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Parikh VN, Ioannidis AG, Jimenez-Morales D, Gorzynski JE, De Jong HN, Liu X, Roque J, Cepeda-Espinoza VP, Osoegawa K, Hughes C, Sutton SC, Youlton N, Joshi R, Amar D, Tanigawa Y, Russo D, Wong J, Lauzon JT, Edelson J, Mas Montserrat D, Kwon Y, Rubinacci S, Delaneau O, Cappello L, Kim J, Shoura MJ, Raja AN, Watson N, Hammond N, Spiteri E, Mallempati KC, Montero-Martín G, Christle J, Kim J, Kirillova A, Seo K, Huang Y, Zhao C, Moreno-Grau S, Hershman SG, Dalton KP, Zhen J, Kamm J, Bhatt KD, Isakova A, Morri M, Ranganath T, Blish CA, Rogers AJ, Nadeau K, Yang S, Blomkalns A, O’Hara R, Neff NF, DeBoever C, Szalma S, Wheeler MT, Gates CM, Farh K, Schroth GP, Febbo P, deSouza F, Cornejo OE, Fernandez-Vina M, Kistler A, Palacios JA, Pinsky BA, Bustamante CD, Rivas MA, Ashley EA. Deconvoluting complex correlates of COVID-19 severity with a multi-omic pandemic tracking strategy. Nat Commun 2022; 13:5107. [PMID: 36042219 PMCID: PMC9426371 DOI: 10.1038/s41467-022-32397-8] [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] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2021] [Accepted: 07/28/2022] [Indexed: 02/05/2023] Open
Abstract
The SARS-CoV-2 pandemic has differentially impacted populations across race and ethnicity. A multi-omic approach represents a powerful tool to examine risk across multi-ancestry genomes. We leverage a pandemic tracking strategy in which we sequence viral and host genomes and transcriptomes from nasopharyngeal swabs of 1049 individuals (736 SARS-CoV-2 positive and 313 SARS-CoV-2 negative) and integrate them with digital phenotypes from electronic health records from a diverse catchment area in Northern California. Genome-wide association disaggregated by admixture mapping reveals novel COVID-19-severity-associated regions containing previously reported markers of neurologic, pulmonary and viral disease susceptibility. Phylodynamic tracking of consensus viral genomes reveals no association with disease severity or inferred ancestry. Summary data from multiomic investigation reveals metagenomic and HLA associations with severe COVID-19. The wealth of data available from residual nasopharyngeal swabs in combination with clinical data abstracted automatically at scale highlights a powerful strategy for pandemic tracking, and reveals distinct epidemiologic, genetic, and biological associations for those at the highest risk.
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Affiliation(s)
- Victoria N. Parikh
- grid.168010.e0000000419368956Department of Medicine, Stanford University School of Medicine, Stanford, CA USA
| | - Alexander G. Ioannidis
- grid.168010.e0000000419368956Department of Biomedical Data Science, Stanford University, Stanford, CA USA ,grid.168010.e0000000419368956Institute for Computational and Mathematical Engineering, Stanford University, Stanford, CA USA
| | - David Jimenez-Morales
- grid.168010.e0000000419368956Department of Medicine, Stanford University School of Medicine, Stanford, CA USA
| | - John E. Gorzynski
- grid.168010.e0000000419368956Department of Medicine, Stanford University School of Medicine, Stanford, CA USA ,grid.168010.e0000000419368956Department of Genetics, Stanford University School of Medicine, Stanford, CA USA
| | - Hannah N. De Jong
- grid.168010.e0000000419368956Department of Medicine, Stanford University School of Medicine, Stanford, CA USA ,grid.168010.e0000000419368956Department of Genetics, Stanford University School of Medicine, Stanford, CA USA
| | - Xiran Liu
- grid.168010.e0000000419368956Institute for Computational and Mathematical Engineering, Stanford University, Stanford, CA USA
| | - Jonasel Roque
- grid.168010.e0000000419368956Department of Medicine, Stanford University School of Medicine, Stanford, CA USA
| | | | - Kazutoyo Osoegawa
- grid.490568.60000 0004 5997 482XHistocompatibility & Immunogenetics Laboratory, Stanford Blood Center, Stanford Health Care, Stanford, USA
| | - Chris Hughes
- grid.168010.e0000000419368956Department of Medicine, Stanford University School of Medicine, Stanford, CA USA ,grid.168010.e0000000419368956Department of Genetics, Stanford University School of Medicine, Stanford, CA USA
| | - Shirley C. Sutton
- grid.168010.e0000000419368956Department of Medicine, Stanford University School of Medicine, Stanford, CA USA ,grid.168010.e0000000419368956Department of Genetics, Stanford University School of Medicine, Stanford, CA USA
| | - Nathan Youlton
- grid.168010.e0000000419368956Department of Medicine, Stanford University School of Medicine, Stanford, CA USA ,grid.168010.e0000000419368956Department of Genetics, Stanford University School of Medicine, Stanford, CA USA
| | - Ruchi Joshi
- grid.168010.e0000000419368956Department of Medicine, Stanford University School of Medicine, Stanford, CA USA
| | - David Amar
- grid.168010.e0000000419368956Department of Medicine, Stanford University School of Medicine, Stanford, CA USA
| | - Yosuke Tanigawa
- grid.168010.e0000000419368956Department of Biomedical Data Science, Stanford University, Stanford, CA USA
| | - Douglas Russo
- grid.168010.e0000000419368956Department of Statistics, Stanford University, Stanford, CA USA
| | - Justin Wong
- grid.168010.e0000000419368956Department of Statistics, Stanford University, Stanford, CA USA
| | - Jessie T. Lauzon
- grid.168010.e0000000419368956Department of Aeronautics and Astronautics, Stanford University, Stanford, CA USA
| | - Jacob Edelson
- grid.168010.e0000000419368956Department of Biomedical Data Science, Stanford University, Stanford, CA USA
| | - Daniel Mas Montserrat
- grid.168010.e0000000419368956Department of Biomedical Data Science, Stanford University, Stanford, CA USA
| | - Yongchan Kwon
- grid.168010.e0000000419368956Department of Biomedical Data Science, Stanford University, Stanford, CA USA
| | - Simone Rubinacci
- grid.9851.50000 0001 2165 4204Department of Computational Biology and Swiss Institute of Bioinformatics, University of Lausanne, Lausanne, Switzerland
| | - Olivier Delaneau
- grid.9851.50000 0001 2165 4204Department of Computational Biology and Swiss Institute of Bioinformatics, University of Lausanne, Lausanne, Switzerland
| | - Lorenzo Cappello
- grid.168010.e0000000419368956Department of Statistics, Stanford University, Stanford, CA USA
| | - Jaehee Kim
- grid.5386.8000000041936877XDepartment of Computational Biology, Cornell University, Ithaca, NY USA
| | - Massa J. Shoura
- grid.168010.e0000000419368956Department of Genetics, Stanford University School of Medicine, Stanford, CA USA ,grid.168010.e0000000419368956Department of Pathology, Stanford University School of Medicine, Stanford, CA USA
| | - Archana N. Raja
- grid.168010.e0000000419368956Department of Medicine, Stanford University School of Medicine, Stanford, CA USA
| | - Nathaniel Watson
- grid.168010.e0000000419368956Department of Pathology, Stanford University School of Medicine, Stanford, CA USA
| | - Nathan Hammond
- grid.168010.e0000000419368956Department of Pathology, Stanford University School of Medicine, Stanford, CA USA
| | - Elizabeth Spiteri
- grid.168010.e0000000419368956Department of Pathology, Stanford University School of Medicine, Stanford, CA USA
| | - Kalyan C. Mallempati
- grid.490568.60000 0004 5997 482XHistocompatibility & Immunogenetics Laboratory, Stanford Blood Center, Stanford Health Care, Stanford, USA
| | - Gonzalo Montero-Martín
- grid.490568.60000 0004 5997 482XHistocompatibility & Immunogenetics Laboratory, Stanford Blood Center, Stanford Health Care, Stanford, USA
| | - Jeffrey Christle
- grid.168010.e0000000419368956Department of Medicine, Stanford University School of Medicine, Stanford, CA USA
| | - Jennifer Kim
- grid.168010.e0000000419368956Department of Medicine, Stanford University School of Medicine, Stanford, CA USA
| | - Anna Kirillova
- grid.21925.3d0000 0004 1936 9000Medical Scientist Training Program, University of Pittsburgh and Carnegie Mellon University, Pittsburgh, PA USA
| | - Kinya Seo
- grid.168010.e0000000419368956Department of Medicine, Stanford University School of Medicine, Stanford, CA USA
| | - Yong Huang
- grid.168010.e0000000419368956Department of Medicine, Stanford University School of Medicine, Stanford, CA USA
| | - Chunli Zhao
- grid.168010.e0000000419368956Department of Medicine, Stanford University School of Medicine, Stanford, CA USA
| | - Sonia Moreno-Grau
- grid.168010.e0000000419368956Department of Biomedical Data Science, Stanford University, Stanford, CA USA
| | - Steven G. Hershman
- grid.168010.e0000000419368956Department of Medicine, Stanford University School of Medicine, Stanford, CA USA
| | - Karen P. Dalton
- grid.168010.e0000000419368956Department of Medicine, Stanford University School of Medicine, Stanford, CA USA
| | - Jimmy Zhen
- grid.168010.e0000000419368956Department of Medicine, Stanford University School of Medicine, Stanford, CA USA
| | - Jack Kamm
- grid.499295.a0000 0004 9234 0175Chan Zuckerburg Biohub, San Francisco, CA USA
| | - Karan D. Bhatt
- grid.499295.a0000 0004 9234 0175Chan Zuckerburg Biohub, San Francisco, CA USA
| | - Alina Isakova
- grid.168010.e0000000419368956Department of Bioengineering, Stanford University, Stanford, CA USA
| | - Maurizio Morri
- grid.499295.a0000 0004 9234 0175Chan Zuckerburg Biohub, San Francisco, CA USA
| | - Thanmayi Ranganath
- grid.168010.e0000000419368956Department of Medicine, Stanford University School of Medicine, Stanford, CA USA
| | - Catherine A. Blish
- grid.168010.e0000000419368956Department of Medicine, Stanford University School of Medicine, Stanford, CA USA
| | - Angela J. Rogers
- grid.168010.e0000000419368956Department of Medicine, Stanford University School of Medicine, Stanford, CA USA
| | - Kari Nadeau
- grid.168010.e0000000419368956Department of Medicine, Stanford University School of Medicine, Stanford, CA USA ,grid.168010.e0000000419368956Sean N. Parker Center for Allergy and Asthma Research, Stanford University School of Medicine, Stanford, CA USA
| | - Samuel Yang
- grid.168010.e0000000419368956Department of Emergency Medicine, Stanford University School of Medicine, Stanford, CA USA
| | - Andra Blomkalns
- grid.168010.e0000000419368956Department of Emergency Medicine, Stanford University School of Medicine, Stanford, CA USA
| | - Ruth O’Hara
- grid.168010.e0000000419368956Department of Psychiatry and Behavioral Sciences, Stanford University School of Medicine, Stanford, CA USA
| | - Norma F. Neff
- grid.499295.a0000 0004 9234 0175Chan Zuckerburg Biohub, San Francisco, CA USA
| | | | - Sándor Szalma
- Takeda Development Center, Americas, Inc, San Diego, CA USA
| | - Matthew T. Wheeler
- grid.168010.e0000000419368956Department of Medicine, Stanford University School of Medicine, Stanford, CA USA
| | | | - Kyle Farh
- grid.185669.50000 0004 0507 3954Illumina, Inc, San Diego, CA USA
| | - Gary P. Schroth
- grid.185669.50000 0004 0507 3954Illumina, Inc, San Diego, CA USA
| | - Phil Febbo
- grid.185669.50000 0004 0507 3954Illumina, Inc, San Diego, CA USA
| | - Francis deSouza
- grid.185669.50000 0004 0507 3954Illumina, Inc, San Diego, CA USA
| | - Omar E. Cornejo
- grid.30064.310000 0001 2157 6568School of Biological Sciences, Washington State University, Pullman, WA USA
| | - Marcelo Fernandez-Vina
- grid.490568.60000 0004 5997 482XHistocompatibility & Immunogenetics Laboratory, Stanford Blood Center, Stanford Health Care, Stanford, USA ,grid.168010.e0000000419368956Department of Pathology, Stanford University School of Medicine, Stanford, CA USA
| | - Amy Kistler
- grid.499295.a0000 0004 9234 0175Chan Zuckerburg Biohub, San Francisco, CA USA
| | - Julia A. Palacios
- grid.168010.e0000000419368956Department of Biomedical Data Science, Stanford University, Stanford, CA USA ,grid.168010.e0000000419368956Department of Statistics, Stanford University, Stanford, CA USA
| | - Benjamin A. Pinsky
- grid.168010.e0000000419368956Department of Medicine, Stanford University School of Medicine, Stanford, CA USA ,grid.168010.e0000000419368956Department of Pathology, Stanford University School of Medicine, Stanford, CA USA
| | - Carlos D. Bustamante
- grid.168010.e0000000419368956Department of Biomedical Data Science, Stanford University, Stanford, CA USA
| | - Manuel A. Rivas
- grid.168010.e0000000419368956Department of Biomedical Data Science, Stanford University, Stanford, CA USA
| | - Euan A. Ashley
- grid.168010.e0000000419368956Department of Medicine, Stanford University School of Medicine, Stanford, CA USA ,grid.168010.e0000000419368956Department of Genetics, Stanford University School of Medicine, Stanford, CA USA
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16
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Unruh D, Srinivasan R, Benson T, Haigh S, Coyle D, Batra N, Keil R, Sturm R, Blanco V, Palascak M, Franco RS, Tong W, Chatterjee T, Hui DY, Davidson WS, Aronow BJ, Kalfa T, Manka D, Peairs A, Blomkalns A, Fulton DJ, Brittain JE, Weintraub NL, Bogdanov VY. Red Blood Cell Dysfunction Induced by High-Fat Diet: Potential Implications for Obesity-Related Atherosclerosis. Circulation 2015; 132:1898-908. [PMID: 26467254 PMCID: PMC4772773 DOI: 10.1161/circulationaha.115.017313] [Citation(s) in RCA: 59] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/01/2015] [Accepted: 08/28/2015] [Indexed: 12/31/2022]
Abstract
BACKGROUND High-fat diet (HFD) promotes endothelial dysfunction and proinflammatory monocyte activation, which contribute to atherosclerosis in obesity. We investigated whether HFD also induces the dysfunction of red blood cells (RBCs), which serve as a reservoir for chemokines via binding to Duffy antigen receptor for chemokines (DARC). METHODS AND RESULTS A 60% HFD for 12 weeks, which produced only minor changes in lipid profile in C57/BL6 mice, markedly augmented the levels of monocyte chemoattractant protein-1 bound to RBCs, which in turn stimulated macrophage migration through an endothelial monolayer. Levels of RBC-bound KC were also increased by HFD. These effects of HFD were abolished in DARC(-/-) mice. In RBCs from HFD-fed wild-type and DARC(-/-) mice, levels of membrane cholesterol and phosphatidylserine externalization were increased, fostering RBC-macrophage inflammatory interactions and promoting macrophage phagocytosis in vitro. When labeled ex vivo and injected into wild-type mice, RBCs from HFD-fed mice exhibited ≈3-fold increase in splenic uptake. Finally, RBCs from HFD-fed mice induced increased macrophage adhesion to the endothelium when they were incubated with isolated aortic segments, indicating endothelial activation. CONCLUSIONS RBC dysfunction, analogous to endothelial dysfunction, occurs early during diet-induced obesity and may serve as a mediator of atherosclerosis. These findings may have implications for the pathogenesis of atherosclerosis in obesity, a worldwide epidemic.
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Affiliation(s)
- Dusten Unruh
- From Hematology/Oncology, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.U., R.S., R.K., R.S., V.B., M.P., R.S.F., V.Y.B.); Vascular Biology Center, Georgia Regents University, Augusta, GA (T.B., S.H., T.C., D.J.F., N.L.W.); Cardiovascular Diseases, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.C., N.B., W.T., D.M.); Department of Nutritional Sciences, College of Allied Health Sciences, University of Cincinnati, OH (D.C., A.P.); Department of Pathology, College of Medicine, University of Cincinnati, OH (D.Y.H., W.S.D.); Biomedical Informatics and Developmental Biology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (B.J.A.); Experimental Hematology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (T.K.); Hemoshear LLC, Charlottesville, VA (D.M.); and Department of Emergency Medicine, University of Texas Southwestern Medical Center, Dallas (A.B.)
| | - Ramprasad Srinivasan
- From Hematology/Oncology, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.U., R.S., R.K., R.S., V.B., M.P., R.S.F., V.Y.B.); Vascular Biology Center, Georgia Regents University, Augusta, GA (T.B., S.H., T.C., D.J.F., N.L.W.); Cardiovascular Diseases, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.C., N.B., W.T., D.M.); Department of Nutritional Sciences, College of Allied Health Sciences, University of Cincinnati, OH (D.C., A.P.); Department of Pathology, College of Medicine, University of Cincinnati, OH (D.Y.H., W.S.D.); Biomedical Informatics and Developmental Biology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (B.J.A.); Experimental Hematology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (T.K.); Hemoshear LLC, Charlottesville, VA (D.M.); and Department of Emergency Medicine, University of Texas Southwestern Medical Center, Dallas (A.B.)
| | - Tyler Benson
- From Hematology/Oncology, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.U., R.S., R.K., R.S., V.B., M.P., R.S.F., V.Y.B.); Vascular Biology Center, Georgia Regents University, Augusta, GA (T.B., S.H., T.C., D.J.F., N.L.W.); Cardiovascular Diseases, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.C., N.B., W.T., D.M.); Department of Nutritional Sciences, College of Allied Health Sciences, University of Cincinnati, OH (D.C., A.P.); Department of Pathology, College of Medicine, University of Cincinnati, OH (D.Y.H., W.S.D.); Biomedical Informatics and Developmental Biology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (B.J.A.); Experimental Hematology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (T.K.); Hemoshear LLC, Charlottesville, VA (D.M.); and Department of Emergency Medicine, University of Texas Southwestern Medical Center, Dallas (A.B.)
| | - Stephen Haigh
- From Hematology/Oncology, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.U., R.S., R.K., R.S., V.B., M.P., R.S.F., V.Y.B.); Vascular Biology Center, Georgia Regents University, Augusta, GA (T.B., S.H., T.C., D.J.F., N.L.W.); Cardiovascular Diseases, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.C., N.B., W.T., D.M.); Department of Nutritional Sciences, College of Allied Health Sciences, University of Cincinnati, OH (D.C., A.P.); Department of Pathology, College of Medicine, University of Cincinnati, OH (D.Y.H., W.S.D.); Biomedical Informatics and Developmental Biology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (B.J.A.); Experimental Hematology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (T.K.); Hemoshear LLC, Charlottesville, VA (D.M.); and Department of Emergency Medicine, University of Texas Southwestern Medical Center, Dallas (A.B.)
| | - Danielle Coyle
- From Hematology/Oncology, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.U., R.S., R.K., R.S., V.B., M.P., R.S.F., V.Y.B.); Vascular Biology Center, Georgia Regents University, Augusta, GA (T.B., S.H., T.C., D.J.F., N.L.W.); Cardiovascular Diseases, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.C., N.B., W.T., D.M.); Department of Nutritional Sciences, College of Allied Health Sciences, University of Cincinnati, OH (D.C., A.P.); Department of Pathology, College of Medicine, University of Cincinnati, OH (D.Y.H., W.S.D.); Biomedical Informatics and Developmental Biology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (B.J.A.); Experimental Hematology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (T.K.); Hemoshear LLC, Charlottesville, VA (D.M.); and Department of Emergency Medicine, University of Texas Southwestern Medical Center, Dallas (A.B.)
| | - Neil Batra
- From Hematology/Oncology, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.U., R.S., R.K., R.S., V.B., M.P., R.S.F., V.Y.B.); Vascular Biology Center, Georgia Regents University, Augusta, GA (T.B., S.H., T.C., D.J.F., N.L.W.); Cardiovascular Diseases, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.C., N.B., W.T., D.M.); Department of Nutritional Sciences, College of Allied Health Sciences, University of Cincinnati, OH (D.C., A.P.); Department of Pathology, College of Medicine, University of Cincinnati, OH (D.Y.H., W.S.D.); Biomedical Informatics and Developmental Biology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (B.J.A.); Experimental Hematology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (T.K.); Hemoshear LLC, Charlottesville, VA (D.M.); and Department of Emergency Medicine, University of Texas Southwestern Medical Center, Dallas (A.B.)
| | - Ryan Keil
- From Hematology/Oncology, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.U., R.S., R.K., R.S., V.B., M.P., R.S.F., V.Y.B.); Vascular Biology Center, Georgia Regents University, Augusta, GA (T.B., S.H., T.C., D.J.F., N.L.W.); Cardiovascular Diseases, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.C., N.B., W.T., D.M.); Department of Nutritional Sciences, College of Allied Health Sciences, University of Cincinnati, OH (D.C., A.P.); Department of Pathology, College of Medicine, University of Cincinnati, OH (D.Y.H., W.S.D.); Biomedical Informatics and Developmental Biology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (B.J.A.); Experimental Hematology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (T.K.); Hemoshear LLC, Charlottesville, VA (D.M.); and Department of Emergency Medicine, University of Texas Southwestern Medical Center, Dallas (A.B.)
| | - Robert Sturm
- From Hematology/Oncology, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.U., R.S., R.K., R.S., V.B., M.P., R.S.F., V.Y.B.); Vascular Biology Center, Georgia Regents University, Augusta, GA (T.B., S.H., T.C., D.J.F., N.L.W.); Cardiovascular Diseases, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.C., N.B., W.T., D.M.); Department of Nutritional Sciences, College of Allied Health Sciences, University of Cincinnati, OH (D.C., A.P.); Department of Pathology, College of Medicine, University of Cincinnati, OH (D.Y.H., W.S.D.); Biomedical Informatics and Developmental Biology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (B.J.A.); Experimental Hematology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (T.K.); Hemoshear LLC, Charlottesville, VA (D.M.); and Department of Emergency Medicine, University of Texas Southwestern Medical Center, Dallas (A.B.)
| | - Victor Blanco
- From Hematology/Oncology, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.U., R.S., R.K., R.S., V.B., M.P., R.S.F., V.Y.B.); Vascular Biology Center, Georgia Regents University, Augusta, GA (T.B., S.H., T.C., D.J.F., N.L.W.); Cardiovascular Diseases, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.C., N.B., W.T., D.M.); Department of Nutritional Sciences, College of Allied Health Sciences, University of Cincinnati, OH (D.C., A.P.); Department of Pathology, College of Medicine, University of Cincinnati, OH (D.Y.H., W.S.D.); Biomedical Informatics and Developmental Biology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (B.J.A.); Experimental Hematology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (T.K.); Hemoshear LLC, Charlottesville, VA (D.M.); and Department of Emergency Medicine, University of Texas Southwestern Medical Center, Dallas (A.B.)
| | - Mary Palascak
- From Hematology/Oncology, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.U., R.S., R.K., R.S., V.B., M.P., R.S.F., V.Y.B.); Vascular Biology Center, Georgia Regents University, Augusta, GA (T.B., S.H., T.C., D.J.F., N.L.W.); Cardiovascular Diseases, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.C., N.B., W.T., D.M.); Department of Nutritional Sciences, College of Allied Health Sciences, University of Cincinnati, OH (D.C., A.P.); Department of Pathology, College of Medicine, University of Cincinnati, OH (D.Y.H., W.S.D.); Biomedical Informatics and Developmental Biology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (B.J.A.); Experimental Hematology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (T.K.); Hemoshear LLC, Charlottesville, VA (D.M.); and Department of Emergency Medicine, University of Texas Southwestern Medical Center, Dallas (A.B.)
| | - Robert S Franco
- From Hematology/Oncology, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.U., R.S., R.K., R.S., V.B., M.P., R.S.F., V.Y.B.); Vascular Biology Center, Georgia Regents University, Augusta, GA (T.B., S.H., T.C., D.J.F., N.L.W.); Cardiovascular Diseases, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.C., N.B., W.T., D.M.); Department of Nutritional Sciences, College of Allied Health Sciences, University of Cincinnati, OH (D.C., A.P.); Department of Pathology, College of Medicine, University of Cincinnati, OH (D.Y.H., W.S.D.); Biomedical Informatics and Developmental Biology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (B.J.A.); Experimental Hematology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (T.K.); Hemoshear LLC, Charlottesville, VA (D.M.); and Department of Emergency Medicine, University of Texas Southwestern Medical Center, Dallas (A.B.)
| | - Wilson Tong
- From Hematology/Oncology, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.U., R.S., R.K., R.S., V.B., M.P., R.S.F., V.Y.B.); Vascular Biology Center, Georgia Regents University, Augusta, GA (T.B., S.H., T.C., D.J.F., N.L.W.); Cardiovascular Diseases, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.C., N.B., W.T., D.M.); Department of Nutritional Sciences, College of Allied Health Sciences, University of Cincinnati, OH (D.C., A.P.); Department of Pathology, College of Medicine, University of Cincinnati, OH (D.Y.H., W.S.D.); Biomedical Informatics and Developmental Biology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (B.J.A.); Experimental Hematology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (T.K.); Hemoshear LLC, Charlottesville, VA (D.M.); and Department of Emergency Medicine, University of Texas Southwestern Medical Center, Dallas (A.B.)
| | - Tapan Chatterjee
- From Hematology/Oncology, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.U., R.S., R.K., R.S., V.B., M.P., R.S.F., V.Y.B.); Vascular Biology Center, Georgia Regents University, Augusta, GA (T.B., S.H., T.C., D.J.F., N.L.W.); Cardiovascular Diseases, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.C., N.B., W.T., D.M.); Department of Nutritional Sciences, College of Allied Health Sciences, University of Cincinnati, OH (D.C., A.P.); Department of Pathology, College of Medicine, University of Cincinnati, OH (D.Y.H., W.S.D.); Biomedical Informatics and Developmental Biology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (B.J.A.); Experimental Hematology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (T.K.); Hemoshear LLC, Charlottesville, VA (D.M.); and Department of Emergency Medicine, University of Texas Southwestern Medical Center, Dallas (A.B.)
| | - David Y Hui
- From Hematology/Oncology, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.U., R.S., R.K., R.S., V.B., M.P., R.S.F., V.Y.B.); Vascular Biology Center, Georgia Regents University, Augusta, GA (T.B., S.H., T.C., D.J.F., N.L.W.); Cardiovascular Diseases, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.C., N.B., W.T., D.M.); Department of Nutritional Sciences, College of Allied Health Sciences, University of Cincinnati, OH (D.C., A.P.); Department of Pathology, College of Medicine, University of Cincinnati, OH (D.Y.H., W.S.D.); Biomedical Informatics and Developmental Biology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (B.J.A.); Experimental Hematology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (T.K.); Hemoshear LLC, Charlottesville, VA (D.M.); and Department of Emergency Medicine, University of Texas Southwestern Medical Center, Dallas (A.B.)
| | - W Sean Davidson
- From Hematology/Oncology, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.U., R.S., R.K., R.S., V.B., M.P., R.S.F., V.Y.B.); Vascular Biology Center, Georgia Regents University, Augusta, GA (T.B., S.H., T.C., D.J.F., N.L.W.); Cardiovascular Diseases, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.C., N.B., W.T., D.M.); Department of Nutritional Sciences, College of Allied Health Sciences, University of Cincinnati, OH (D.C., A.P.); Department of Pathology, College of Medicine, University of Cincinnati, OH (D.Y.H., W.S.D.); Biomedical Informatics and Developmental Biology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (B.J.A.); Experimental Hematology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (T.K.); Hemoshear LLC, Charlottesville, VA (D.M.); and Department of Emergency Medicine, University of Texas Southwestern Medical Center, Dallas (A.B.)
| | - Bruce J Aronow
- From Hematology/Oncology, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.U., R.S., R.K., R.S., V.B., M.P., R.S.F., V.Y.B.); Vascular Biology Center, Georgia Regents University, Augusta, GA (T.B., S.H., T.C., D.J.F., N.L.W.); Cardiovascular Diseases, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.C., N.B., W.T., D.M.); Department of Nutritional Sciences, College of Allied Health Sciences, University of Cincinnati, OH (D.C., A.P.); Department of Pathology, College of Medicine, University of Cincinnati, OH (D.Y.H., W.S.D.); Biomedical Informatics and Developmental Biology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (B.J.A.); Experimental Hematology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (T.K.); Hemoshear LLC, Charlottesville, VA (D.M.); and Department of Emergency Medicine, University of Texas Southwestern Medical Center, Dallas (A.B.)
| | - Theodosia Kalfa
- From Hematology/Oncology, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.U., R.S., R.K., R.S., V.B., M.P., R.S.F., V.Y.B.); Vascular Biology Center, Georgia Regents University, Augusta, GA (T.B., S.H., T.C., D.J.F., N.L.W.); Cardiovascular Diseases, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.C., N.B., W.T., D.M.); Department of Nutritional Sciences, College of Allied Health Sciences, University of Cincinnati, OH (D.C., A.P.); Department of Pathology, College of Medicine, University of Cincinnati, OH (D.Y.H., W.S.D.); Biomedical Informatics and Developmental Biology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (B.J.A.); Experimental Hematology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (T.K.); Hemoshear LLC, Charlottesville, VA (D.M.); and Department of Emergency Medicine, University of Texas Southwestern Medical Center, Dallas (A.B.)
| | - David Manka
- From Hematology/Oncology, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.U., R.S., R.K., R.S., V.B., M.P., R.S.F., V.Y.B.); Vascular Biology Center, Georgia Regents University, Augusta, GA (T.B., S.H., T.C., D.J.F., N.L.W.); Cardiovascular Diseases, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.C., N.B., W.T., D.M.); Department of Nutritional Sciences, College of Allied Health Sciences, University of Cincinnati, OH (D.C., A.P.); Department of Pathology, College of Medicine, University of Cincinnati, OH (D.Y.H., W.S.D.); Biomedical Informatics and Developmental Biology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (B.J.A.); Experimental Hematology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (T.K.); Hemoshear LLC, Charlottesville, VA (D.M.); and Department of Emergency Medicine, University of Texas Southwestern Medical Center, Dallas (A.B.)
| | - Abigail Peairs
- From Hematology/Oncology, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.U., R.S., R.K., R.S., V.B., M.P., R.S.F., V.Y.B.); Vascular Biology Center, Georgia Regents University, Augusta, GA (T.B., S.H., T.C., D.J.F., N.L.W.); Cardiovascular Diseases, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.C., N.B., W.T., D.M.); Department of Nutritional Sciences, College of Allied Health Sciences, University of Cincinnati, OH (D.C., A.P.); Department of Pathology, College of Medicine, University of Cincinnati, OH (D.Y.H., W.S.D.); Biomedical Informatics and Developmental Biology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (B.J.A.); Experimental Hematology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (T.K.); Hemoshear LLC, Charlottesville, VA (D.M.); and Department of Emergency Medicine, University of Texas Southwestern Medical Center, Dallas (A.B.)
| | - Andra Blomkalns
- From Hematology/Oncology, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.U., R.S., R.K., R.S., V.B., M.P., R.S.F., V.Y.B.); Vascular Biology Center, Georgia Regents University, Augusta, GA (T.B., S.H., T.C., D.J.F., N.L.W.); Cardiovascular Diseases, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.C., N.B., W.T., D.M.); Department of Nutritional Sciences, College of Allied Health Sciences, University of Cincinnati, OH (D.C., A.P.); Department of Pathology, College of Medicine, University of Cincinnati, OH (D.Y.H., W.S.D.); Biomedical Informatics and Developmental Biology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (B.J.A.); Experimental Hematology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (T.K.); Hemoshear LLC, Charlottesville, VA (D.M.); and Department of Emergency Medicine, University of Texas Southwestern Medical Center, Dallas (A.B.)
| | - David J Fulton
- From Hematology/Oncology, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.U., R.S., R.K., R.S., V.B., M.P., R.S.F., V.Y.B.); Vascular Biology Center, Georgia Regents University, Augusta, GA (T.B., S.H., T.C., D.J.F., N.L.W.); Cardiovascular Diseases, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.C., N.B., W.T., D.M.); Department of Nutritional Sciences, College of Allied Health Sciences, University of Cincinnati, OH (D.C., A.P.); Department of Pathology, College of Medicine, University of Cincinnati, OH (D.Y.H., W.S.D.); Biomedical Informatics and Developmental Biology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (B.J.A.); Experimental Hematology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (T.K.); Hemoshear LLC, Charlottesville, VA (D.M.); and Department of Emergency Medicine, University of Texas Southwestern Medical Center, Dallas (A.B.)
| | - Julia E Brittain
- From Hematology/Oncology, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.U., R.S., R.K., R.S., V.B., M.P., R.S.F., V.Y.B.); Vascular Biology Center, Georgia Regents University, Augusta, GA (T.B., S.H., T.C., D.J.F., N.L.W.); Cardiovascular Diseases, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.C., N.B., W.T., D.M.); Department of Nutritional Sciences, College of Allied Health Sciences, University of Cincinnati, OH (D.C., A.P.); Department of Pathology, College of Medicine, University of Cincinnati, OH (D.Y.H., W.S.D.); Biomedical Informatics and Developmental Biology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (B.J.A.); Experimental Hematology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (T.K.); Hemoshear LLC, Charlottesville, VA (D.M.); and Department of Emergency Medicine, University of Texas Southwestern Medical Center, Dallas (A.B.)
| | - Neal L Weintraub
- From Hematology/Oncology, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.U., R.S., R.K., R.S., V.B., M.P., R.S.F., V.Y.B.); Vascular Biology Center, Georgia Regents University, Augusta, GA (T.B., S.H., T.C., D.J.F., N.L.W.); Cardiovascular Diseases, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.C., N.B., W.T., D.M.); Department of Nutritional Sciences, College of Allied Health Sciences, University of Cincinnati, OH (D.C., A.P.); Department of Pathology, College of Medicine, University of Cincinnati, OH (D.Y.H., W.S.D.); Biomedical Informatics and Developmental Biology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (B.J.A.); Experimental Hematology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (T.K.); Hemoshear LLC, Charlottesville, VA (D.M.); and Department of Emergency Medicine, University of Texas Southwestern Medical Center, Dallas (A.B.)
| | - Vladimir Y Bogdanov
- From Hematology/Oncology, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.U., R.S., R.K., R.S., V.B., M.P., R.S.F., V.Y.B.); Vascular Biology Center, Georgia Regents University, Augusta, GA (T.B., S.H., T.C., D.J.F., N.L.W.); Cardiovascular Diseases, Department of Internal Medicine, College of Medicine, University of Cincinnati, OH (D.C., N.B., W.T., D.M.); Department of Nutritional Sciences, College of Allied Health Sciences, University of Cincinnati, OH (D.C., A.P.); Department of Pathology, College of Medicine, University of Cincinnati, OH (D.Y.H., W.S.D.); Biomedical Informatics and Developmental Biology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (B.J.A.); Experimental Hematology / Department of Pediatrics, College of Medicine, University of Cincinnati and Cincinnati Children's Hospital and Medical Center, OH (T.K.); Hemoshear LLC, Charlottesville, VA (D.M.); and Department of Emergency Medicine, University of Texas Southwestern Medical Center, Dallas (A.B.).
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