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O'Neill D, Nicholas O, Gale CP, Ludman P, de Belder MA, Timmis A, Fox KAA, Simpson IA, Redwood S, Ray SG. Total Center Percutaneous Coronary Intervention Volume and 30-Day Mortality: A Contemporary National Cohort Study of 427 467 Elective, Urgent, and Emergency Cases. Circ Cardiovasc Qual Outcomes 2017; 10:CIRCOUTCOMES.116.003186. [PMID: 28320707 DOI: 10.1161/circoutcomes.116.003186] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/03/2016] [Accepted: 02/20/2017] [Indexed: 11/16/2022]
Abstract
BACKGROUND The relationship between procedural volume and prognosis after percutaneous coronary intervention (PCI) remains uncertain, with some studies finding in favor of an inverse association and some against. This UK study provides a contemporary reassessment in one of the few countries in the world with a nationally representative PCI registry. METHODS AND RESULTS A nationwide cohort study was performed using the national British Cardiovascular Intervention Society registry. All adult patients undergoing PCI in 93 English and Welsh NHS hospitals between 2007 and 2013 were analyzed using hierarchical modeling with adjustment for patient risk. Of 427 467 procedures (22.0% primary PCI) in 93 hospitals, 30-day mortality was 1.9% (4.8% primary PCI). 87.1% of centers undertook between 200 and 2000 procedures annually. Case mix varied with center volume. In centers with 200 to 399 PCI cases per year, a smaller proportion were PCI for ST-segment-elevation myocardial infarction (8.4%) than in centers with 1500 to 1999 PCI cases per year (24.2%), but proportionally more were for ST-segment-elevation myocardial infarction with cardiogenic shock (8.4% versus 4.3%). For the overall PCI cohort, after risk adjustment, there was no significant evidence of worse, or better, outcomes in lower volume centers from our own study, or in combination with results from other studies. For primary PCI, there was also no evidence for increased or decreased mortality in lower volume centers. CONCLUSIONS After adjustment for differences in case mix and clinical presentation, this study supports the conclusion of no trend for increased mortality in lower volume centers for PCI in the UK healthcare system. CLINICAL TRIAL REGISTRATION https://www.clinicaltrials.gov. Unique identifier: NCT02184949.
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Affiliation(s)
- Darragh O'Neill
- From the Research Department of Epidemiology and Public Health, University College London, United Kingdom (D.O., O.N.); Leeds Institute for Cardiovascular and Metabolic Medicine, University of Leeds, United Kingdom (C.P.G.); Department of Cardiology, York Teaching Hospital, United Kingdom (C.P.G.); Queen Elizabeth Hospital, Birmingham, United Kingdom (P.L.); The James Cook University Hospital, Middlesbrough, United Kingdom (M.A.d.B.); NIHR Cardiovascular Biomedical Research Unit, Barts Heart Centre, United Kingdom (A.T.); Centre for Cardiovascular Science, University of Edinburgh, United Kingdom (K.A.A.F.); Wessex Cardiac Unit, University Hospital Southampton, United Kingdom (I.A.S.); King's College London/St Thomas' Hospital, United Kingdom (S.R.); University Hospitals of South Manchester, United Kingdom (S.G.R.).
| | - Owen Nicholas
- From the Research Department of Epidemiology and Public Health, University College London, United Kingdom (D.O., O.N.); Leeds Institute for Cardiovascular and Metabolic Medicine, University of Leeds, United Kingdom (C.P.G.); Department of Cardiology, York Teaching Hospital, United Kingdom (C.P.G.); Queen Elizabeth Hospital, Birmingham, United Kingdom (P.L.); The James Cook University Hospital, Middlesbrough, United Kingdom (M.A.d.B.); NIHR Cardiovascular Biomedical Research Unit, Barts Heart Centre, United Kingdom (A.T.); Centre for Cardiovascular Science, University of Edinburgh, United Kingdom (K.A.A.F.); Wessex Cardiac Unit, University Hospital Southampton, United Kingdom (I.A.S.); King's College London/St Thomas' Hospital, United Kingdom (S.R.); University Hospitals of South Manchester, United Kingdom (S.G.R.)
| | - Chris P Gale
- From the Research Department of Epidemiology and Public Health, University College London, United Kingdom (D.O., O.N.); Leeds Institute for Cardiovascular and Metabolic Medicine, University of Leeds, United Kingdom (C.P.G.); Department of Cardiology, York Teaching Hospital, United Kingdom (C.P.G.); Queen Elizabeth Hospital, Birmingham, United Kingdom (P.L.); The James Cook University Hospital, Middlesbrough, United Kingdom (M.A.d.B.); NIHR Cardiovascular Biomedical Research Unit, Barts Heart Centre, United Kingdom (A.T.); Centre for Cardiovascular Science, University of Edinburgh, United Kingdom (K.A.A.F.); Wessex Cardiac Unit, University Hospital Southampton, United Kingdom (I.A.S.); King's College London/St Thomas' Hospital, United Kingdom (S.R.); University Hospitals of South Manchester, United Kingdom (S.G.R.)
| | - Peter Ludman
- From the Research Department of Epidemiology and Public Health, University College London, United Kingdom (D.O., O.N.); Leeds Institute for Cardiovascular and Metabolic Medicine, University of Leeds, United Kingdom (C.P.G.); Department of Cardiology, York Teaching Hospital, United Kingdom (C.P.G.); Queen Elizabeth Hospital, Birmingham, United Kingdom (P.L.); The James Cook University Hospital, Middlesbrough, United Kingdom (M.A.d.B.); NIHR Cardiovascular Biomedical Research Unit, Barts Heart Centre, United Kingdom (A.T.); Centre for Cardiovascular Science, University of Edinburgh, United Kingdom (K.A.A.F.); Wessex Cardiac Unit, University Hospital Southampton, United Kingdom (I.A.S.); King's College London/St Thomas' Hospital, United Kingdom (S.R.); University Hospitals of South Manchester, United Kingdom (S.G.R.)
| | - Mark A de Belder
- From the Research Department of Epidemiology and Public Health, University College London, United Kingdom (D.O., O.N.); Leeds Institute for Cardiovascular and Metabolic Medicine, University of Leeds, United Kingdom (C.P.G.); Department of Cardiology, York Teaching Hospital, United Kingdom (C.P.G.); Queen Elizabeth Hospital, Birmingham, United Kingdom (P.L.); The James Cook University Hospital, Middlesbrough, United Kingdom (M.A.d.B.); NIHR Cardiovascular Biomedical Research Unit, Barts Heart Centre, United Kingdom (A.T.); Centre for Cardiovascular Science, University of Edinburgh, United Kingdom (K.A.A.F.); Wessex Cardiac Unit, University Hospital Southampton, United Kingdom (I.A.S.); King's College London/St Thomas' Hospital, United Kingdom (S.R.); University Hospitals of South Manchester, United Kingdom (S.G.R.)
| | - Adam Timmis
- From the Research Department of Epidemiology and Public Health, University College London, United Kingdom (D.O., O.N.); Leeds Institute for Cardiovascular and Metabolic Medicine, University of Leeds, United Kingdom (C.P.G.); Department of Cardiology, York Teaching Hospital, United Kingdom (C.P.G.); Queen Elizabeth Hospital, Birmingham, United Kingdom (P.L.); The James Cook University Hospital, Middlesbrough, United Kingdom (M.A.d.B.); NIHR Cardiovascular Biomedical Research Unit, Barts Heart Centre, United Kingdom (A.T.); Centre for Cardiovascular Science, University of Edinburgh, United Kingdom (K.A.A.F.); Wessex Cardiac Unit, University Hospital Southampton, United Kingdom (I.A.S.); King's College London/St Thomas' Hospital, United Kingdom (S.R.); University Hospitals of South Manchester, United Kingdom (S.G.R.)
| | - Keith A A Fox
- From the Research Department of Epidemiology and Public Health, University College London, United Kingdom (D.O., O.N.); Leeds Institute for Cardiovascular and Metabolic Medicine, University of Leeds, United Kingdom (C.P.G.); Department of Cardiology, York Teaching Hospital, United Kingdom (C.P.G.); Queen Elizabeth Hospital, Birmingham, United Kingdom (P.L.); The James Cook University Hospital, Middlesbrough, United Kingdom (M.A.d.B.); NIHR Cardiovascular Biomedical Research Unit, Barts Heart Centre, United Kingdom (A.T.); Centre for Cardiovascular Science, University of Edinburgh, United Kingdom (K.A.A.F.); Wessex Cardiac Unit, University Hospital Southampton, United Kingdom (I.A.S.); King's College London/St Thomas' Hospital, United Kingdom (S.R.); University Hospitals of South Manchester, United Kingdom (S.G.R.)
| | - Iain A Simpson
- From the Research Department of Epidemiology and Public Health, University College London, United Kingdom (D.O., O.N.); Leeds Institute for Cardiovascular and Metabolic Medicine, University of Leeds, United Kingdom (C.P.G.); Department of Cardiology, York Teaching Hospital, United Kingdom (C.P.G.); Queen Elizabeth Hospital, Birmingham, United Kingdom (P.L.); The James Cook University Hospital, Middlesbrough, United Kingdom (M.A.d.B.); NIHR Cardiovascular Biomedical Research Unit, Barts Heart Centre, United Kingdom (A.T.); Centre for Cardiovascular Science, University of Edinburgh, United Kingdom (K.A.A.F.); Wessex Cardiac Unit, University Hospital Southampton, United Kingdom (I.A.S.); King's College London/St Thomas' Hospital, United Kingdom (S.R.); University Hospitals of South Manchester, United Kingdom (S.G.R.)
| | - Simon Redwood
- From the Research Department of Epidemiology and Public Health, University College London, United Kingdom (D.O., O.N.); Leeds Institute for Cardiovascular and Metabolic Medicine, University of Leeds, United Kingdom (C.P.G.); Department of Cardiology, York Teaching Hospital, United Kingdom (C.P.G.); Queen Elizabeth Hospital, Birmingham, United Kingdom (P.L.); The James Cook University Hospital, Middlesbrough, United Kingdom (M.A.d.B.); NIHR Cardiovascular Biomedical Research Unit, Barts Heart Centre, United Kingdom (A.T.); Centre for Cardiovascular Science, University of Edinburgh, United Kingdom (K.A.A.F.); Wessex Cardiac Unit, University Hospital Southampton, United Kingdom (I.A.S.); King's College London/St Thomas' Hospital, United Kingdom (S.R.); University Hospitals of South Manchester, United Kingdom (S.G.R.)
| | - Simon G Ray
- From the Research Department of Epidemiology and Public Health, University College London, United Kingdom (D.O., O.N.); Leeds Institute for Cardiovascular and Metabolic Medicine, University of Leeds, United Kingdom (C.P.G.); Department of Cardiology, York Teaching Hospital, United Kingdom (C.P.G.); Queen Elizabeth Hospital, Birmingham, United Kingdom (P.L.); The James Cook University Hospital, Middlesbrough, United Kingdom (M.A.d.B.); NIHR Cardiovascular Biomedical Research Unit, Barts Heart Centre, United Kingdom (A.T.); Centre for Cardiovascular Science, University of Edinburgh, United Kingdom (K.A.A.F.); Wessex Cardiac Unit, University Hospital Southampton, United Kingdom (I.A.S.); King's College London/St Thomas' Hospital, United Kingdom (S.R.); University Hospitals of South Manchester, United Kingdom (S.G.R.)
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Badheka AO, Patel NJ, Grover P, Singh V, Patel N, Arora S, Chothani A, Mehta K, Deshmukh A, Savani GT, Patel A, Panaich SS, Shah N, Rathod A, Brown M, Mohamad T, Tamburrino FV, Kar S, Makkar R, O'Neill WW, De Marchena E, Schreiber T, Grines CL, Rihal CS, Cohen MG. Impact of annual operator and institutional volume on percutaneous coronary intervention outcomes: a 5-year United States experience (2005-2009). Circulation 2014; 130:1392-406. [PMID: 25189214 DOI: 10.1161/circulationaha.114.009281] [Citation(s) in RCA: 139] [Impact Index Per Article: 13.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
BACKGROUND The relationship between operator or institutional volume and outcomes among patients undergoing percutaneous coronary interventions (PCI) is unclear. METHODS AND RESULTS Cross-sectional study based on the Healthcare Cost and Utilization Project's Nationwide Inpatient Sample between 2005 to 2009. Subjects were identified by International Classification of Diseases, 9(th) Revision, Clinical Modification procedure code, 36.06 and 36.07. Annual operator and institutional volumes were calculated using unique identification numbers and then divided into quartiles. Three-level hierarchical multivariate mixed models were created. The primary outcome was in-hospital mortality; secondary outcome was a composite of in-hospital mortality and peri-procedural complications. A total of 457,498 PCIs were identified representing a total of 2,243,209 PCIs performed in the United States during the study period. In-hospital, all-cause mortality was 1.08%, and the overall complication rate was 7.10%. The primary and secondary outcomes of procedures performed by operators in 4(th) [annual procedural volume; primary and secondary outcomes] [>100; 0.59% and 5.51%], 3(rd) [45-100; 0.87% and 6.40%], and 2(nd) quartile [16-44; 1.15% and 7.75%] were significantly less (P<0.001) when compared with those by operators in the 1(st) quartile [≤15; 1.68% and 10.91%]. Spline analysis also showed significant operator and institutional volume outcome relationship. Similarly operators in the higher quartiles witnessed a significant reduction in length of hospital stay and cost of hospitalization (P<0.001). CONCLUSIONS Overall in-hospital mortality after PCI was low. An increase in operator and institutional volume of PCI was found to be associated with a decrease in adverse outcomes, length of hospital stay, and cost of hospitalization.
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Affiliation(s)
- Apurva O Badheka
- From Yale New Haven Medical Center, New Haven, CT (A.O.B.); Staten Island University Hospital, Staten Island, NY (N.J.P., N.S., F.V.T.); UMass Memorial Medical Center, Worcester, MA (P.G.); University of Miami Miller School of Medicine, Miami, FL (V.S., G.T.S., E.D.M., M.G.C.); Saint Peter's University Hospital, New Brunswick, NJ (N.P.); Mount Sinai's St Luke Roosevelt Hospital Center, New York, NY (S.A.); MedStar Washington Hospital Center, Washington, DC (A.C.); UPMC Shadyside Hospital, Pittsburgh, PA (K.M.); University of Arkansas, Little Rock, AR (A.D.); Icahn School of Medicine at Mount Sinai, New York, NY (A.P.); Detroit Medical Center, Detroit, MI (S.S.P., M.B., T.M., T.S., C.L.G.); Cedar-Sinai Medical Center, Los Angeles, CA (A.R., S.K., R.M.); Henry Ford Hospital, Detroit, MI (W.W.O.); Mayo Clinic, Rochester, MN (C.S.R.).
| | - Nileshkumar J Patel
- From Yale New Haven Medical Center, New Haven, CT (A.O.B.); Staten Island University Hospital, Staten Island, NY (N.J.P., N.S., F.V.T.); UMass Memorial Medical Center, Worcester, MA (P.G.); University of Miami Miller School of Medicine, Miami, FL (V.S., G.T.S., E.D.M., M.G.C.); Saint Peter's University Hospital, New Brunswick, NJ (N.P.); Mount Sinai's St Luke Roosevelt Hospital Center, New York, NY (S.A.); MedStar Washington Hospital Center, Washington, DC (A.C.); UPMC Shadyside Hospital, Pittsburgh, PA (K.M.); University of Arkansas, Little Rock, AR (A.D.); Icahn School of Medicine at Mount Sinai, New York, NY (A.P.); Detroit Medical Center, Detroit, MI (S.S.P., M.B., T.M., T.S., C.L.G.); Cedar-Sinai Medical Center, Los Angeles, CA (A.R., S.K., R.M.); Henry Ford Hospital, Detroit, MI (W.W.O.); Mayo Clinic, Rochester, MN (C.S.R.)
| | - Peeyush Grover
- From Yale New Haven Medical Center, New Haven, CT (A.O.B.); Staten Island University Hospital, Staten Island, NY (N.J.P., N.S., F.V.T.); UMass Memorial Medical Center, Worcester, MA (P.G.); University of Miami Miller School of Medicine, Miami, FL (V.S., G.T.S., E.D.M., M.G.C.); Saint Peter's University Hospital, New Brunswick, NJ (N.P.); Mount Sinai's St Luke Roosevelt Hospital Center, New York, NY (S.A.); MedStar Washington Hospital Center, Washington, DC (A.C.); UPMC Shadyside Hospital, Pittsburgh, PA (K.M.); University of Arkansas, Little Rock, AR (A.D.); Icahn School of Medicine at Mount Sinai, New York, NY (A.P.); Detroit Medical Center, Detroit, MI (S.S.P., M.B., T.M., T.S., C.L.G.); Cedar-Sinai Medical Center, Los Angeles, CA (A.R., S.K., R.M.); Henry Ford Hospital, Detroit, MI (W.W.O.); Mayo Clinic, Rochester, MN (C.S.R.)
| | - Vikas Singh
- From Yale New Haven Medical Center, New Haven, CT (A.O.B.); Staten Island University Hospital, Staten Island, NY (N.J.P., N.S., F.V.T.); UMass Memorial Medical Center, Worcester, MA (P.G.); University of Miami Miller School of Medicine, Miami, FL (V.S., G.T.S., E.D.M., M.G.C.); Saint Peter's University Hospital, New Brunswick, NJ (N.P.); Mount Sinai's St Luke Roosevelt Hospital Center, New York, NY (S.A.); MedStar Washington Hospital Center, Washington, DC (A.C.); UPMC Shadyside Hospital, Pittsburgh, PA (K.M.); University of Arkansas, Little Rock, AR (A.D.); Icahn School of Medicine at Mount Sinai, New York, NY (A.P.); Detroit Medical Center, Detroit, MI (S.S.P., M.B., T.M., T.S., C.L.G.); Cedar-Sinai Medical Center, Los Angeles, CA (A.R., S.K., R.M.); Henry Ford Hospital, Detroit, MI (W.W.O.); Mayo Clinic, Rochester, MN (C.S.R.)
| | - Nilay Patel
- From Yale New Haven Medical Center, New Haven, CT (A.O.B.); Staten Island University Hospital, Staten Island, NY (N.J.P., N.S., F.V.T.); UMass Memorial Medical Center, Worcester, MA (P.G.); University of Miami Miller School of Medicine, Miami, FL (V.S., G.T.S., E.D.M., M.G.C.); Saint Peter's University Hospital, New Brunswick, NJ (N.P.); Mount Sinai's St Luke Roosevelt Hospital Center, New York, NY (S.A.); MedStar Washington Hospital Center, Washington, DC (A.C.); UPMC Shadyside Hospital, Pittsburgh, PA (K.M.); University of Arkansas, Little Rock, AR (A.D.); Icahn School of Medicine at Mount Sinai, New York, NY (A.P.); Detroit Medical Center, Detroit, MI (S.S.P., M.B., T.M., T.S., C.L.G.); Cedar-Sinai Medical Center, Los Angeles, CA (A.R., S.K., R.M.); Henry Ford Hospital, Detroit, MI (W.W.O.); Mayo Clinic, Rochester, MN (C.S.R.)
| | - Shilpkumar Arora
- From Yale New Haven Medical Center, New Haven, CT (A.O.B.); Staten Island University Hospital, Staten Island, NY (N.J.P., N.S., F.V.T.); UMass Memorial Medical Center, Worcester, MA (P.G.); University of Miami Miller School of Medicine, Miami, FL (V.S., G.T.S., E.D.M., M.G.C.); Saint Peter's University Hospital, New Brunswick, NJ (N.P.); Mount Sinai's St Luke Roosevelt Hospital Center, New York, NY (S.A.); MedStar Washington Hospital Center, Washington, DC (A.C.); UPMC Shadyside Hospital, Pittsburgh, PA (K.M.); University of Arkansas, Little Rock, AR (A.D.); Icahn School of Medicine at Mount Sinai, New York, NY (A.P.); Detroit Medical Center, Detroit, MI (S.S.P., M.B., T.M., T.S., C.L.G.); Cedar-Sinai Medical Center, Los Angeles, CA (A.R., S.K., R.M.); Henry Ford Hospital, Detroit, MI (W.W.O.); Mayo Clinic, Rochester, MN (C.S.R.)
| | - Ankit Chothani
- From Yale New Haven Medical Center, New Haven, CT (A.O.B.); Staten Island University Hospital, Staten Island, NY (N.J.P., N.S., F.V.T.); UMass Memorial Medical Center, Worcester, MA (P.G.); University of Miami Miller School of Medicine, Miami, FL (V.S., G.T.S., E.D.M., M.G.C.); Saint Peter's University Hospital, New Brunswick, NJ (N.P.); Mount Sinai's St Luke Roosevelt Hospital Center, New York, NY (S.A.); MedStar Washington Hospital Center, Washington, DC (A.C.); UPMC Shadyside Hospital, Pittsburgh, PA (K.M.); University of Arkansas, Little Rock, AR (A.D.); Icahn School of Medicine at Mount Sinai, New York, NY (A.P.); Detroit Medical Center, Detroit, MI (S.S.P., M.B., T.M., T.S., C.L.G.); Cedar-Sinai Medical Center, Los Angeles, CA (A.R., S.K., R.M.); Henry Ford Hospital, Detroit, MI (W.W.O.); Mayo Clinic, Rochester, MN (C.S.R.)
| | - Kathan Mehta
- From Yale New Haven Medical Center, New Haven, CT (A.O.B.); Staten Island University Hospital, Staten Island, NY (N.J.P., N.S., F.V.T.); UMass Memorial Medical Center, Worcester, MA (P.G.); University of Miami Miller School of Medicine, Miami, FL (V.S., G.T.S., E.D.M., M.G.C.); Saint Peter's University Hospital, New Brunswick, NJ (N.P.); Mount Sinai's St Luke Roosevelt Hospital Center, New York, NY (S.A.); MedStar Washington Hospital Center, Washington, DC (A.C.); UPMC Shadyside Hospital, Pittsburgh, PA (K.M.); University of Arkansas, Little Rock, AR (A.D.); Icahn School of Medicine at Mount Sinai, New York, NY (A.P.); Detroit Medical Center, Detroit, MI (S.S.P., M.B., T.M., T.S., C.L.G.); Cedar-Sinai Medical Center, Los Angeles, CA (A.R., S.K., R.M.); Henry Ford Hospital, Detroit, MI (W.W.O.); Mayo Clinic, Rochester, MN (C.S.R.)
| | - Abhishek Deshmukh
- From Yale New Haven Medical Center, New Haven, CT (A.O.B.); Staten Island University Hospital, Staten Island, NY (N.J.P., N.S., F.V.T.); UMass Memorial Medical Center, Worcester, MA (P.G.); University of Miami Miller School of Medicine, Miami, FL (V.S., G.T.S., E.D.M., M.G.C.); Saint Peter's University Hospital, New Brunswick, NJ (N.P.); Mount Sinai's St Luke Roosevelt Hospital Center, New York, NY (S.A.); MedStar Washington Hospital Center, Washington, DC (A.C.); UPMC Shadyside Hospital, Pittsburgh, PA (K.M.); University of Arkansas, Little Rock, AR (A.D.); Icahn School of Medicine at Mount Sinai, New York, NY (A.P.); Detroit Medical Center, Detroit, MI (S.S.P., M.B., T.M., T.S., C.L.G.); Cedar-Sinai Medical Center, Los Angeles, CA (A.R., S.K., R.M.); Henry Ford Hospital, Detroit, MI (W.W.O.); Mayo Clinic, Rochester, MN (C.S.R.)
| | - Ghanshyambhai T Savani
- From Yale New Haven Medical Center, New Haven, CT (A.O.B.); Staten Island University Hospital, Staten Island, NY (N.J.P., N.S., F.V.T.); UMass Memorial Medical Center, Worcester, MA (P.G.); University of Miami Miller School of Medicine, Miami, FL (V.S., G.T.S., E.D.M., M.G.C.); Saint Peter's University Hospital, New Brunswick, NJ (N.P.); Mount Sinai's St Luke Roosevelt Hospital Center, New York, NY (S.A.); MedStar Washington Hospital Center, Washington, DC (A.C.); UPMC Shadyside Hospital, Pittsburgh, PA (K.M.); University of Arkansas, Little Rock, AR (A.D.); Icahn School of Medicine at Mount Sinai, New York, NY (A.P.); Detroit Medical Center, Detroit, MI (S.S.P., M.B., T.M., T.S., C.L.G.); Cedar-Sinai Medical Center, Los Angeles, CA (A.R., S.K., R.M.); Henry Ford Hospital, Detroit, MI (W.W.O.); Mayo Clinic, Rochester, MN (C.S.R.)
| | - Achint Patel
- From Yale New Haven Medical Center, New Haven, CT (A.O.B.); Staten Island University Hospital, Staten Island, NY (N.J.P., N.S., F.V.T.); UMass Memorial Medical Center, Worcester, MA (P.G.); University of Miami Miller School of Medicine, Miami, FL (V.S., G.T.S., E.D.M., M.G.C.); Saint Peter's University Hospital, New Brunswick, NJ (N.P.); Mount Sinai's St Luke Roosevelt Hospital Center, New York, NY (S.A.); MedStar Washington Hospital Center, Washington, DC (A.C.); UPMC Shadyside Hospital, Pittsburgh, PA (K.M.); University of Arkansas, Little Rock, AR (A.D.); Icahn School of Medicine at Mount Sinai, New York, NY (A.P.); Detroit Medical Center, Detroit, MI (S.S.P., M.B., T.M., T.S., C.L.G.); Cedar-Sinai Medical Center, Los Angeles, CA (A.R., S.K., R.M.); Henry Ford Hospital, Detroit, MI (W.W.O.); Mayo Clinic, Rochester, MN (C.S.R.)
| | - Sidakpal S Panaich
- From Yale New Haven Medical Center, New Haven, CT (A.O.B.); Staten Island University Hospital, Staten Island, NY (N.J.P., N.S., F.V.T.); UMass Memorial Medical Center, Worcester, MA (P.G.); University of Miami Miller School of Medicine, Miami, FL (V.S., G.T.S., E.D.M., M.G.C.); Saint Peter's University Hospital, New Brunswick, NJ (N.P.); Mount Sinai's St Luke Roosevelt Hospital Center, New York, NY (S.A.); MedStar Washington Hospital Center, Washington, DC (A.C.); UPMC Shadyside Hospital, Pittsburgh, PA (K.M.); University of Arkansas, Little Rock, AR (A.D.); Icahn School of Medicine at Mount Sinai, New York, NY (A.P.); Detroit Medical Center, Detroit, MI (S.S.P., M.B., T.M., T.S., C.L.G.); Cedar-Sinai Medical Center, Los Angeles, CA (A.R., S.K., R.M.); Henry Ford Hospital, Detroit, MI (W.W.O.); Mayo Clinic, Rochester, MN (C.S.R.)
| | - Neeraj Shah
- From Yale New Haven Medical Center, New Haven, CT (A.O.B.); Staten Island University Hospital, Staten Island, NY (N.J.P., N.S., F.V.T.); UMass Memorial Medical Center, Worcester, MA (P.G.); University of Miami Miller School of Medicine, Miami, FL (V.S., G.T.S., E.D.M., M.G.C.); Saint Peter's University Hospital, New Brunswick, NJ (N.P.); Mount Sinai's St Luke Roosevelt Hospital Center, New York, NY (S.A.); MedStar Washington Hospital Center, Washington, DC (A.C.); UPMC Shadyside Hospital, Pittsburgh, PA (K.M.); University of Arkansas, Little Rock, AR (A.D.); Icahn School of Medicine at Mount Sinai, New York, NY (A.P.); Detroit Medical Center, Detroit, MI (S.S.P., M.B., T.M., T.S., C.L.G.); Cedar-Sinai Medical Center, Los Angeles, CA (A.R., S.K., R.M.); Henry Ford Hospital, Detroit, MI (W.W.O.); Mayo Clinic, Rochester, MN (C.S.R.)
| | - Ankit Rathod
- From Yale New Haven Medical Center, New Haven, CT (A.O.B.); Staten Island University Hospital, Staten Island, NY (N.J.P., N.S., F.V.T.); UMass Memorial Medical Center, Worcester, MA (P.G.); University of Miami Miller School of Medicine, Miami, FL (V.S., G.T.S., E.D.M., M.G.C.); Saint Peter's University Hospital, New Brunswick, NJ (N.P.); Mount Sinai's St Luke Roosevelt Hospital Center, New York, NY (S.A.); MedStar Washington Hospital Center, Washington, DC (A.C.); UPMC Shadyside Hospital, Pittsburgh, PA (K.M.); University of Arkansas, Little Rock, AR (A.D.); Icahn School of Medicine at Mount Sinai, New York, NY (A.P.); Detroit Medical Center, Detroit, MI (S.S.P., M.B., T.M., T.S., C.L.G.); Cedar-Sinai Medical Center, Los Angeles, CA (A.R., S.K., R.M.); Henry Ford Hospital, Detroit, MI (W.W.O.); Mayo Clinic, Rochester, MN (C.S.R.)
| | - Michael Brown
- From Yale New Haven Medical Center, New Haven, CT (A.O.B.); Staten Island University Hospital, Staten Island, NY (N.J.P., N.S., F.V.T.); UMass Memorial Medical Center, Worcester, MA (P.G.); University of Miami Miller School of Medicine, Miami, FL (V.S., G.T.S., E.D.M., M.G.C.); Saint Peter's University Hospital, New Brunswick, NJ (N.P.); Mount Sinai's St Luke Roosevelt Hospital Center, New York, NY (S.A.); MedStar Washington Hospital Center, Washington, DC (A.C.); UPMC Shadyside Hospital, Pittsburgh, PA (K.M.); University of Arkansas, Little Rock, AR (A.D.); Icahn School of Medicine at Mount Sinai, New York, NY (A.P.); Detroit Medical Center, Detroit, MI (S.S.P., M.B., T.M., T.S., C.L.G.); Cedar-Sinai Medical Center, Los Angeles, CA (A.R., S.K., R.M.); Henry Ford Hospital, Detroit, MI (W.W.O.); Mayo Clinic, Rochester, MN (C.S.R.)
| | - Tamam Mohamad
- From Yale New Haven Medical Center, New Haven, CT (A.O.B.); Staten Island University Hospital, Staten Island, NY (N.J.P., N.S., F.V.T.); UMass Memorial Medical Center, Worcester, MA (P.G.); University of Miami Miller School of Medicine, Miami, FL (V.S., G.T.S., E.D.M., M.G.C.); Saint Peter's University Hospital, New Brunswick, NJ (N.P.); Mount Sinai's St Luke Roosevelt Hospital Center, New York, NY (S.A.); MedStar Washington Hospital Center, Washington, DC (A.C.); UPMC Shadyside Hospital, Pittsburgh, PA (K.M.); University of Arkansas, Little Rock, AR (A.D.); Icahn School of Medicine at Mount Sinai, New York, NY (A.P.); Detroit Medical Center, Detroit, MI (S.S.P., M.B., T.M., T.S., C.L.G.); Cedar-Sinai Medical Center, Los Angeles, CA (A.R., S.K., R.M.); Henry Ford Hospital, Detroit, MI (W.W.O.); Mayo Clinic, Rochester, MN (C.S.R.)
| | - Frank V Tamburrino
- From Yale New Haven Medical Center, New Haven, CT (A.O.B.); Staten Island University Hospital, Staten Island, NY (N.J.P., N.S., F.V.T.); UMass Memorial Medical Center, Worcester, MA (P.G.); University of Miami Miller School of Medicine, Miami, FL (V.S., G.T.S., E.D.M., M.G.C.); Saint Peter's University Hospital, New Brunswick, NJ (N.P.); Mount Sinai's St Luke Roosevelt Hospital Center, New York, NY (S.A.); MedStar Washington Hospital Center, Washington, DC (A.C.); UPMC Shadyside Hospital, Pittsburgh, PA (K.M.); University of Arkansas, Little Rock, AR (A.D.); Icahn School of Medicine at Mount Sinai, New York, NY (A.P.); Detroit Medical Center, Detroit, MI (S.S.P., M.B., T.M., T.S., C.L.G.); Cedar-Sinai Medical Center, Los Angeles, CA (A.R., S.K., R.M.); Henry Ford Hospital, Detroit, MI (W.W.O.); Mayo Clinic, Rochester, MN (C.S.R.)
| | - Saibal Kar
- From Yale New Haven Medical Center, New Haven, CT (A.O.B.); Staten Island University Hospital, Staten Island, NY (N.J.P., N.S., F.V.T.); UMass Memorial Medical Center, Worcester, MA (P.G.); University of Miami Miller School of Medicine, Miami, FL (V.S., G.T.S., E.D.M., M.G.C.); Saint Peter's University Hospital, New Brunswick, NJ (N.P.); Mount Sinai's St Luke Roosevelt Hospital Center, New York, NY (S.A.); MedStar Washington Hospital Center, Washington, DC (A.C.); UPMC Shadyside Hospital, Pittsburgh, PA (K.M.); University of Arkansas, Little Rock, AR (A.D.); Icahn School of Medicine at Mount Sinai, New York, NY (A.P.); Detroit Medical Center, Detroit, MI (S.S.P., M.B., T.M., T.S., C.L.G.); Cedar-Sinai Medical Center, Los Angeles, CA (A.R., S.K., R.M.); Henry Ford Hospital, Detroit, MI (W.W.O.); Mayo Clinic, Rochester, MN (C.S.R.)
| | - Raj Makkar
- From Yale New Haven Medical Center, New Haven, CT (A.O.B.); Staten Island University Hospital, Staten Island, NY (N.J.P., N.S., F.V.T.); UMass Memorial Medical Center, Worcester, MA (P.G.); University of Miami Miller School of Medicine, Miami, FL (V.S., G.T.S., E.D.M., M.G.C.); Saint Peter's University Hospital, New Brunswick, NJ (N.P.); Mount Sinai's St Luke Roosevelt Hospital Center, New York, NY (S.A.); MedStar Washington Hospital Center, Washington, DC (A.C.); UPMC Shadyside Hospital, Pittsburgh, PA (K.M.); University of Arkansas, Little Rock, AR (A.D.); Icahn School of Medicine at Mount Sinai, New York, NY (A.P.); Detroit Medical Center, Detroit, MI (S.S.P., M.B., T.M., T.S., C.L.G.); Cedar-Sinai Medical Center, Los Angeles, CA (A.R., S.K., R.M.); Henry Ford Hospital, Detroit, MI (W.W.O.); Mayo Clinic, Rochester, MN (C.S.R.)
| | - William W O'Neill
- From Yale New Haven Medical Center, New Haven, CT (A.O.B.); Staten Island University Hospital, Staten Island, NY (N.J.P., N.S., F.V.T.); UMass Memorial Medical Center, Worcester, MA (P.G.); University of Miami Miller School of Medicine, Miami, FL (V.S., G.T.S., E.D.M., M.G.C.); Saint Peter's University Hospital, New Brunswick, NJ (N.P.); Mount Sinai's St Luke Roosevelt Hospital Center, New York, NY (S.A.); MedStar Washington Hospital Center, Washington, DC (A.C.); UPMC Shadyside Hospital, Pittsburgh, PA (K.M.); University of Arkansas, Little Rock, AR (A.D.); Icahn School of Medicine at Mount Sinai, New York, NY (A.P.); Detroit Medical Center, Detroit, MI (S.S.P., M.B., T.M., T.S., C.L.G.); Cedar-Sinai Medical Center, Los Angeles, CA (A.R., S.K., R.M.); Henry Ford Hospital, Detroit, MI (W.W.O.); Mayo Clinic, Rochester, MN (C.S.R.)
| | - Eduardo De Marchena
- From Yale New Haven Medical Center, New Haven, CT (A.O.B.); Staten Island University Hospital, Staten Island, NY (N.J.P., N.S., F.V.T.); UMass Memorial Medical Center, Worcester, MA (P.G.); University of Miami Miller School of Medicine, Miami, FL (V.S., G.T.S., E.D.M., M.G.C.); Saint Peter's University Hospital, New Brunswick, NJ (N.P.); Mount Sinai's St Luke Roosevelt Hospital Center, New York, NY (S.A.); MedStar Washington Hospital Center, Washington, DC (A.C.); UPMC Shadyside Hospital, Pittsburgh, PA (K.M.); University of Arkansas, Little Rock, AR (A.D.); Icahn School of Medicine at Mount Sinai, New York, NY (A.P.); Detroit Medical Center, Detroit, MI (S.S.P., M.B., T.M., T.S., C.L.G.); Cedar-Sinai Medical Center, Los Angeles, CA (A.R., S.K., R.M.); Henry Ford Hospital, Detroit, MI (W.W.O.); Mayo Clinic, Rochester, MN (C.S.R.)
| | - Theodore Schreiber
- From Yale New Haven Medical Center, New Haven, CT (A.O.B.); Staten Island University Hospital, Staten Island, NY (N.J.P., N.S., F.V.T.); UMass Memorial Medical Center, Worcester, MA (P.G.); University of Miami Miller School of Medicine, Miami, FL (V.S., G.T.S., E.D.M., M.G.C.); Saint Peter's University Hospital, New Brunswick, NJ (N.P.); Mount Sinai's St Luke Roosevelt Hospital Center, New York, NY (S.A.); MedStar Washington Hospital Center, Washington, DC (A.C.); UPMC Shadyside Hospital, Pittsburgh, PA (K.M.); University of Arkansas, Little Rock, AR (A.D.); Icahn School of Medicine at Mount Sinai, New York, NY (A.P.); Detroit Medical Center, Detroit, MI (S.S.P., M.B., T.M., T.S., C.L.G.); Cedar-Sinai Medical Center, Los Angeles, CA (A.R., S.K., R.M.); Henry Ford Hospital, Detroit, MI (W.W.O.); Mayo Clinic, Rochester, MN (C.S.R.)
| | - Cindy L Grines
- From Yale New Haven Medical Center, New Haven, CT (A.O.B.); Staten Island University Hospital, Staten Island, NY (N.J.P., N.S., F.V.T.); UMass Memorial Medical Center, Worcester, MA (P.G.); University of Miami Miller School of Medicine, Miami, FL (V.S., G.T.S., E.D.M., M.G.C.); Saint Peter's University Hospital, New Brunswick, NJ (N.P.); Mount Sinai's St Luke Roosevelt Hospital Center, New York, NY (S.A.); MedStar Washington Hospital Center, Washington, DC (A.C.); UPMC Shadyside Hospital, Pittsburgh, PA (K.M.); University of Arkansas, Little Rock, AR (A.D.); Icahn School of Medicine at Mount Sinai, New York, NY (A.P.); Detroit Medical Center, Detroit, MI (S.S.P., M.B., T.M., T.S., C.L.G.); Cedar-Sinai Medical Center, Los Angeles, CA (A.R., S.K., R.M.); Henry Ford Hospital, Detroit, MI (W.W.O.); Mayo Clinic, Rochester, MN (C.S.R.)
| | - Charanjit S Rihal
- From Yale New Haven Medical Center, New Haven, CT (A.O.B.); Staten Island University Hospital, Staten Island, NY (N.J.P., N.S., F.V.T.); UMass Memorial Medical Center, Worcester, MA (P.G.); University of Miami Miller School of Medicine, Miami, FL (V.S., G.T.S., E.D.M., M.G.C.); Saint Peter's University Hospital, New Brunswick, NJ (N.P.); Mount Sinai's St Luke Roosevelt Hospital Center, New York, NY (S.A.); MedStar Washington Hospital Center, Washington, DC (A.C.); UPMC Shadyside Hospital, Pittsburgh, PA (K.M.); University of Arkansas, Little Rock, AR (A.D.); Icahn School of Medicine at Mount Sinai, New York, NY (A.P.); Detroit Medical Center, Detroit, MI (S.S.P., M.B., T.M., T.S., C.L.G.); Cedar-Sinai Medical Center, Los Angeles, CA (A.R., S.K., R.M.); Henry Ford Hospital, Detroit, MI (W.W.O.); Mayo Clinic, Rochester, MN (C.S.R.)
| | - Mauricio G Cohen
- From Yale New Haven Medical Center, New Haven, CT (A.O.B.); Staten Island University Hospital, Staten Island, NY (N.J.P., N.S., F.V.T.); UMass Memorial Medical Center, Worcester, MA (P.G.); University of Miami Miller School of Medicine, Miami, FL (V.S., G.T.S., E.D.M., M.G.C.); Saint Peter's University Hospital, New Brunswick, NJ (N.P.); Mount Sinai's St Luke Roosevelt Hospital Center, New York, NY (S.A.); MedStar Washington Hospital Center, Washington, DC (A.C.); UPMC Shadyside Hospital, Pittsburgh, PA (K.M.); University of Arkansas, Little Rock, AR (A.D.); Icahn School of Medicine at Mount Sinai, New York, NY (A.P.); Detroit Medical Center, Detroit, MI (S.S.P., M.B., T.M., T.S., C.L.G.); Cedar-Sinai Medical Center, Los Angeles, CA (A.R., S.K., R.M.); Henry Ford Hospital, Detroit, MI (W.W.O.); Mayo Clinic, Rochester, MN (C.S.R.)
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