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Billi AC, Wasikowski R, Ma F, Yalavarthi S, Hoy CK, Zuo Y, Patrick MT, Shah N, Parker C, Aaronson C, Harbaugh A, Lucido MF, Shedden K, Rao K, IglayReger HB, Burant CF, Kahlenberg JM, Tsoi LC, Gudjonsson JE, Knight JS, Kanthi Y. Key patient demographics shape innate immune topography in noncritical hypoxic COVID-19 pneumonia. JCI Insight 2023; 8:e166110. [PMID: 37606044 PMCID: PMC10543737 DOI: 10.1172/jci.insight.166110] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2022] [Accepted: 07/11/2023] [Indexed: 08/23/2023] Open
Abstract
Risk of severe disease and death due to COVID-19 is increased in certain patient demographic groups, including those of advanced age, male sex, and obese body mass index. Investigations of the biological variations that contribute to this risk have been hampered by heterogeneous severity, with immunologic features of critical disease potentially obscuring differences between risk groups. To examine immune heterogeneity related to demographic risk factors, we enrolled 38 patients hospitalized with clinically homogeneous COVID-19 pneumonia - defined as oxygen saturation less than 94% on room air without respiratory failure, septic shock, or multiple organ dysfunction - and performed single-cell RNA-Seq of leukocytes collected at admission. Examination of individual risk factors identified strong shifts within neutrophil and monocyte/dendritic cell (Mo/DC) compartments, revealing altered immune cell type-specific responses in higher risk COVID-19 patient subgroups. Specifically, we found transcriptional evidence of altered neutrophil maturation in aged versus young patients and enhanced cytokine responses in Mo/DCs of male versus female patients. Such innate immune cell alterations may contribute to outcome differences linked to these risk factors. They also highlight the importance of diverse patient cohorts in studies of therapies targeting the immune response in COVID-19.
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Affiliation(s)
| | | | - Feiyang Ma
- Division of Rheumatology, Department of Internal Medicine
| | | | - Claire K. Hoy
- Division of Rheumatology, Department of Internal Medicine
| | - Yu Zuo
- Division of Rheumatology, Department of Internal Medicine
| | | | - Neha Shah
- Division of Cardiovascular Medicine, Department of Internal Medicine
| | | | - Chad Aaronson
- Division of Rheumatology, Department of Internal Medicine
| | | | | | - Kerby Shedden
- Division of Rheumatology, Department of Internal Medicine
| | - Krishna Rao
- Division of Infectious Disease, Department of Internal Medicine
| | | | - Charles F. Burant
- A. Alfred Taubman Medical Research Institute
- Department of Internal Medicine
- Department of Nutritional Sciences
| | | | - Lam C. Tsoi
- Department of Dermatology
- Department of Computational Medicine and Bioinformatics, and
- Department of Biostatistics, University of Michigan, Ann Arbor, Michigan, USA
| | | | | | - Yogendra Kanthi
- Division of Cardiovascular Medicine, Department of Internal Medicine
- Laboratory of Vascular Thrombosis and Inflammation, National Heart, Lung, and Blood Institute, NIH, Bethesda, Maryland, USA
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Zuo Y, Navaz S, Liang W, Li C, Ayers CR, Rysenga CE, Harbaugh A, Norman GL, Solow EB, Bermas B, Akinmolayemi O, Rohatgi A, Karp DR, Knight JS, de Lemos JA. Prevalence of Antiphospholipid Antibodies and Association With Incident Cardiovascular Events. JAMA Netw Open 2023; 6:e236530. [PMID: 37014642 PMCID: PMC10074226 DOI: 10.1001/jamanetworkopen.2023.6530] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 04/05/2023] Open
Abstract
Importance The prevalence of antiphospholipid antibodies (aPL) and their association with future atherosclerotic cardiovascular disease (ASCVD) risk has yet to be thoroughly investigated. Objective To determine the association between measurements of aPL at a single time point and ASCVD risk in a diverse population. Design, Setting, and Participants This cohort study measured 8 aPL (anticardiolipin [aCL] IgG/IgM/IgA, anti-beta-2 glycoprotein I [aβ2GPI] IgG/IgM/IgA, and antiphosphatidylserine/prothrombin [aPS/PT] IgG/IgM) by solid-phase assays in plasma from participants of the Dallas Heart Study (DHS) phase 2, a multiethnic, population-based cohort study. Blood samples were collected between 2007 and 2009. The median follow-up was 8 years. Statistical analysis was performed from April 2022 to January 2023. Main Outcomes and Measures Associations of aPL with future ASCVD events (defined as first nonfatal myocardial infarction, first nonfatal stroke, coronary revascularization, or death from cardiovascular cause) were assessed by Cox proportional hazards models, adjusting for known risk factors, medications, and multiple comparisons. Results Among the 2427 participants (mean [SD] age, 50.6 [10.3] years; 1399 [57.6%] female; 1244 [51.3%] Black, 339 [14.0%] Hispanic, and 796 [32.8%] White), the prevalence of any positive aPL tested at a single time point was 14.5% (353 of 2427), with approximately one-third of those detected at a moderate or high titer; aCL IgM had the highest prevalence (156 individuals [6.4%]), followed by aPS/PT IgM (88 [3.4%]), aβ2GPI IgM (63 [2.6%]), and aβ2GPI IgA (62 [2.5%]). The IgA of aCL (adjusted hazard ratio [HR], 4.92; 95% CI, 1.52-15.98) and aβ2GPI (HR, 2.91; 95% CI, 1.32-6.41) were independently associated with future ASCVD events. The risk further increased when applying a positivity threshold of at least 40 units (aCL IgA: HR, 9.01 [95% CI, 2.73-29.72]; aβ2GPI IgA: HR, 4.09 [95% CI, 1.45-11.54]). Levels of aβ2GPI IgA negatively correlated with cholesterol efflux capacity (r = -0.055; P = .009) and positively correlated with circulating oxidized LDL (r = 0.055; P = .007). aβ2GPI IgA-positive plasma was associated with an activated endothelial cell phenotype as evidenced by increased surface expression of surface E-selectin, intercellular adhesion molecule-1, and vascular cell adhesion molecule-1. Conclusions and Relevance In this population-based cohort study, aPL detectable by solid-phase assays were present in a substantial proportion of adults; positive aCL IgA and aβ2GPI IgA at a single time point were independently associated with future ASCVD events. Longitudinal studies with serial aPL measurements are needed to further explore these findings.
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Affiliation(s)
- Yu Zuo
- Division of Rheumatology, Department of Internal Medicine, University of Michigan, Ann Arbor
| | - Sherwin Navaz
- Division of Rheumatology, Department of Internal Medicine, University of Michigan, Ann Arbor
| | - Wenying Liang
- Division of Rheumatology, Department of Internal Medicine, University of Michigan, Ann Arbor
| | - Chun Li
- Department of Rheumatology and Immunology, Peking University People's Hospital, Beijing, China
| | - Colby R Ayers
- Division of Cardiology, Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas
| | - Christine E Rysenga
- Division of Rheumatology, Department of Internal Medicine, University of Michigan, Ann Arbor
| | - Alyssa Harbaugh
- Division of Rheumatology, Department of Internal Medicine, University of Michigan, Ann Arbor
| | - Gary L Norman
- Headquarters & Technology Center Autoimmunity, Werfen, San Diego, California
| | - E Blair Solow
- Division of Rheumatic Disease, Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas
| | - Bonnie Bermas
- Division of Rheumatic Disease, Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas
| | - Oludamilola Akinmolayemi
- Department of Internal Medicine, New York-Presbyterian/Columbia University Irving Medical Center, New York
| | - Anand Rohatgi
- Division of Cardiology, Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas
| | - David R Karp
- Division of Rheumatic Disease, Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas
| | - Jason S Knight
- Division of Rheumatology, Department of Internal Medicine, University of Michigan, Ann Arbor
| | - James A de Lemos
- Division of Cardiology, Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas
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Shi H, Zuo Y, Navaz S, Harbaugh A, Hoy CK, Gandhi AA, Sule G, Yalavarthi S, Gockman K, Madison JA, Wang J, Zuo M, Shi Y, Maile MD, Knight JS, Kanthi Y. Endothelial cell-activating antibodies in COVID-19. Arthritis Rheumatol 2022; 74:1132-1138. [PMID: 35174669 PMCID: PMC9082472 DOI: 10.1002/art.42094] [Citation(s) in RCA: 31] [Impact Index Per Article: 15.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2021] [Revised: 02/01/2022] [Accepted: 02/13/2022] [Indexed: 11/11/2022]
Abstract
OBJECTIVE While endothelial dysfunction has been implicated in the widespread thrombo-inflammatory complications of coronavirus disease-19 (COVID-19), the upstream mediators of endotheliopathy remain for the most part cryptic. Our aim was to identify circulating factors contributing to endothelial cell activation and dysfunction in COVID-19. METHODS Human endothelial cells were cultured in the presence of serum or plasma from 244 patients hospitalized with COVID-19 and plasma from 100 patients with non-COVID sepsis. Cell adhesion molecules (E-selectin, VCAM-1, and ICAM-1) were quantified by in-cell ELISA. RESULTS Serum and plasma from patients with COVID-19 increased surface expression of cell adhesion molecules. Furthermore, levels of soluble ICAM-1 and E-selectin were elevated in patient serum and tracked with disease severity. The presence of circulating antiphospholipid antibodies was a strong marker of the ability of COVID-19 serum to activate endothelium. Depletion of total IgG from antiphospholipid antibody-positive serum markedly restrained upregulation of cell adhesion molecules. Conversely, supplementation of control serum with patient IgG was sufficient to trigger endothelial activation. CONCLUSION These data are the first to suggest that some patients with COVID-19 have potentially diverse antibodies that drive endotheliopathy, adding important context regarding thrombo-inflammatory effects of autoantibodies in severe COVID-19.
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Affiliation(s)
- Hui Shi
- Division of Rheumatology, Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan, USA.,Division of Rheumatology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Yu Zuo
- Division of Rheumatology, Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan, USA
| | - Sherwin Navaz
- Division of Rheumatology, Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan, USA
| | - Alyssa Harbaugh
- Division of Rheumatology, Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan, USA
| | - Claire K Hoy
- Division of Rheumatology, Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan, USA
| | - Alex A Gandhi
- Division of Rheumatology, Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan, USA
| | - Gautam Sule
- Division of Rheumatology, Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan, USA
| | - Srilakshmi Yalavarthi
- Division of Rheumatology, Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan, USA
| | - Kelsey Gockman
- Division of Rheumatology, Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan, USA
| | - Jacqueline A Madison
- Division of Rheumatology, Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan, USA
| | - Jintao Wang
- Division of Intramural Research National Heart, Lung and Blood Institute Bethesda, Maryland, USA
| | - Melanie Zuo
- Division of Geriatric and Palliative Medicine, Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan, USA
| | - Yue Shi
- School of Kinesiology, Shanghai University of Sport, Shanghai, China
| | - Michael D Maile
- Department of Anesthesiology, University of Michigan, Ann Arbor, Michigan, USA.,Michigan Center for Integrative Research in Critical Care, University of Michigan, Ann Arbor, Michigan, USA
| | - Jason S Knight
- Division of Rheumatology, Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan, USA
| | - Yogendra Kanthi
- Division of Intramural Research National Heart, Lung and Blood Institute Bethesda, Maryland, USA.,Division of Cardiovascular Medicine, Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan, USA
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Zuo Y, Yalavarthi S, Navaz SA, Hoy CK, Harbaugh A, Gockman K, Zuo M, Madison JA, Shi H, Kanthi Y, Knight JS. Autoantibodies stabilize neutrophil extracellular traps in COVID-19. JCI Insight 2021; 6:150111. [PMID: 34166229 PMCID: PMC8410057 DOI: 10.1172/jci.insight.150111] [Citation(s) in RCA: 32] [Impact Index Per Article: 10.7] [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: 03/30/2021] [Accepted: 06/23/2021] [Indexed: 12/12/2022] Open
Abstract
The release of neutrophil extracellular traps (NETs) by hyperactive neutrophils is recognized to play an important role in the thromboinflammatory milieu inherent to severe presentations of COVID-19. At the same time, a variety of functional autoantibodies have been observed in individuals with severe COVID-19, where they likely contribute to immunopathology. Here, we aimed to determine the extent to which autoantibodies might target NETs in COVID-19 and, if detected, to elucidate their potential functions and clinical associations. We measured anti-NET antibodies in 328 individuals hospitalized with COVID-19 alongside 48 healthy controls. We found high anti-NET activity in the IgG and IgM fractions of 27% and 60% of patients, respectively. There was a strong correlation between anti-NET IgG and anti-NET IgM. Both anti-NET IgG and anti-NET IgM tracked with high levels of circulating NETs, impaired oxygenation efficiency, and high circulating D-dimer. Furthermore, patients who required mechanical ventilation had a greater burden of anti-NET antibodies than did those not requiring oxygen supplementation. Levels of anti-NET IgG (and, to a lesser extent, anti-NET IgM) demonstrated an inverse correlation with the efficiency of NET degradation by COVID-19 sera. Furthermore, purified IgG from COVID-19 sera with high levels of anti-NET antibodies impaired the ability of healthy control serum to degrade NETs. In summary, many individuals hospitalized with COVID-19 have anti-NET antibodies, which likely impair NET clearance and may potentiate SARS-CoV-2-mediated thromboinflammation.
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Affiliation(s)
- Yu Zuo
- Division of Rheumatology, Department of Internal Medicine
| | | | | | - Claire K. Hoy
- Division of Rheumatology, Department of Internal Medicine
| | | | - Kelsey Gockman
- Division of Rheumatology, Department of Internal Medicine
| | - Melanie Zuo
- Division of Geriatric and Palliative Medicine, Department of Internal Medicine, and
| | - Jacqueline A. Madison
- Division of Rheumatology, Department of Internal Medicine
- Division of Pediatric Rheumatology, Department of Pediatrics, University of Michigan, Ann Arbor, Michigan, USA
| | - Hui Shi
- Division of Rheumatology, Department of Internal Medicine
- Division of Rheumatology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Yogendra Kanthi
- Division of Intramural Research National Heart, Lung and Blood Institute Bethesda, Maryland, USA
- Division of Cardiovascular Medicine, Department of Internal Medicine, University of Michigan, Ann Arbor, Michigan, USA
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Shi H, Zuo Y, Navaz S, Harbaugh A, Hoy C, Gandhi AA, Sule G, Yalavarthi S, Gockman K, Madison JA, Wang J, Zuo M, Shi Y, Maile MD, Knight JS, Kanthi Y. Endothelial cell-activating antibodies in COVID-19. medRxiv 2021. [PMID: 33501469 DOI: 10.1101/2021.01.18.21250041] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Objectives Patients with coronavirus disease 19 ( COVID-19 ) are at high risk for fibrin-based occlusion of vascular beds of all sizes. Considering endothelial cell activation has regularly been described as part of the COVID-19 thrombo-inflammatory storm, we aimed to find upstream mediators of this activation. Methods Cultured endothelial cells were exposed to sera or plasma from 244 patients hospitalized with COVID-19 or plasma from 100 patients in the intensive care unit with sepsis. Cell adhesion molecules E-selectin, VCAM-1, and ICAM-1 were detected by in-cell ELISA. Soluble E-selectin was measured in serum. Results As compared with healthy controls, sera and plasma from patients with COVID-19, and to a lesser extent plasma from patients with sepsis, increased expression of E-selectin, VCAM-1, and ICAM-1 on cultured endothelial cells. We found modest correlations between serum neutrophil extracellular trap (NET) remnants and upregulation of cell adhesion molecules on endothelial cells. A stronger marker of the ability of COVID-19 serum to activate endothelial cells was the presence of circulating antiphospholipid antibodies, specifically anticardiolipin IgG and IgM and anti-phosphatidlyserine/prothrombin (anti-PS/PT) IgG and IgM. Depletion of total IgG from anticardiolipin-positive and anti-PS/PT-positive samples markedly restrained upregulation of E-selectin, VCAM-1, and ICAM-1. At the same time, supplementation of control serum with patient IgG was sufficient to trigger endothelial cell activation. Conclusions These data are the first to suggest that some patients with COVID-19 have potentially diverse antibodies that drive endothelial cell activation in COVID-19. The data also add important context regarding thrombo-inflammatory effects of autoantibodies in severe COVID-19. KEY MESSAGES What is already known about this subject?: Patients with COVID-19 are at high risk for fibrin-based occlusion of vascular beds of all sizes.Endothelial cell activation has regularly been described as part of the COVID-19 thrombo-inflammatory storm.What does this study add?: The presence of circulating antiphospholipid antibodies may be a predictor of the ability of a patient’s total antibody profile to activate endothelial cells.Purified COVID-19 IgG with high levels of anticardiolipin and anti-PS/PT activity trigger a pro-adhesive phenotype in endothelial cells.How might this impact on clinical practice or future developments?: Patients might be screened for antiphospholipid antibodies to evaluate their risk of having an antibody profile likely to activate endothelial cells.Patients with high antiphospholipid antibody titers might benefit from treatments used in traditional cases of severe APS such as therapeutic anticoagulation, corticosteroids, and plasmapheresis.
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Zuo Y, Yalavarthi S, Navaz S, Hoy C, Harbaugh A, Gockman K, Zuo M, Madison JA, Shi H, Kanthi Y, Knight JS. Autoantibodies stabilize neutrophil extracellular traps in COVID-19. medRxiv 2021:2021.03.31.21254692. [PMID: 33851189 PMCID: PMC8043486 DOI: 10.1101/2021.03.31.21254692] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
The release of neutrophil extracellular traps ( NETs ) by hyperactive neutrophils is recognized to play an important role in the thromboinflammatory milieu inherent to severe presentations of COVID-19. At the same time, a variety of functional autoantibodies have been observed in individuals with severe COVID-19 where they likely contribute to immunopathology. Here, we aimed to determine the extent to which autoantibodies might target NETs in COVID-19 and, if detected, to elucidate their potential functions and clinical associations. We measured anti-NET antibodies in 328 individuals hospitalized with COVID-19 alongside 48 healthy controls. We found high anti-NET activity in the IgG and IgM fractions of 27% and 60% of patients, respectively. There was a strong correlation between anti-NET IgG and anti-NET IgM (r=0.4, p<0.0001). Both anti-NET IgG and IgM tracked with high levels of circulating NETs, impaired oxygenation efficiency, and high circulating D-dimer. Furthermore, patients who required mechanical ventilation had a greater burden of anti-NET antibodies than did those not requiring oxygen supplementation. Levels of anti-NET IgG (and to a lesser extent anti-NET IgM) demonstrated an inverse correlation with the efficiency of NET degradation by COVID sera. Furthermore, purified IgG from COVID sera with high levels of anti-NET antibodies impaired the ability of healthy control serum to degrade NETs. In summary, many individuals hospitalized with COVID-19 have anti-NET antibodies, which likely impair NET clearance and may potentiate SARS-CoV-2-mediated thromboinflammation.
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Zuo Y, Warnock M, Harbaugh A, Yalavarthi S, Gockman K, Zuo M, Madison JA, Knight JS, Kanthi Y, Lawrence DA. Plasma tissue plasminogen activator and plasminogen activator inhibitor-1 in hospitalized COVID-19 patients. medRxiv 2020. [PMID: 32909005 DOI: 10.1101/2020.08.29.20184358] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
Patients with coronavirus disease-19 ( COVID-19 ) are at high risk for thrombotic arterial and venous occlusions. However, bleeding complications have also been observed in some patients. Understanding the balance between coagulation and fibrinolysis will help inform optimal approaches to thrombosis prophylaxis and potential utility of fibrinolytic-targeted therapies. 118 hospitalized COVID-19 patients and 30 healthy controls were included in the study. We measured plasma antigen levels of tissue-type plasminogen activator (tPA ) and plasminogen activator inhibitor-1 ( PAI-1 ) and performed spontaneous clot-lysis assays. We found markedly elevated tPA and PAI-1 levels in patients hospitalized with COVID-19. Both factors demonstrated strong correlations with neutrophil counts and markers of neutrophil activation. High levels of tPA and PAI-1 were associated with worse respiratory status. High levels of tPA, in particular, were strongly correlated with mortality and a significant enhancement in spontaneous ex vivo clot-lysis. While both tPA and PAI-1 are elevated among COVID-19 patients, extremely high levels of tPA enhance spontaneous fibrinolysis and are significantly associated with mortality in some patients. These data indicate that fibrinolytic homeostasis in COVID-19 is complex with a subset of patients expressing a balance of factors that may favor fibrinolysis. Further study of tPA as a biomarker is warranted.
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Mirzan S, Harbaugh A, Pian K, Liu R. Abstract No. 602 Analysis of procedural reimbursement in interventional radiology: experience of an academic tertiary care medical center. J Vasc Interv Radiol 2018. [DOI: 10.1016/j.jvir.2018.01.647] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
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Misono A, Mueller P, Hirsch J, Harbaugh A, Sheridan R, Liu R. Outpatient interventional radiology clinic: profitability within reach. J Vasc Interv Radiol 2016. [DOI: 10.1016/j.jvir.2015.12.686] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
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Misono A, Mueller P, Hirsch J, Harbaugh A, Sheridan R, Liu R. Outpatient interventional radiology clinic: financial modeling predicts revenues and profitability. J Vasc Interv Radiol 2016. [DOI: 10.1016/j.jvir.2015.12.127] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022] Open
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Mehta S, Hirsch J, Harbaugh A, Rodrigues C, Sheridan R, Ganguli S, Mueller P, Liu R. Analysis of device economics in interventional radiology: experience of an academic tertiary care medical center. J Vasc Interv Radiol 2016. [DOI: 10.1016/j.jvir.2015.12.128] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
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