Howard Hughes Medical Institute, University of California, San Francisco, San Francisco, CA 94143, USA.
- Department of Microbiology and Immunology, University of California, San Francisco, San Francisco, CA 94143, USA
| | - David N Nguyen
- J. David Gladstone Institutes, San Francisco, CA 94158, USA
- Department of Medicine, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Moriah Sandy
- Howard Hughes Medical Institute, University of California, San Francisco, San Francisco, CA 94143, USA
- Department of Microbiology and Immunology, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Ying Xu
- Howard Hughes Medical Institute, University of California, San Francisco, San Francisco, CA 94143, USA
- Department of Microbiology and Immunology, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Jinping An
- Howard Hughes Medical Institute, University of California, San Francisco, San Francisco, CA 94143, USA
- Department of Microbiology and Immunology, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Zhongmei Li
- J. David Gladstone Institutes, San Francisco, CA 94158, USA
- Department of Medicine, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Alexander Marson
- J. David Gladstone Institutes, San Francisco, CA 94158, USA
- Department of Medicine, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Erick Lu
- Howard Hughes Medical Institute, University of California, San Francisco, San Francisco, CA 94143, USA
- Department of Microbiology and Immunology, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Jason G Cyster
- Howard Hughes Medical Institute, University of California, San Francisco, San Francisco, CA 94143, USA.
- Department of Microbiology and Immunology, University of California, San Francisco, San Francisco, CA 94143, USA
| |
Collapse
|
5
|
McMahon DE, Gallman AE, Hruza GJ, Rosenbach M, Lipoff JB, Desai SR, French LE, Lim H, Cyster JG, Fox LP, Fassett MS, Freeman EE. Long COVID in the skin: a registry analysis of COVID-19 dermatological duration. Lancet Infect Dis 2021; 21:313-314. [PMID: 33460566 PMCID: PMC7836995 DOI: 10.1016/s1473-3099(20)30986-5] [Citation(s) in RCA: 72] [Impact Index Per Article: 24.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/17/2020] [Revised: 12/09/2020] [Accepted: 12/15/2020] [Indexed: 12/18/2022]
Affiliation(s)
- Devon E McMahon
- Department of Dermatology, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Antonia E Gallman
- Department of Dermatology, University of California San Francisco, San Francisco, CA, USA; Department of Immunology and Microbiology, University of California San Francisco, San Francisco, CA, USA
| | - George J Hruza
- Department of Dermatology, St Louis University, St Louis, MO, USA
| | - Misha Rosenbach
- Department of Dermatology, University of Pennsylvania, Philadelphia, PA, USA
| | - Jules B Lipoff
- Department of Dermatology, University of Pennsylvania, Philadelphia, PA, USA
| | - Seemal R Desai
- Department of Dermatology, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA
| | - Lars E French
- Department of Dermatology, University of Texas Southwestern & Innovative Dermatology, Dallas, TX, USA
| | - Henry Lim
- Department of Dermatology, University Hospital, Munich University of Ludwig Maximilian, Munich, Germany; Department of Dermatology, Henry Ford Health System, Detroit, MI, USA
| | - Jason G Cyster
- Department of Immunology and Microbiology, University of California San Francisco, San Francisco, CA, USA
| | - Lindy P Fox
- Department of Dermatology, University of California San Francisco, San Francisco, CA, USA
| | - Marlys S Fassett
- Department of Dermatology, University of California San Francisco, San Francisco, CA, USA; Department of Immunology and Microbiology, University of California San Francisco, San Francisco, CA, USA
| | - Esther E Freeman
- Department of Dermatology, Massachusetts General Hospital, Harvard Medical School, Boston, MA 02114, USA; Medical Practice Evaluation Center, Mongan Institute, Massachusetts General Hospital, Boston, MA, USA.
| |
Collapse
|
6
|
Whitman JD, Hiatt J, Mowery CT, Shy BR, Yu R, Yamamoto TN, Rathore U, Goldgof GM, Whitty C, Woo JM, Gallman AE, Miller TE, Levine AG, Nguyen DN, Bapat SP, Balcerek J, Bylsma SA, Lyons AM, Li S, Wong AWY, Gillis-Buck EM, Steinhart ZB, Lee Y, Apathy R, Lipke MJ, Smith JA, Zheng T, Boothby IC, Isaza E, Chan J, Acenas DD, Lee J, Macrae TA, Kyaw TS, Wu D, Ng DL, Gu W, York VA, Eskandarian HA, Callaway PC, Warrier L, Moreno ME, Levan J, Torres L, Farrington LA, Loudermilk RP, Koshal K, Zorn KC, Garcia-Beltran WF, Yang D, Astudillo MG, Bernstein BE, Gelfand JA, Ryan ET, Charles RC, Iafrate AJ, Lennerz JK, Miller S, Chiu CY, Stramer SL, Wilson MR, Manglik A, Ye CJ, Krogan NJ, Anderson MS, Cyster JG, Ernst JD, Wu AHB, Lynch KL, Bern C, Hsu PD, Marson A. Evaluation of SARS-CoV-2 serology assays reveals a range of test performance. Nat Biotechnol 2020; 38:1174-1183. [PMID: 32855547 PMCID: PMC7740072 DOI: 10.1038/s41587-020-0659-0] [Citation(s) in RCA: 198] [Impact Index Per Article: 49.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2020] [Accepted: 07/29/2020] [Indexed: 12/18/2022]
Abstract
Appropriate use and interpretation of serological tests for assessments of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) exposure, infection and potential immunity require accurate data on assay performance. We conducted a head-to-head evaluation of ten point-of-care-style lateral flow assays (LFAs) and two laboratory-based enzyme-linked immunosorbent assays to detect anti-SARS-CoV-2 IgM and IgG antibodies in 5-d time intervals from symptom onset and studied the specificity of each assay in pre-coronavirus disease 2019 specimens. The percent of seropositive individuals increased with time, peaking in the latest time interval tested (>20 d after symptom onset). Test specificity ranged from 84.3% to 100.0% and was predominantly affected by variability in IgM results. LFA specificity could be increased by considering weak bands as negative, but this decreased detection of antibodies (sensitivity) in a subset of SARS-CoV-2 real-time PCR-positive cases. Our results underline the importance of seropositivity threshold determination and reader training for reliable LFA deployment. Although there was no standout serological assay, four tests achieved more than 80% positivity at later time points tested and more than 95% specificity.
Collapse
Affiliation(s)
- Jeffrey D Whitman
- Department of Laboratory Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Joseph Hiatt
- Medical Scientist Training Program, University of California, San Francisco, San Francisco, CA, USA
- Biomedical Sciences Graduate Program, University of California, San Francisco, San Francisco, CA, USA
- J. David Gladstone Institutes, San Francisco, CA, USA
- Department of Microbiology and Immunology, University of California, San Francisco, San Francisco, CA, USA
- Innovative Genomics Institute, University of California, Berkeley, Berkeley, CA, USA
- Diabetes Center, University of California, San Francisco, San Francisco, CA, USA
| | - Cody T Mowery
- Medical Scientist Training Program, University of California, San Francisco, San Francisco, CA, USA
- Biomedical Sciences Graduate Program, University of California, San Francisco, San Francisco, CA, USA
- Department of Microbiology and Immunology, University of California, San Francisco, San Francisco, CA, USA
- Innovative Genomics Institute, University of California, Berkeley, Berkeley, CA, USA
- Diabetes Center, University of California, San Francisco, San Francisco, CA, USA
| | - Brian R Shy
- Department of Laboratory Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Ruby Yu
- Department of Microbiology and Immunology, University of California, San Francisco, San Francisco, CA, USA
- Diabetes Center, University of California, San Francisco, San Francisco, CA, USA
| | - Tori N Yamamoto
- Department of Microbiology and Immunology, University of California, San Francisco, San Francisco, CA, USA
- Diabetes Center, University of California, San Francisco, San Francisco, CA, USA
| | - Ujjwal Rathore
- J. David Gladstone Institutes, San Francisco, CA, USA
- Department of Microbiology and Immunology, University of California, San Francisco, San Francisco, CA, USA
- Innovative Genomics Institute, University of California, Berkeley, Berkeley, CA, USA
- Diabetes Center, University of California, San Francisco, San Francisco, CA, USA
| | - Gregory M Goldgof
- Department of Laboratory Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Caroline Whitty
- Department of Laboratory Medicine, University of California, San Francisco, San Francisco, CA, USA
- Department of Microbiology and Immunology, University of California, San Francisco, San Francisco, CA, USA
- Diabetes Center, University of California, San Francisco, San Francisco, CA, USA
| | - Jonathan M Woo
- Department of Microbiology and Immunology, University of California, San Francisco, San Francisco, CA, USA
- Innovative Genomics Institute, University of California, Berkeley, Berkeley, CA, USA
- Diabetes Center, University of California, San Francisco, San Francisco, CA, USA
| | - Antonia E Gallman
- Medical Scientist Training Program, University of California, San Francisco, San Francisco, CA, USA
- Department of Microbiology and Immunology, University of California, San Francisco, San Francisco, CA, USA
- Howard Hughes Medical Institute, University of California, San Francisco, San Francisco, USA
| | - Tyler E Miller
- Department of Pathology, Massachusetts General Hospital/Harvard Medical School, Boston, MA, USA
| | - Andrew G Levine
- Department of Laboratory Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - David N Nguyen
- Department of Microbiology and Immunology, University of California, San Francisco, San Francisco, CA, USA
- Innovative Genomics Institute, University of California, Berkeley, Berkeley, CA, USA
- Department of Medicine, Division of Infectious Diseases, University of California, San Francisco, San Francisco, CA, USA
| | - Sagar P Bapat
- Department of Laboratory Medicine, University of California, San Francisco, San Francisco, CA, USA
- Department of Microbiology and Immunology, University of California, San Francisco, San Francisco, CA, USA
- Diabetes Center, University of California, San Francisco, San Francisco, CA, USA
| | - Joanna Balcerek
- Department of Laboratory Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Sophia A Bylsma
- Department of Bioengineering, University of California, Berkeley, Berkeley, CA, USA
| | - Ana M Lyons
- Department of Integrative Biology, University of California, Berkeley, Berkeley, CA, USA
| | - Stacy Li
- Department of Integrative Biology, University of California, Berkeley, Berkeley, CA, USA
| | - Allison Wai-Yi Wong
- Medical Scientist Training Program, University of California, San Francisco, San Francisco, CA, USA
| | - Eva Mae Gillis-Buck
- Department of Surgery, University of California, San Francisco, San Francisco, CA, USA
| | - Zachary B Steinhart
- Department of Microbiology and Immunology, University of California, San Francisco, San Francisco, CA, USA
- Diabetes Center, University of California, San Francisco, San Francisco, CA, USA
| | - Youjin Lee
- Department of Microbiology and Immunology, University of California, San Francisco, San Francisco, CA, USA
| | - Ryan Apathy
- Department of Microbiology and Immunology, University of California, San Francisco, San Francisco, CA, USA
- Innovative Genomics Institute, University of California, Berkeley, Berkeley, CA, USA
- Diabetes Center, University of California, San Francisco, San Francisco, CA, USA
| | - Mitchell J Lipke
- Department of Microbiology and Immunology, University of California, San Francisco, San Francisco, CA, USA
- Diabetes Center, University of California, San Francisco, San Francisco, CA, USA
| | - Jennifer Anne Smith
- Diabetes Center, University of California, San Francisco, San Francisco, CA, USA
| | - Tina Zheng
- Medical Scientist Training Program, University of California, San Francisco, San Francisco, CA, USA
- Biomedical Sciences Graduate Program, University of California, San Francisco, San Francisco, CA, USA
- Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA, USA
| | - Ian C Boothby
- Medical Scientist Training Program, University of California, San Francisco, San Francisco, CA, USA
- Department of Dermatology, University of California, San Francisco, San Francisco, CA, USA
| | - Erin Isaza
- Medical Scientist Training Program, University of California, San Francisco, San Francisco, CA, USA
- Program in Quantitative Biology, University of California, San Francisco, San Francisco, CA, USA
| | - Jackie Chan
- Department of Microbiology and Immunology, University of California, San Francisco, San Francisco, CA, USA
| | - Dante D Acenas
- Department of Microbiology and Immunology, University of California, San Francisco, San Francisco, CA, USA
| | - Jinwoo Lee
- Medical Scientist Training Program, University of California, San Francisco, San Francisco, CA, USA
- School of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Trisha A Macrae
- Medical Scientist Training Program, University of California, San Francisco, San Francisco, CA, USA
- School of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Than S Kyaw
- Medical Scientist Training Program, University of California, San Francisco, San Francisco, CA, USA
- Department of Microbiology and Immunology, University of California, San Francisco, San Francisco, CA, USA
| | - David Wu
- Medical Scientist Training Program, University of California, San Francisco, San Francisco, CA, USA
- Biomedical Sciences Graduate Program, University of California, San Francisco, San Francisco, CA, USA
| | - Dianna L Ng
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA, USA
- Department of Pathology, University of California, San Francisco, San Francisco, CA, USA
| | - Wei Gu
- Department of Laboratory Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Vanessa A York
- Division of Experimental Medicine, Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Haig Alexander Eskandarian
- Division of Experimental Medicine, Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Perri C Callaway
- Division of Experimental Medicine, Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
- Infectious Diseases and Immunity Graduate Group, University of California, Berkeley, Berkeley, CA, USA
| | - Lakshmi Warrier
- Division of Experimental Medicine, Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Mary E Moreno
- Division of Experimental Medicine, Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Justine Levan
- Division of Experimental Medicine, Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Leonel Torres
- Division of Experimental Medicine, Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Lila A Farrington
- Division of Experimental Medicine, Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Rita P Loudermilk
- Weill Institute for Neurosciences, Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Kanishka Koshal
- Weill Institute for Neurosciences, Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Kelsey C Zorn
- Department of Biochemistry and Biophysics, University of California, San Francisco, San Francisco, CA, USA
| | | | - Diane Yang
- Department of Pathology, Massachusetts General Hospital/Harvard Medical School, Boston, MA, USA
| | - Michael G Astudillo
- Department of Pathology, Massachusetts General Hospital/Harvard Medical School, Boston, MA, USA
| | - Bradley E Bernstein
- Department of Pathology, Massachusetts General Hospital/Harvard Medical School, Boston, MA, USA
| | - Jeffrey A Gelfand
- Division of Infectious Diseases, Massachusetts General Hospital/Harvard Medical School, Boston, MA, USA
| | - Edward T Ryan
- Division of Infectious Diseases, Massachusetts General Hospital/Harvard Medical School, Boston, MA, USA
| | - Richelle C Charles
- Division of Infectious Diseases, Massachusetts General Hospital/Harvard Medical School, Boston, MA, USA
| | - A John Iafrate
- Department of Pathology, Massachusetts General Hospital/Harvard Medical School, Boston, MA, USA
| | - Jochen K Lennerz
- Department of Pathology, Massachusetts General Hospital/Harvard Medical School, Boston, MA, USA
| | - Steve Miller
- Department of Laboratory Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Charles Y Chiu
- Department of Laboratory Medicine, University of California, San Francisco, San Francisco, CA, USA
- Department of Medicine, Division of Infectious Diseases, University of California, San Francisco, San Francisco, CA, USA
- UCSF-Abbott Viral Diagnostics and Discovery Center, San Francisco, CA, USA
| | - Susan L Stramer
- Scientific Affairs, American Red Cross, Gaithersburg, MD, USA
| | - Michael R Wilson
- Biomedical Sciences Graduate Program, University of California, San Francisco, San Francisco, CA, USA
- Weill Institute for Neurosciences, Department of Neurology, University of California, San Francisco, San Francisco, CA, USA
| | - Aashish Manglik
- Department of Anesthesia and Perioperative Care, University of California, San Francisco, San Francisco, CA, USA
- Department of Pharmaceutical Chemistry, University of California, San Francisco, San Francisco, CA, USA
| | - Chun Jimmie Ye
- Parker Institute for Cancer Immunotherapy, San Francisco, CA, USA
- Chan Zuckerberg Biohub, San Francisco, CA, USA
- Institute for Human Genetics, University of California, San Francisco, San Francisco, CA, USA
- Division of Rheumatology, Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
- Institute of Computational Health Sciences, University of California, San Francisco, San Francisco, CA, USA
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA, USA
| | - Nevan J Krogan
- J. David Gladstone Institutes, San Francisco, CA, USA
- Department of Cellular and Molecular Pharmacology, University of California, San Francisco, San Francisco, CA, USA
- Quantitative Biosciences Institute, University of California, San Francisco, San Francisco, CA, USA
| | - Mark S Anderson
- Diabetes Center, University of California, San Francisco, San Francisco, CA, USA
| | - Jason G Cyster
- Department of Microbiology and Immunology, University of California, San Francisco, San Francisco, CA, USA
- Howard Hughes Medical Institute, University of California, San Francisco, San Francisco, USA
| | - Joel D Ernst
- Division of Experimental Medicine, Department of Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Alan H B Wu
- Department of Laboratory Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Kara L Lynch
- Department of Laboratory Medicine, University of California, San Francisco, San Francisco, CA, USA
| | - Caryn Bern
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA, USA.
| | - Patrick D Hsu
- Innovative Genomics Institute, University of California, Berkeley, Berkeley, CA, USA.
- Department of Bioengineering, University of California, Berkeley, Berkeley, CA, USA.
- Center for Computational Biology, University of California, Berkeley, Berkeley, CA, USA.
| | - Alexander Marson
- J. David Gladstone Institutes, San Francisco, CA, USA.
- Department of Microbiology and Immunology, University of California, San Francisco, San Francisco, CA, USA.
- Innovative Genomics Institute, University of California, Berkeley, Berkeley, CA, USA.
- Diabetes Center, University of California, San Francisco, San Francisco, CA, USA.
- Department of Medicine, Division of Infectious Diseases, University of California, San Francisco, San Francisco, CA, USA.
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA, USA.
- Parker Institute for Cancer Immunotherapy, San Francisco, CA, USA.
- Chan Zuckerberg Biohub, San Francisco, CA, USA.
- Institute for Human Genetics, University of California, San Francisco, San Francisco, CA, USA.
- Division of Rheumatology, Department of Medicine, University of California, San Francisco, San Francisco, CA, USA.
| |
Collapse
|
7
|
Whitman JD, Hiatt J, Mowery CT, Shy BR, Yu R, Yamamoto TN, Rathore U, Goldgof GM, Whitty C, Woo JM, Gallman AE, Miller TE, Levine AG, Nguyen DN, Bapat SP, Balcerek J, Bylsma SA, Lyons AM, Li S, Wong AWY, Gillis-Buck EM, Steinhart ZB, Lee Y, Apathy R, Lipke MJ, Smith JA, Zheng T, Boothby IC, Isaza E, Chan J, Acenas DD, Lee J, Macrae TA, Kyaw TS, Wu D, Ng DL, Gu W, York VA, Eskandarian HA, Callaway PC, Warrier L, Moreno ME, Levan J, Torres L, Farrington LA, Loudermilk R, Koshal K, Zorn KC, Garcia-Beltran WF, Yang D, Astudillo MG, Bernstein BE, Gelfand JA, Ryan ET, Charles RC, Iafrate AJ, Lennerz JK, Miller S, Chiu CY, Stramer SL, Wilson MR, Manglik A, Ye CJ, Krogan NJ, Anderson MS, Cyster JG, Ernst JD, Wu AHB, Lynch KL, Bern C, Hsu PD, Marson A. Test performance evaluation of SARS-CoV-2 serological assays. medRxiv 2020. [PMID: 32511497 PMCID: PMC7273265 DOI: 10.1101/2020.04.25.20074856] [Citation(s) in RCA: 94] [Impact Index Per Article: 23.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
Background: Serological tests are crucial tools for assessments of SARS-CoV-2 exposure, infection and potential immunity. Their appropriate use and interpretation require accurate assay performance data. Method: We conducted an evaluation of 10 lateral flow assays (LFAs) and two ELISAs to detect anti-SARS-CoV-2 antibodies. The specimen set comprised 128 plasma or serum samples from 79 symptomatic SARS-CoV-2 RT-PCR-positive individuals; 108 pre-COVID-19 negative controls; and 52 recent samples from individuals who underwent respiratory viral testing but were not diagnosed with Coronavirus Disease 2019 (COVID-19). Samples were blinded and LFA results were interpreted by two independent readers, using a standardized intensity scoring system. Results: Among specimens from SARS-CoV-2 RT-PCR-positive individuals, the percent seropositive increased with time interval, peaking at 81.8–100.0% in samples taken >20 days after symptom onset. Test specificity ranged from 84.3–100.0% in pre-COVID-19 specimens. Specificity was higher when weak LFA bands were considered negative, but this decreased sensitivity. IgM detection was more variable than IgG, and detection was highest when IgM and IgG results were combined. Agreement between ELISAs and LFAs ranged from 75.7–94.8%. No consistent cross-reactivity was observed. Conclusion: Our evaluation showed heterogeneous assay performance. Reader training is key to reliable LFA performance, and can be tailored for survey goals. Informed use of serology will require evaluations covering the full spectrum of SARS-CoV-2 infections, from asymptomatic and mild infection to severe disease, and later convalescence. Well-designed studies to elucidate the mechanisms and serological correlates of protective immunity will be crucial to guide rational clinical and public health policies.
Collapse
Affiliation(s)
- Jeffrey D Whitman
- Department of Laboratory Medicine, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Joseph Hiatt
- Medical Scientist Training Program, University of California, San Francisco, CA 94143, USA.,Biomedical Sciences Graduate Program, University of California, San Francisco, CA 94143, USA.,J. David Gladstone Institutes, San Francisco, CA 94158, USA.,Department of Microbiology and Immunology, University of California, San Francisco, CA 94143, USA.,Innovative Genomics Institute, University of California, Berkeley, CA 94720, USA.,Diabetes Center, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Cody T Mowery
- Medical Scientist Training Program, University of California, San Francisco, CA 94143, USA.,Biomedical Sciences Graduate Program, University of California, San Francisco, CA 94143, USA.,Department of Microbiology and Immunology, University of California, San Francisco, CA 94143, USA.,Innovative Genomics Institute, University of California, Berkeley, CA 94720, USA.,Diabetes Center, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Brian R Shy
- Department of Laboratory Medicine, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Ruby Yu
- Department of Microbiology and Immunology, University of California, San Francisco, CA 94143, USA.,Diabetes Center, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Tori N Yamamoto
- Department of Microbiology and Immunology, University of California, San Francisco, CA 94143, USA.,Innovative Genomics Institute, University of California, Berkeley, CA 94720, USA.,Diabetes Center, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Ujjwal Rathore
- J. David Gladstone Institutes, San Francisco, CA 94158, USA.,Department of Microbiology and Immunology, University of California, San Francisco, CA 94143, USA.,Innovative Genomics Institute, University of California, Berkeley, CA 94720, USA.,Diabetes Center, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Gregory M Goldgof
- Department of Laboratory Medicine, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Caroline Whitty
- Department of Laboratory Medicine, University of California, San Francisco, San Francisco, CA 94143, USA.,Department of Microbiology and Immunology, University of California, San Francisco, CA 94143, USA.,Diabetes Center, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Jonathan M Woo
- Department of Microbiology and Immunology, University of California, San Francisco, CA 94143, USA.,Innovative Genomics Institute, University of California, Berkeley, CA 94720, USA.,Diabetes Center, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Antonia E Gallman
- Medical Scientist Training Program, University of California, San Francisco, CA 94143, USA.,Department of Microbiology and Immunology, University of California, San Francisco, CA 94143, USA.,Howard Hughes Medical Institute, University of California, San Francisco
| | - Tyler E Miller
- Department of Pathology, Massachusetts General Hospital/Harvard Medical School, Boston, MA, USA
| | - Andrew G Levine
- Department of Laboratory Medicine, University of California, San Francisco, San Francisco, CA 94143, USA
| | - David N Nguyen
- Department of Microbiology and Immunology, University of California, San Francisco, CA 94143, USA.,Innovative Genomics Institute, University of California, Berkeley, CA 94720, USA.,Department of Medicine, Division of Infectious Diseases, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Sagar P Bapat
- Department of Laboratory Medicine, University of California, San Francisco, San Francisco, CA 94143, USA.,Department of Microbiology and Immunology, University of California, San Francisco, CA 94143, USA.,Diabetes Center, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Joanna Balcerek
- Department of Laboratory Medicine, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Sophia A Bylsma
- Department of Bioengineering, University of California, Berkeley, Berkeley CA 94720 USA
| | - Ana M Lyons
- Department of Integrative Biology, University of California, Berkeley, Berkeley CA 94720 USA
| | - Stacy Li
- Department of Integrative Biology, University of California, Berkeley, Berkeley CA 94720 USA
| | - Allison Wai-Yi Wong
- Medical Scientist Training Program, University of California, San Francisco, CA 94143, USA
| | - Eva Mae Gillis-Buck
- Department of Surgery, University of California, San Francisco, CA 94143, USA
| | - Zachary B Steinhart
- Department of Microbiology and Immunology, University of California, San Francisco, CA 94143, USA.,Diabetes Center, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Youjin Lee
- Department of Microbiology and Immunology, University of California, San Francisco, CA 94143, USA
| | - Ryan Apathy
- Department of Microbiology and Immunology, University of California, San Francisco, CA 94143, USA.,Innovative Genomics Institute, University of California, Berkeley, CA 94720, USA.,Diabetes Center, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Mitchell J Lipke
- Department of Microbiology and Immunology, University of California, San Francisco, CA 94143, USA.,Diabetes Center, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Jennifer Anne Smith
- Diabetes Center, University of California, San Francisco, San Francisco, CA 94143, USA.,Department of Medicine, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Tina Zheng
- Medical Scientist Training Program, University of California, San Francisco, CA 94143, USA.,Biomedical Sciences Graduate Program, University of California, San Francisco, CA 94143, USA.,Department of Neurology, University of California, San Francisco, CA 94158, USA.,Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Ian C Boothby
- Medical Scientist Training Program, University of California, San Francisco, CA 94143, USA.,Department of Dermatology, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Erin Isaza
- Medical Scientist Training Program, University of California, San Francisco, CA 94143, USA.,Program in Quantitative Biology, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Jackie Chan
- Department of Microbiology and Immunology, University of California, San Francisco, CA 94143, USA
| | - Dante D Acenas
- Department of Microbiology and Immunology, University of California, San Francisco, CA 94143, USA
| | - Jinwoo Lee
- Medical Scientist Training Program, University of California, San Francisco, CA 94143, USA.,School of Medicine, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Trisha A Macrae
- Medical Scientist Training Program, University of California, San Francisco, CA 94143, USA.,School of Medicine, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Than S Kyaw
- Medical Scientist Training Program, University of California, San Francisco, CA 94143, USA.,Department of Microbiology and Immunology, University of California, San Francisco, CA 94143, USA
| | - David Wu
- Medical Scientist Training Program, University of California, San Francisco, CA 94143, USA.,Biomedical Sciences Graduate Program, University of California, San Francisco, CA 94143, USA
| | - Dianna L Ng
- Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA 94158, USA.,Department of Pathology, University of California, San Francisco, San Francisco, CA, 94158, USA
| | - Wei Gu
- Department of Laboratory Medicine, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Vanessa A York
- Division of Experimental Medicine, Department of Medicine, University of California San Francisco, San Francisco CA, USA
| | - Haig Alexander Eskandarian
- Division of Experimental Medicine, Department of Medicine, University of California San Francisco, San Francisco CA, USA
| | - Perri C Callaway
- Division of Experimental Medicine, Department of Medicine, University of California San Francisco, San Francisco CA, USA.,Infectious Diseases and Immunity Graduate Group, University of California Berkeley, Berkeley, CA, USA
| | - Lakshmi Warrier
- Division of Experimental Medicine, Department of Medicine, University of California San Francisco, San Francisco CA, USA
| | - Mary E Moreno
- Division of Experimental Medicine, Department of Medicine, University of California San Francisco, San Francisco CA, USA
| | - Justine Levan
- Division of Experimental Medicine, Department of Medicine, University of California San Francisco, San Francisco CA, USA
| | - Leonel Torres
- Division of Experimental Medicine, Department of Medicine, University of California San Francisco, San Francisco CA, USA
| | - Lila A Farrington
- Division of Experimental Medicine, Department of Medicine, University of California San Francisco, San Francisco CA, USA
| | - Rita Loudermilk
- Weill Institute for Neurosciences, Department of Neurology, University of California, San Francisco, San Francisco, CA
| | - Kanishka Koshal
- Weill Institute for Neurosciences, Department of Neurology, University of California, San Francisco, San Francisco, CA
| | - Kelsey C Zorn
- Department of Biochemistry and Biophysics, University of California, San Francisco, San Francisco, CA 94158, USA
| | | | - Diane Yang
- Department of Pathology, Massachusetts General Hospital/Harvard Medical School, Boston, MA, USA
| | - Michael G Astudillo
- Department of Pathology, Massachusetts General Hospital/Harvard Medical School, Boston, MA, USA
| | - Bradley E Bernstein
- Department of Pathology, Massachusetts General Hospital/Harvard Medical School, Boston, MA, USA
| | - Jeffrey A Gelfand
- Division of Infectious Diseases, Massachusetts General Hospital/Harvard Medical School, Boston, MA, USA
| | - Edward T Ryan
- Division of Infectious Diseases, Massachusetts General Hospital/Harvard Medical School, Boston, MA, USA
| | - Richelle C Charles
- Division of Infectious Diseases, Massachusetts General Hospital/Harvard Medical School, Boston, MA, USA
| | - A John Iafrate
- Department of Pathology, Massachusetts General Hospital/Harvard Medical School, Boston, MA, USA
| | - Jochen K Lennerz
- Department of Pathology, Massachusetts General Hospital/Harvard Medical School, Boston, MA, USA
| | - Steve Miller
- Department of Laboratory Medicine, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Charles Y Chiu
- Department of Laboratory Medicine, University of California, San Francisco, San Francisco, CA 94143, USA.,Department of Medicine, Division of Infectious Diseases, University of California, San Francisco, San Francisco, CA 94143, USA.,UCSF-Abbott Viral Diagnostics and Discovery Center, San Francisco, CA, USA
| | | | - Michael R Wilson
- Biomedical Sciences Graduate Program, University of California, San Francisco, CA 94143, USA.,Weill Institute for Neurosciences, Department of Neurology, University of California, San Francisco, San Francisco, CA
| | - Aashish Manglik
- Department of Pharmaceutical Chemistry, University of California, San Francisco, San Francisco, CA 94158
| | - Chun Jimmie Ye
- Parker Institute for Cancer Immunotherapy, San Francisco, CA, USA.,Chan Zuckerberg Biohub, San Francisco, CA, USA.,Institute for Human Genetics, University of California, San Francisco, San Francisco, CA, USA.,Division of Rheumatology, Department of Medicine, University of California, San Francisco, San Francisco, CA, USA.,Institute of Computational Health Sciences, University of California, San Francisco, San Francisco, CA, USA.,Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA, USA
| | - Nevan J Krogan
- J. David Gladstone Institutes, San Francisco, CA 94158, USA.,Department of Cellular and Molecular Pharmacology, University of California, San Francisco, CA 94158, USA.,Quantitative Biosciences Institute, University of California, San Francisco, CA 94158, USA
| | - Mark S Anderson
- Diabetes Center, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Jason G Cyster
- Department of Microbiology and Immunology, University of California, San Francisco, CA 94143, USA.,Howard Hughes Medical Institute, University of California, San Francisco
| | - Joel D Ernst
- Division of Experimental Medicine, Department of Medicine, University of California San Francisco, San Francisco CA, USA
| | - Alan H B Wu
- Department of Laboratory Medicine, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Kara L Lynch
- Department of Laboratory Medicine, University of California, San Francisco, San Francisco, CA 94143, USA
| | - Caryn Bern
- Department of Epidemiology and Biostatistics, University of California, San Francisco, San Francisco, CA, USA
| | - Patrick D Hsu
- Innovative Genomics Institute, University of California, Berkeley, CA 94720, USA.,Department of Bioengineering, University of California, Berkeley, Berkeley CA 94720 USA
| | - Alexander Marson
- J. David Gladstone Institutes, San Francisco, CA 94158, USA.,Department of Microbiology and Immunology, University of California, San Francisco, CA 94143, USA.,Innovative Genomics Institute, University of California, Berkeley, CA 94720, USA.,Diabetes Center, University of California, San Francisco, San Francisco, CA 94143, USA.,Department of Medicine, University of California, San Francisco, San Francisco, CA 94143, USA.,Helen Diller Family Comprehensive Cancer Center, University of California, San Francisco, San Francisco, CA 94158, USA.,Parker Institute for Cancer Immunotherapy, San Francisco, CA, USA.,Chan Zuckerberg Biohub, San Francisco, CA, USA.,Institute for Human Genetics, University of California, San Francisco, San Francisco, CA, USA
| |
Collapse
|