1
|
Bikdeli B, Lo YC, Khairani CD, Bejjani A, Jimenez D, Barco S, Mahajan S, Caraballo C, Secemsky EA, Klok FA, Hunsaker AR, Aghayev A, Muriel A, Wang Y, Hussain MA, Appah-Sampong A, Lu Y, Lin Z, Aneja S, Khera R, Goldhaber SZ, Zhou L, Monreal M, Krumholz HM, Piazza G. Developing Validated Tools to Identify Pulmonary Embolism in Electronic Databases: Rationale and Design of the PE-EHR+ Study. Thromb Haemost 2023; 123:649-662. [PMID: 36809777 PMCID: PMC11200175 DOI: 10.1055/a-2039-3222] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/23/2023]
Abstract
BACKGROUND Contemporary pulmonary embolism (PE) research, in many cases, relies on data from electronic health records (EHRs) and administrative databases that use International Classification of Diseases (ICD) codes. Natural language processing (NLP) tools can be used for automated chart review and patient identification. However, there remains uncertainty with the validity of ICD-10 codes or NLP algorithms for patient identification. METHODS The PE-EHR+ study has been designed to validate ICD-10 codes as Principal Discharge Diagnosis, or Secondary Discharge Diagnoses, as well as NLP tools set out in prior studies to identify patients with PE within EHRs. Manual chart review by two independent abstractors by predefined criteria will be the reference standard. Sensitivity, specificity, and positive and negative predictive values will be determined. We will assess the discriminatory function of code subgroups for intermediate- and high-risk PE. In addition, accuracy of NLP algorithms to identify PE from radiology reports will be assessed. RESULTS A total of 1,734 patients from the Mass General Brigham health system have been identified. These include 578 with ICD-10 Principal Discharge Diagnosis codes for PE, 578 with codes in the secondary position, and 578 without PE codes during the index hospitalization. Patients within each group were selected randomly from the entire pool of patients at the Mass General Brigham health system. A smaller subset of patients will also be identified from the Yale-New Haven Health System. Data validation and analyses will be forthcoming. CONCLUSIONS The PE-EHR+ study will help validate efficient tools for identification of patients with PE in EHRs, improving the reliability of efficient observational studies or randomized trials of patients with PE using electronic databases.
Collapse
Affiliation(s)
- Behnood Bikdeli
- Division of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States
- Thrombosis Research Group, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States
- YNHH/Yale Center for Outcomes Research and Evaluation (CORE), New Haven, Connecticut, United States
- Cardiovascular Research Foundation (CRF), New York, New York, United States
| | - Ying-Chih Lo
- Division of General Internal Medicine and Primary Care, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States
| | - Candrika D Khairani
- Thrombosis Research Group, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States
| | - Antoine Bejjani
- Thrombosis Research Group, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States
| | - David Jimenez
- Respiratory Department, Hospital Ramón y Cajal and Medicine Department, Universidad de Alcalá (Instituto de Ramón y Cajal de Investigación Sanitaria), Centro de Investigación Biomédica en Red de Enfermedades Respiratorias, Madrid, Spain
| | - Stefano Barco
- Department of Angiology, University Hospital Zurich, Zurich, Switzerland
- Center for Thrombosis and Hemostasis, Johannes Gutenberg University Mainz, Mainz, Germany
| | - Shiwani Mahajan
- YNHH/Yale Center for Outcomes Research and Evaluation (CORE), New Haven, Connecticut, United States
- Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut, United States
| | - César Caraballo
- YNHH/Yale Center for Outcomes Research and Evaluation (CORE), New Haven, Connecticut, United States
| | - Eric A Secemsky
- Richard A. and Susan F. Smith Center for Outcomes Research in Cardiology, Department of Medicine, Beth Israel Deaconess Medical Center, Boston, Massachusetts, United States
- Harvard Medical School, Boston, Massachusetts, United States
- Division of Cardiology, Department of Medicine, Beth Israel Deaconess Medical Center, Boston, Massachusetts, United States
| | - Frederikus A Klok
- Department of Medicine - Thrombosis and Hemostasis, Leiden University Medical Centre, Leiden, The Netherlands
| | - Andetta R Hunsaker
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States
| | - Ayaz Aghayev
- Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States
| | - Alfonso Muriel
- Clinical Biostatistics Unit. Hospital Universitario Ramón y Cajal. IRYCIS, CIBERESP: Universidad de Alcalá. Madrid, Spain
| | - Yun Wang
- YNHH/Yale Center for Outcomes Research and Evaluation (CORE), New Haven, Connecticut, United States
- Richard A. and Susan F. Smith Center for Outcomes Research in Cardiology, Department of Medicine, Beth Israel Deaconess Medical Center, Boston, Massachusetts, United States
| | - Mohamad A Hussain
- Division of Vascular and Endovascular Surgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States
- Centre for Surgery and Public Health, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States
| | - Abena Appah-Sampong
- Department of Surgery, Brigham and Women's Hospital, Boston, Massachusetts, United States
| | - Yuan Lu
- YNHH/Yale Center for Outcomes Research and Evaluation (CORE), New Haven, Connecticut, United States
| | - Zhenqiu Lin
- YNHH/Yale Center for Outcomes Research and Evaluation (CORE), New Haven, Connecticut, United States
| | - Sanjay Aneja
- Department of Therapeutic Radiology, Yale School of Medicine, New Haven, Connecticut, United States
| | - Rohan Khera
- YNHH/Yale Center for Outcomes Research and Evaluation (CORE), New Haven, Connecticut, United States
- Section of Cardiovascular Medicine, Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut, United States
| | - Samuel Z Goldhaber
- Division of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States
- Thrombosis Research Group, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States
| | - Li Zhou
- Division of General Internal Medicine and Primary Care, Department of Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States
| | - Manuel Monreal
- Cátedra de Enfermedad Tromboembólica, Universidad Católica de Murcia, Murcia, Spain
| | - Harlan M Krumholz
- YNHH/Yale Center for Outcomes Research and Evaluation (CORE), New Haven, Connecticut, United States
- Section of Cardiovascular Medicine, Department of Internal Medicine, Yale School of Medicine, New Haven, Connecticut, United States
- Department of Health Policy and Management, Yale School of Public Health, New Haven, Connecticut, United States
| | - Gregory Piazza
- Division of Cardiovascular Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States
- Thrombosis Research Group, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts, United States
| |
Collapse
|
2
|
Vinson DR, Casey SD, Vuong PL, Huang J, Ballard DW, Reed ME. Sustainability of a Clinical Decision Support Intervention for Outpatient Care for Emergency Department Patients With Acute Pulmonary Embolism. JAMA Netw Open 2022; 5:e2212340. [PMID: 35576004 PMCID: PMC9112064 DOI: 10.1001/jamanetworkopen.2022.12340] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
IMPORTANCE Physicians commonly hospitalize patients presenting to the emergency department (ED) with acute pulmonary embolism (PE), despite eligibility for safe outpatient management. Risk stratification using electronic health record-embedded clinical decision support systems can aid physician site-of-care decision-making and increase safe outpatient management. The long-term sustainability of early improvements after the cessation of trial-based, champion-led promotion is uncertain. OBJECTIVE To evaluate the sustainability of recommended site-of-care decision-making support 4 years after initial physician champion-led interventions to increase outpatient management for patients with acute PE. DESIGN, SETTING, AND PARTICIPANTS This retrospective cohort study was conducted in 21 US community hospitals in an integrated health system. Participants included adult patients presenting to the ED with acute PE. Study sites had participated in an original decision-support intervention trial 4 years prior to the current study period: 10 sites were intervention sites, 11 sites were controls. In that trial, decision support with champion promotion resulted in significantly higher outpatient management at intervention sites compared with controls. After trial completion, all study sites were given continued access to a modified decision-support tool without further champion-led outreach. Data were analyzed from January 2019 to February 2020. EXPOSURES ED treatment with a modified clinical decision support tool. MAIN OUTCOMES AND MEASURES The main outcome was frequency of outpatient management, defined as discharge home directly from the ED, stratified by the PE Severity Index. The safety measure of outpatient care was 7-day PE-related hospitalization. RESULTS This study included 1039 patients, including 533 (51.3%) women, with a median (IQR) age of 65 (52-74) years. Nearly half (474 patients [45.6%]) were rated lower risk on the PE Severity Index. Overall, 278 patients (26.8%) were treated as outpatients, with only four 7-day PE-related hospitalizations (1.4%; 95% CI, 0.4%-3.6%). The practice gap in outpatient management created by the earlier trial persisted in the outpatient management for patients with lower risk: 109 of 236 patients (46.2%) at former intervention sites vs 81 of 238 patients (34.0%) at former control sites (difference, 12.2; [95% CI, 3.4-20.9] percentage points; P = .007), with wide interfacility variation (range, 7.1%-47.1%). CONCLUSIONS AND RELEVANCE In this cohort study, a champion-led, decision-support intervention to increase outpatient management for patients presenting to the ED with acute pulmonary embolism was associated with sustained higher rates of outpatient management 4 years later. The application of our findings to improving sustainability of practice change for other clinical conditions warrants further study.
Collapse
Affiliation(s)
- David R. Vinson
- The Permanente Medical Group, Oakland, California
- Kaiser Permanente Division of Research, Oakland, California
- The Kaiser Permanente CREST Network
- Department of Emergency Medicine, Kaiser Permanente Roseville Medical Center, Roseville, California
| | - Scott D. Casey
- The Kaiser Permanente CREST Network
- Department of Emergency Medicine, UC Davis Health, University of California, Davis, Sacramento
| | - Peter L. Vuong
- Department of Emergency Medicine, Kaiser Permanente Modesto Medical Center, Modesto, California
| | - Jie Huang
- Kaiser Permanente Division of Research, Oakland, California
- The Kaiser Permanente CREST Network
| | - Dustin W. Ballard
- The Permanente Medical Group, Oakland, California
- Kaiser Permanente Division of Research, Oakland, California
- The Kaiser Permanente CREST Network
- Department of Emergency Medicine, Kaiser Permanente San Rafael Medical Center, San Rafael, California
| | - Mary E. Reed
- Kaiser Permanente Division of Research, Oakland, California
- The Kaiser Permanente CREST Network
| |
Collapse
|
3
|
Raper JD, Thomas AM, Lupez K, Cox CA, Esener D, Boyd JS, Nomura JT, Davison J, Ockerse PM, Leech S, Johnson J, Abrams E, Murphy K, Kelly C, O'Connell NS, Weekes AJ. Can right ventricular assessments improve triaging of low risk pulmonary embolism? Acad Emerg Med 2022; 29:835-850. [PMID: 35289978 DOI: 10.1111/acem.14484] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2021] [Revised: 01/21/2022] [Accepted: 02/21/2022] [Indexed: 12/31/2022]
Abstract
OBJECTIVES Identifying right ventricle (RV) abnormalities is important to stratifying pulmonary embolism (PE) severity. Disposition decisions are influenced by concerns about early deterioration. Triaging strategies, like the Simplified Pulmonary Embolism Severity Index (sPESI), do not include RV assessments as predictors or early deterioration as outcome(s). We aimed to (1) determine if RV assessment variables add prognostic accuracy for 5-day clinical deterioration in patients classified low risk by sPESI, and (2) determine the prognostic importance of RV assessments compared to other variables and to each other. METHODS We identified low risk sPESI patients (sPESI = 0) from a prospective PE registry. From a large field of candidate variables, we developed, and compared prognostic accuracy of, full and reduced random forest models (with and without RV assessment variables, respectively) on a validation database. We reported variable importance plots from full random forest and provided odds ratios for statistical inference of importance from multivariable logistic regression. Outcomes were death, cardiac arrest, hypotension, dysrhythmia, or respiratory failure within 5 days of PE. RESULTS Of 1736 patients, 610 (35.1%) were low risk by sPESI and 72 (11.8%) experienced early deterioration. Of the 610, RV abnormality was present in 157 (25.7%) by CT, 121 (19.8%) by echocardiography, 132 (21.6%) by natriuretic peptide, and 107 (17.5%) by troponin. For deterioration, the receiver operating characteristics for full and reduced random forest prognostic models were 0.80 (0.77-0.82) and 0.71 (0.68-0.73), respectively. RV assessments were the top four in the variable importance plot for the random forest model. Echocardiography and CT significantly increased predicted probability of 5-day clinical deterioration by the multivariable logistic regression. CONCLUSIONS A PE triaging strategy with RV imaging assessments had superior prognostic performance at classifying low risk for 5-day clinical deterioration versus one without.
Collapse
Affiliation(s)
- Jaron D. Raper
- Department of Emergency Medicine Atrium Health's Carolinas Medical Center Charlotte North Carolina USA
- Jaron D. RaperDepartment of Emergency Medicine University of Alabama at Birmingham Birmingham Alabama USA
| | - Alyssa M. Thomas
- Department of Emergency Medicine Atrium Health's Carolinas Medical Center Charlotte North Carolina USA
- Alyssa M. Thomas, Emergency Department Houston Methodist Baytown Hospital Houston Texas USA
| | - Kathryn Lupez
- Department of Emergency Medicine Atrium Health's Carolinas Medical Center Charlotte North Carolina USA
- Kathryn Lupez, Department of Emergency Medicine Tufts Medical Center Boston Massachusetts USA
| | - Carly A. Cox
- Department of Emergency Medicine Atrium Health's Carolinas Medical Center Charlotte North Carolina USA
- Carly A. Cox, Emergency Medicine of Idaho Meridian Idaho USA
| | - Dasia Esener
- Department of Emergency Medicine Kaiser Permanente San Diego California USA
| | - Jeremy S. Boyd
- Department of Emergency Medicine Vanderbilt University Medical Center Nashville Tennessee USA
| | - Jason T. Nomura
- Department of Emergency Medicine Christiana Care Newark Delaware USA
| | - Jillian Davison
- Department of Emergency Medicine Orlando Health Orlando Florida USA
| | - Patrick M. Ockerse
- Division of Emergency Medicine University of Utah Health Salt Lake City Utah USA
| | - Stephen Leech
- Department of Emergency Medicine Orlando Health Orlando Florida USA
| | - Jakea Johnson
- Department of Emergency Medicine Vanderbilt University Medical Center Nashville Tennessee USA
| | - Eric Abrams
- Department of Emergency Medicine Kaiser Permanente San Diego California USA
| | - Kathleen Murphy
- Department of Emergency Medicine Christiana Care Newark Delaware USA
| | - Christopher Kelly
- Division of Emergency Medicine University of Utah Health Salt Lake City Utah USA
| | - Nathaniel S. O'Connell
- Department of Biostatistics and Data Science Wake Forest School of Medicine Winston‐Salem North Carolina USA
| | - Anthony J. Weekes
- Department of Emergency Medicine Atrium Health's Carolinas Medical Center Charlotte North Carolina USA
| |
Collapse
|
4
|
Weekes AJ, Raper JD, Lupez K, Thomas AM, Cox CA, Esener D, Boyd JS, Nomura JT, Davison J, Ockerse PM, Leech S, Johnson J, Abrams E, Murphy K, Kelly C, Norton HJ. Development and validation of a prognostic tool: Pulmonary embolism short-term clinical outcomes risk estimation (PE-SCORE). PLoS One 2021; 16:e0260036. [PMID: 34793539 PMCID: PMC8601564 DOI: 10.1371/journal.pone.0260036] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2021] [Accepted: 10/29/2021] [Indexed: 11/19/2022] Open
Abstract
OBJECTIVE Develop and validate a prognostic model for clinical deterioration or death within days of pulmonary embolism (PE) diagnosis using point-of-care criteria. METHODS We used prospective registry data from six emergency departments. The primary composite outcome was death or deterioration (respiratory failure, cardiac arrest, new dysrhythmia, sustained hypotension, and rescue reperfusion intervention) within 5 days. Candidate predictors included laboratory and imaging right ventricle (RV) assessments. The prognostic model was developed from 935 PE patients. Univariable analysis of 138 candidate variables was followed by penalized and standard logistic regression on 26 retained variables, and then tested with a validation database (N = 801). RESULTS Logistic regression yielded a nine-variable model, then simplified to a nine-point tool (PE-SCORE): one point each for abnormal RV by echocardiography, abnormal RV by computed tomography, systolic blood pressure < 100 mmHg, dysrhythmia, suspected/confirmed systemic infection, syncope, medico-social admission reason, abnormal heart rate, and two points for creatinine greater than 2.0 mg/dL. In the development database, 22.4% had the primary outcome. Prognostic accuracy of logistic regression model versus PE-SCORE model: 0.83 (0.80, 0.86) vs. 0.78 (0.75, 0.82) using area under the curve (AUC) and 0.61 (0.57, 0.64) vs. 0.50 (0.39, 0.60) using precision-recall curve (AUCpr). In the validation database, 26.6% had the primary outcome. PE-SCORE had AUC 0.77 (0.73, 0.81) and AUCpr 0.63 (0.43, 0.81). As points increased, outcome proportions increased: a score of zero had 2% outcome, whereas scores of six and above had ≥ 69.6% outcomes. In the validation dataset, PE-SCORE zero had 8% outcome [no deaths], whereas all patients with PE-SCORE of six and above had the primary outcome. CONCLUSIONS PE-SCORE model identifies PE patients at low- and high-risk for deterioration and may help guide decisions about early outpatient management versus need for hospital-based monitoring.
Collapse
Affiliation(s)
- Anthony J. Weekes
- Department of Emergency Medicine, Atrium Health’s Carolinas Medical Center, Charlotte, NC, United States of America
| | - Jaron D. Raper
- Department of Emergency Medicine, Atrium Health’s Carolinas Medical Center, Charlotte, NC, United States of America
| | - Kathryn Lupez
- Department of Emergency Medicine, Atrium Health’s Carolinas Medical Center, Charlotte, NC, United States of America
| | - Alyssa M. Thomas
- Department of Emergency Medicine, Atrium Health’s Carolinas Medical Center, Charlotte, NC, United States of America
| | - Carly A. Cox
- Department of Emergency Medicine, Atrium Health’s Carolinas Medical Center, Charlotte, NC, United States of America
| | - Dasia Esener
- Department of Emergency Medicine, Kaiser Permanente, San Diego, CA, United States of America
| | - Jeremy S. Boyd
- Department of Emergency Medicine, Vanderbilt University Medical Center, Nashville, TN, United States of America
| | - Jason T. Nomura
- Department of Emergency Medicine, Christiana Care, Newark, DE, United States of America
| | - Jillian Davison
- Department of Emergency Medicine, Orlando Health, Orlando, FL, United States of America
| | - Patrick M. Ockerse
- Division of Emergency Medicine, University of Utah Health, Salt Lake City, UT, United States of America
| | - Stephen Leech
- Department of Emergency Medicine, Orlando Health, Orlando, FL, United States of America
| | - Jakea Johnson
- Department of Emergency Medicine, Vanderbilt University Medical Center, Nashville, TN, United States of America
| | - Eric Abrams
- Department of Emergency Medicine, Kaiser Permanente, San Diego, CA, United States of America
| | - Kathleen Murphy
- Department of Emergency Medicine, Christiana Care, Newark, DE, United States of America
| | - Christopher Kelly
- Division of Emergency Medicine, University of Utah Health, Salt Lake City, UT, United States of America
| | - H. James Norton
- Professor Emeritus of Biostatistics, Atrium Health’s Carolinas Medical Center, Charlotte, NC, United States of America
| |
Collapse
|
5
|
Becattini C, Maraziti G, Vinson DR, Ng ACC, den Exter PL, Côté B, Vanni S, Doukky R, Khemasuwan D, Weekes AJ, Soares TH, Ozsu S, Polo Friz H, Erol S, Agnelli G, Jiménez D. Right ventricle assessment in patients with pulmonary embolism at low risk for death based on clinical models: an individual patient data meta-analysis. Eur Heart J 2021; 42:3190-3199. [PMID: 34179965 DOI: 10.1093/eurheartj/ehab329] [Citation(s) in RCA: 44] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 05/18/2021] [Indexed: 01/01/2023] Open
Abstract
AIMS Patients with acute pulmonary embolism (PE) at low risk for short-term death are candidates for home treatment or short-hospital stay. We aimed at determining whether the assessment of right ventricle dysfunction (RVD) or elevated troponin improves identification of low-risk patients over clinical models alone. METHODS AND RESULTS Individual patient data meta-analysis of studies assessing the relationship between RVD or elevated troponin and short-term mortality in patients with acute PE at low risk for death based on clinical models (Pulmonary Embolism Severity Index, simplified Pulmonary Embolism Severity Index or Hestia). The primary study outcome was short-term death defined as death occurring in hospital or within 30 days. Individual data of 5010 low-risk patients from 18 studies were pooled. Short-term mortality was 0.7% [95% confidence interval (CI) 0.4-1.3]. RVD at echocardiography, computed tomography or B-type natriuretic peptide (BNP)/N-terminal pro BNP (NT-proBNP) was associated with increased risk for short-term death (1.5 vs. 0.3%; OR 4.81, 95% CI 1.98-11.68), death within 3 months (1.6 vs. 0.4%; OR 4.03, 95% CI 2.01-8.08), and PE-related death (1.1 vs. 0.04%; OR 22.9, 95% CI 2.89-181). Elevated troponin was associated with short-term death (OR 2.78, 95% CI 1.06-7.26) and death within 3 months (OR 3.68, 95% CI 1.75-7.74). CONCLUSION RVD assessed by echocardiography, computed tomography, or elevated BNP/NT-proBNP levels and increased troponin are associated with short-term death in patients with acute PE at low risk based on clinical models. RVD assessment, mainly by BNP/NT-proBNP or echocardiography, should be considered to improve identification of low-risk patients that may be candidates for outpatient management or short hospital stay.
Collapse
Affiliation(s)
- Cecilia Becattini
- Internal and Cardiovascular Medicine-Stroke Unit, University of Perugia, Ospedale Santa Maria della Misericordia, Via G. Dottori 1, 06129 Perugia, Italy
| | - Giorgio Maraziti
- Internal and Cardiovascular Medicine-Stroke Unit, University of Perugia, Ospedale Santa Maria della Misericordia, Via G. Dottori 1, 06129 Perugia, Italy
| | - David R Vinson
- Department of Emergency Medicine, The Permanente Medical Group and the Kaiser Permanente Division of Research, Oakland, CA, USA
| | - Austin C C Ng
- Cardiology Department, Concord Hospital, The University of Sydney, Concord, NSW, Australia
| | - Paul L den Exter
- Department of Thrombosis and Hemostasis, Leiden University Medical Center, Leiden, the Netherlands
| | - Benoit Côté
- Département de Médecine Interne, Hôpital de l'Enfant-Jésus du CHU de Québec, Université Laval, Québec, Canada
| | - Simone Vanni
- Emergency Medicine Unit, Empoli, Azienda Usl Toscana Centro, Italy
| | - Rami Doukky
- Division of Cardiology, Cook County Health, Chicago, IL, USA
| | - Danai Khemasuwan
- Division of Pulmonary and Critical Care Medicine, Virginia Commonwealth University, Richmond, VA, USA
| | - Anthony J Weekes
- Department of Emergency Medicine, Carolinas Medical Center, Charlotte, NC, USA
| | - Thiago Horta Soares
- Internal Medicine Division, Rede Mater Dei de Saúde, Belo Horizonte, Minas Gerais, Brazil
| | - Savas Ozsu
- Department of Pulmonary Medicine, School of Medicine, Karadeniz Technical University, Trabzon, Turkey
| | - Hernan Polo Friz
- Internal Medicine Division, Medical Department, Vimercate Hospital, Vimercate, Italy
| | - Serhat Erol
- University of Ankara School of Medicine, Pulmonary Diseases Department, Ankara, Turkey
| | - Giancarlo Agnelli
- Internal and Cardiovascular Medicine-Stroke Unit, University of Perugia, Ospedale Santa Maria della Misericordia, Via G. Dottori 1, 06129 Perugia, Italy
| | - David Jiménez
- Respiratory Department, Ramón y Cajal Hospital and Universidad de Alcalá (IRYCIS), Madrid, Spain.,CIBER de Enfermedades Respiratorias (CIBERES), Instituto de Salud Carlos III, Madrid, Spain
| |
Collapse
|
6
|
Vinson DR, Bath H, Huang J, Reed ME, Mark DG. Hospitalization Is Less Common in Ambulatory Patients With Acute Pulmonary Embolism Diagnosed Before Emergency Department Referral Than After Arrival. Acad Emerg Med 2020; 27:588-599. [PMID: 32470189 DOI: 10.1111/acem.14034] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2020] [Revised: 04/28/2020] [Accepted: 05/19/2020] [Indexed: 12/15/2022]
Abstract
BACKGROUND Emergency department (ED) patients with acute pulmonary embolism (PE) may undergo diagnostic pulmonary imaging as an outpatient before referral to the ED for definitive management. This population has not been well characterized. METHODS This retrospective cohort study included ambulatory adults with acute objectively confirmed PE across 21 EDs in an integrated health care system from January 1, 2013, through April 30, 2015. We excluded patients arriving by ambulance. We compared outpatients with diagnostic pulmonary imaging in the 12 hours prior to ED arrival (the clinic-based cohort) with those receiving imaging for PE only after ED arrival. We reported adjusted odds ratio (aOR) with 95% confidence intervals (CIs) for hospitalization, adjusted for race, presyncope or syncope, proximal clot location, and PE Severity Index class. RESULTS Among 2,352 eligible ED patients with acute PE, 344 (14.6%) had a clinic-based diagnosis. This cohort had lower PE Severity Index classification and were less likely to be hospitalized than their counterparts with an ED-based diagnosis: 80.8% vs. 92.0% (p < 0.0001). The inverse association with hospitalization persisted after adjusting for the above patient characteristics with aOR of 0.36 (95% CI = 0.26 to 0.50). CONCLUSION In the study setting, ambulatory outpatients with acute PE are commonly diagnosed before ED arrival. A clinic-based diagnosis of PE identifies ED patients less likely to be hospitalized. Research is needed to identify which patients with a clinic-based PE diagnosis may not require transfer to the ED before home discharge.
Collapse
Affiliation(s)
- David R. Vinson
- From The Permanente Medical Group Oakland CA USA
- the Kaiser Permanente Division of Research Oakland CA USA
- the Kaiser Permanente Sacramento Medical Center Sacramento CA USA
| | | | - Jie Huang
- the Kaiser Permanente Division of Research Oakland CA USA
| | - Mary E. Reed
- the Kaiser Permanente Division of Research Oakland CA USA
| | - Dustin G. Mark
- From The Permanente Medical Group Oakland CA USA
- the Kaiser Permanente Division of Research Oakland CA USA
- and the Kaiser Permanente Oakland Medical Center Oakland CA USA
| | | |
Collapse
|
7
|
Vinson DR, Engelhart DC, Bahl D, Othieno AA, Abraham AS, Huang J, Reed ME, Swanson WP, Clague VA, Cotton DM, Krauss WC, Mark DG. Presyncope Is Associated with Intensive Care Unit Admission in Emergency Department Patients with Acute Pulmonary Embolism. West J Emerg Med 2020; 21:703-713. [PMID: 32421523 PMCID: PMC7234693 DOI: 10.5811/westjem.2020.2.45028] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2019] [Revised: 01/04/2020] [Accepted: 02/12/2020] [Indexed: 02/07/2023] Open
Abstract
INTRODUCTION Syncope is common among emergency department (ED) patients with acute pulmonary embolism (PE) and indicates a higher acuity and worse prognosis than in patients without syncope. Whether presyncope carries the same prognostic implications has not been established. We compared incidence of intensive care unit (ICU) admission in three groups of ED PE patients: those with presyncope; syncope; and neither. METHODS This retrospective cohort study included all adults with acute, objectively confirmed PE in 21 community EDs from January 2013-April 2015. We combined electronic health record extraction with manual chart abstraction. We used chi-square test for univariate comparisons and performed multivariate analysis to evaluate associations between presyncope or syncope and ICU admission from the ED, reported as adjusted odds ratios (aOR) with 95% confidence intervals (CI). RESULTS Among 2996 PE patients, 82 (2.7%) had presyncope and 109 (3.6%) had syncope. ICU admission was similar between groups (presyncope 18.3% vs syncope 25.7%) and different than their non-syncope counterparts (either 22.5% vs neither 4.7%; p<0.0001). On multivariate analysis, both presyncope and syncope were independently associated with ICU admission, controlling for demographics, higher-risk PE Severity Index (PESI) class, ventilatory support, proximal clot location, and submassive and massive PE classification: presyncope, aOR 2.79 (95% CI, 1.40, 5.56); syncope, aOR 4.44 (95% CI 2.52, 7.80). These associations were only minimally affected when excluding massive PE from the model. There was no significant interaction between either syncope or presyncope and PESI, submassive or massive classification in predicting ICU admission. CONCLUSION Presyncope appears to carry similar strength of association with ICU admission as syncope in ED patients with acute PE. If this is confirmed, clinicians evaluating patients with acute PE may benefit from including presyncope in their calculus of risk assessment and site-of-care decision-making.
Collapse
Affiliation(s)
- David R. Vinson
- The Permanente Medical Group, Oakland, California
- Kaiser Permanente Division of Research, Oakland, California
- Kaiser Permanente Sacramento Medical Center, Department of Emergency Medicine, Sacramento, California
| | | | - Disha Bahl
- St. George’s University, School of Medicine, Grenada, West Indies
| | - Alisha A. Othieno
- University of California, Davis, School of Medicine, Sacramento, California
| | - Ashley S. Abraham
- University of California, Davis, School of Medicine, Sacramento, California
| | - Jie Huang
- Kaiser Permanente Division of Research, Oakland, California
| | - Mary E. Reed
- Kaiser Permanente Division of Research, Oakland, California
| | - William P. Swanson
- University of California, Davis, School of Medicine, Sacramento, California
- Kaiser Permanente San Diego Medical Center, Department of Emergency Medicine, San Diego, California
| | - Victoria A. Clague
- The Permanente Medical Group, Oakland, California
- Kaiser Permanente San Rafael Medical Center, Department of Radiology, San Rafael, California
| | - Dale M. Cotton
- The Permanente Medical Group, Oakland, California
- Kaiser Permanente South Sacramento Medical Center, Department of Emergency Medicine, Sacramento, California
| | - William C. Krauss
- Kaiser Permanente San Diego Medical Center, Department of Emergency Medicine, San Diego, California
| | - Dustin G. Mark
- The Permanente Medical Group, Oakland, California
- Kaiser Permanente Division of Research, Oakland, California
- Kaiser Permanente Oakland Medical Center, Department of Emergency Medicine, Oakland, California
| |
Collapse
|
8
|
Vinson DR, Aujesky D, Geersing GJ, Roy PM. Comprehensive Outpatient Management of Low-Risk Pulmonary Embolism: Can Primary Care Do This? A Narrative Review. Perm J 2020; 24:19.163. [PMID: 32240089 DOI: 10.7812/tpp/19.163] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
INTRODUCTION The evidence for outpatient management of hemodynamically stable, low-risk patients with acute symptomatic pulmonary embolism (PE) is mounting. Guidance in identifying patients who are eligible for outpatient (ambulatory) care is available in the literature and society guidelines. Less is known about who can identify patients eligible for outpatient management and in what clinical practice settings. OBJECTIVE To answer the question, "Can primary care do this?" (provide comprehensive outpatient management of low-risk PE). METHODS We undertook a narrative review of the literature on the outpatient management of acute PE focusing on site of care. We searched the English-language literature in PubMed and Embase from January 1, 1950, through July 15, 2019. RESULTS We identified 26 eligible studies. We found no studies that evaluated comprehensive PE management in a primary care clinic or general practice setting. In 19 studies, the site-of-care decision making occurred in the Emergency Department (or after a short period of supplemental observation) and in 7 studies the decision occurred in a specialty clinic. We discuss the components of care involved in the diagnosis, outpatient eligibility assessment, treatment, and follow-up of ambulatory patients with acute PE. DISCUSSION We see no formal reason why a trained primary care physician could not provide comprehensive care for select patients with low-risk PE. Leading obstacles include lack of ready access to advanced pulmonary imaging and the time constraints of a busy outpatient clinic. CONCLUSION Until studies establish safe parameters of such a practice, the question "Can primary care do this?" must remain open.
Collapse
Affiliation(s)
- David R Vinson
- The Permanente Medical Group, Oakland, CA.,Kaiser Permanente Division of Research, Oakland, CA.,Department of Emergency Medicine, Kaiser Permanente Sacramento Medical Center, CA
| | - Drahomir Aujesky
- Department of General Internal Medicine, Inselspital, Bern University Hospital, University of Bern, Switzerland
| | - Geert-Jan Geersing
- Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, the Netherlands
| | - Pierre-Marie Roy
- Emergency Department, Centre Hospitalier Universitaire, UMR (CNRS 6015 - INSERM 1083) Institut Mitovasc, Université d'Angers, France
| |
Collapse
|
9
|
Abstract
Pulmonary embolism remains a leading cause of morbidity and mortality in the United States. However, with improved recognition and diagnosis, the risk of death diminishes. The diagnosis depends on the clinician's suspicion. Pulmonary emboli are categorized into low, intermediate, or high risk based on the scoring scales and patients' hemodynamic stability versus instability. Imaging plus biomarkers help stratify patients according to risk. With the advent of the computed tomography multidetector scanners, the improved imaging has increased the detection of subsegmental and incidental pulmonary emboli. Treatment of low-risk as well as subsegmental and incidental pulmonary embolism is evolving.
Collapse
Affiliation(s)
- Ebtesam Attaya Islam
- Department of Internal Medicine, Division of Pulmonary and Critical Care Medicine, Texas Tech University Health Sciences Center, 3601 4th Street, Stop 9410, Lubbock, TX 79430, USA
| | - Richard E Winn
- Infectious Diseases, Texas Tech University Health Sciences Center, 3601 4th Street, Lubbock, TX 79430, USA; Pulmonary Medicine Division, Texas Tech University Health Sciences Center, 3601 4th Street, Lubbock, TX 79430, USA
| | - Victor Test
- Pulmonary and Critical Care Medicine, Texas Tech University Health Sciences Center, 3601 4th Street, Stop 9410, Lubbock, TX 79430, USA.
| |
Collapse
|
10
|
Vinson DR, Mark DG, Chettipally UK, Huang J, Rauchwerger AS, Reed ME, Lin JS, Kene MV, Wang DH, Sax DR, Pleshakov TS, McLachlan ID, Yamin CK, Elms AR, Iskin HR, Vemula R, Yealy DM, Ballard DW. Increasing Safe Outpatient Management of Emergency Department Patients With Pulmonary Embolism: A Controlled Pragmatic Trial. Ann Intern Med 2018; 169:855-865. [PMID: 30422263 DOI: 10.7326/m18-1206] [Citation(s) in RCA: 70] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
BACKGROUND Many low-risk patients with acute pulmonary embolism (PE) in the emergency department (ED) are eligible for outpatient care but are hospitalized nonetheless. One impediment to home discharge is the difficulty of identifying which patients can safely forgo hospitalization. OBJECTIVE To evaluate the effect of an integrated electronic clinical decision support system (CDSS) to facilitate risk stratification and decision making at the site of care for patients with acute PE. DESIGN Controlled pragmatic trial. (ClinicalTrials.gov: NCT03601676). SETTING All 21 community EDs of an integrated health care delivery system (Kaiser Permanente Northern California). PATIENTS Adult ED patients with acute PE. INTERVENTION Ten intervention sites selected by convenience received a multidimensional technology and education intervention at month 9 of a 16-month study period (January 2014 to April 2015); the remaining 11 sites served as concurrent controls. MEASUREMENTS The primary outcome was discharge to home from either the ED or a short-term (<24-hour) outpatient observation unit based in the ED. Adverse outcomes included return visits for PE-related symptoms within 5 days and recurrent venous thromboembolism, major hemorrhage, and all-cause mortality within 30 days. A difference-in-differences approach was used to compare pre-post changes at intervention versus control sites, with adjustment for demographic and clinical characteristics. RESULTS Among 881 eligible patients diagnosed with PE at intervention sites and 822 at control sites, adjusted home discharge increased at intervention sites (17.4% pre- to 28.0% postintervention) without a concurrent increase at control sites (15.1% pre- and 14.5% postintervention). The difference-in-differences comparison was 11.3 percentage points (95% CI, 3.0 to 19.5 percentage points; P = 0.007). No increases were seen in 5-day return visits related to PE or in 30-day major adverse outcomes associated with CDSS implementation. LIMITATION Lack of random allocation. CONCLUSION Implementation and structured promotion of a CDSS to aid physicians in site-of-care decision making for ED patients with acute PE safely increased outpatient management. PRIMARY FUNDING SOURCE Garfield Memorial National Research Fund and The Permanente Medical Group Delivery Science and Physician Researcher Programs.
Collapse
Affiliation(s)
- David R Vinson
- The Permanente Medical Group and Kaiser Permanente Northern California, Oakland, and Kaiser Permanente Sacramento Medical Center, Sacramento, California (D.R.V.)
| | - Dustin G Mark
- The Permanente Medical Group, Kaiser Permanente Northern California, and Kaiser Permanente Oakland Medical Center, Oakland, California (D.G.M.)
| | - Uli K Chettipally
- The Permanente Medical Group, Oakland, and Kaiser Permanente South San Francisco Medical Center, South San Francisco, California (U.K.C.)
| | - Jie Huang
- Kaiser Permanente Northern California, Oakland, California (J.H., A.S.R., M.E.R.)
| | - Adina S Rauchwerger
- Kaiser Permanente Northern California, Oakland, California (J.H., A.S.R., M.E.R.)
| | - Mary E Reed
- Kaiser Permanente Northern California, Oakland, California (J.H., A.S.R., M.E.R.)
| | - James S Lin
- The Permanente Medical Group, Oakland, and Kaiser Permanente Santa Clara Medical Center, Sacramento, California (J.S.L.)
| | - Mamata V Kene
- The Permanente Medical Group, Oakland, and Kaiser Permanente San Leandro Medical Center, Sacramento, California (M.V.K.)
| | | | - Dana R Sax
- The Permanente Medical Group and Kaiser Permanente Oakland Medical Center, Oakland, California (D.R.S., C.K.Y.)
| | - Tamara S Pleshakov
- Kaiser Permanente Los Angeles Medical Center, Los Angeles, California (T.S.P.)
| | - Ian D McLachlan
- The Permanente Medical Group, Oakland, and Kaiser Permanente San Francisco Medical Center, San Francisco, California (I.D.M.)
| | - Cyrus K Yamin
- The Permanente Medical Group and Kaiser Permanente Oakland Medical Center, Oakland, California (D.R.S., C.K.Y.)
| | - Andrew R Elms
- The Permanente Medical Group, Oakland, and Kaiser Permanente South Sacramento Medical Center, Sacramento, California (A.R.E.)
| | - Hilary R Iskin
- University of Michigan Medical School, Ann Arbor, Michigan (H.R.I.)
| | - Ridhima Vemula
- University of Cincinnati College of Medicine, Cincinnati, Ohio (R.V.)
| | - Donald M Yealy
- University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania (D.M.Y.)
| | - Dustin W Ballard
- The Permanente Medical Group and Kaiser Permanente Northern California, Oakland, and Kaiser Permanente San Rafael Medical Center, San Rafael, California (D.W.B.)
| | | |
Collapse
|
11
|
Outpatient Management of Emergency Department Patients With Acute Pulmonary Embolism: Variation, Patient Characteristics, and Outcomes. Ann Emerg Med 2018; 72:62-72.e3. [DOI: 10.1016/j.annemergmed.2017.10.022] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2017] [Revised: 10/12/2017] [Accepted: 10/19/2017] [Indexed: 11/20/2022]
|
12
|
Coombs M, Fox B. Outpatient Treatment of Pulmonary Embolism: a Practical Guide. CURRENT EMERGENCY AND HOSPITAL MEDICINE REPORTS 2017. [DOI: 10.1007/s40138-017-0144-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
|
13
|
Kabrhel C, Rosovsky R, Baugh C, Parry BA, Deadmon E, Kreger C, Giordano N. The creation and implementation of an outpatient pulmonary embolism treatment protocol. Hosp Pract (1995) 2017; 45:123-129. [PMID: 28402686 DOI: 10.1080/21548331.2017.1318651] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
The ability to rapidly and accurately risk-stratify patients with venous thromboembolism (VTE), and the availability of direct acting oral anticoagulants have reduced the need for intravenous anticoagulation for patients with deep vein thrombosis (DVT) and pulmonary embolism (PE). Emergency physicians are generally reluctant to discharge patients with VTE without defined and reliable follow up in place, and VTE patients treated with anticoagulants can be at risk for complications related to recurrent VTE and bleeding. In addition, screening for associated diseases (e.g. cancer, hypercoagulable states) may be indicated. Therefore, the outpatient treatment of low risk VTE requires coordinated effort and reliable follow up. By leveraging detailed outcome data and collaborative relationships, we have created a protocol for the safe outpatient treatment of patients with low risk DVT and PE. Our protocol is data driven and designed to address barriers to outpatient VTE management. We expect our protocol to result in improved patient satisfaction, more efficient emergency department (ED) throughput, and decreased cost. Applied nationally, the outpatient treatment of select patients with DVT and PE could have major public health and economic impact.
Collapse
Affiliation(s)
- Christopher Kabrhel
- a Center for Vascular Emergencies, Department of Emergency Medicine , Massachusetts General Hospital , Boston , MA , USA
| | - Rachel Rosovsky
- b Division of Hematology and Oncology, Department of Medicine , Massachusetts General Hospital , Boston , MA , USA
| | - Christopher Baugh
- c Department of Emergency Medicine , Brigham and Women's Hospital , Boston , MA , USA
| | - Blair Alden Parry
- a Center for Vascular Emergencies, Department of Emergency Medicine , Massachusetts General Hospital , Boston , MA , USA
| | - Erin Deadmon
- a Center for Vascular Emergencies, Department of Emergency Medicine , Massachusetts General Hospital , Boston , MA , USA
| | - Charlotte Kreger
- a Center for Vascular Emergencies, Department of Emergency Medicine , Massachusetts General Hospital , Boston , MA , USA
| | - Nicholas Giordano
- a Center for Vascular Emergencies, Department of Emergency Medicine , Massachusetts General Hospital , Boston , MA , USA
| |
Collapse
|
14
|
Weekes AJ, Johnson AK, Troha D, Thacker G, Chanler-Berat J, Runyon M. Prognostic Value of Right Ventricular Dysfunction Markers for Serious Adverse Events in Acute Normotensive Pulmonary Embolism. J Emerg Med 2016; 52:137-150. [PMID: 27751702 DOI: 10.1016/j.jemermed.2016.09.002] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2016] [Revised: 07/27/2016] [Accepted: 09/05/2016] [Indexed: 02/03/2023]
Abstract
BACKGROUND Right ventricular dysfunction (RVD) in pulmonary embolism (PE) has been associated with increased morbidity. Tools for RVD identification are not well defined. The prognostic value of RVD markers to predict serious adverse events (SAE) during hospitalization is unclear. OBJECTIVE Prospectively compare the incidence of SAE in normotensive emergency department patients with PE based upon RVD by goal-directed echocardiography (GDE), cardiac biomarkers, and right-to-left ventricle ratio by computed tomography (CT). Simplified Pulmonary Embolism Severity Index (sPESI) was calculated. Deaths and readmissions within 30 days were recorded. METHODS Consecutive normotensive PE patients underwent GDE focused on RVD (RV enlargement, hypokinesis, or septal bowing), serum troponin, and brain natriuretic peptide (BNP), and evaluation of the CT ventricle ratio. In-hospital SAE and complications within 30 days were recorded. RESULTS We enrolled 123 normotensive PE patients (median age 59 years, 49% female). Twenty-six of 123 (26%) patients had one or more SAE. RVD was detected in 26% by GDE, in 39% by biomarkers, and in 38% with CT. In-hospital SAE included one death, six respiratory interventions, six dysrhythmias, three major bleeding episodes, and 21 hypotension episodes. Forty-one percent of patients RVD positive by GDE had SAE, compared to the 18% RVD negative by GDE. Odds ratios for GDE, CT, BNP, troponin, and sPESI for SAE were 3.2 (95% confidence interval [CI] 1.2-8.5), 2.0 (95% CI 0.8-5.1), 3.3 (95% CI 1.3-8.6), 4.2 (95% CI 1.4-13.5), and 2.9 (95% CI 1.1-8.3), respectively. Five patients had non-PE-related deaths within 30 days. CONCLUSION The incidence of SAE within days of PE was significant in our cohort. Those with RVD had an increased risk of nonmortality SAE.
Collapse
Affiliation(s)
| | | | - Daniel Troha
- Carolinas Medical Center, Charlotte, North Carolina
| | | | | | | |
Collapse
|
15
|
Risk stratifying emergency department patients with acute pulmonary embolism: Does the simplified Pulmonary Embolism Severity Index perform as well as the original? Thromb Res 2016; 148:1-8. [PMID: 27764729 DOI: 10.1016/j.thromres.2016.09.023] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2016] [Revised: 09/13/2016] [Accepted: 09/19/2016] [Indexed: 12/28/2022]
Abstract
INTRODUCTION The Pulmonary Embolism Severity Index (PESI) is a validated prognostic score to estimate the 30-day mortality of emergency department (ED) patients with acute pulmonary embolism (PE). A simplified version (sPESI) was derived but has not been as well studied in the U.S. We sought to validate both indices in a community hospital setting in the U.S. and compare their performance in predicting 30-day all-cause mortality and classification of cases into low-risk and higher-risk categories. MATERIALS AND METHODS This retrospective cohort study included adults with acute objectively confirmed PE from 1/2013 to 4/2015 across 21 community EDs. We evaluated the misclassification rate of the sPESI compared with the PESI. We assessed accuracy of both indices with regard to 30-day mortality. RESULTS Among 3006 cases of acute PE, the 30-day all-cause mortality rate was 4.4%. The sPESI performed as well as the PESI in identifying low-risk patients: both had similar sensitivities, negative predictive values, and negative likelihood ratios. The sPESI, however, classified a smaller proportion of patients as low risk than the PESI (27.5% vs. 41.0%), but with similar low-risk mortality rates (<1%). Compared with the PESI, the sPESI overclassified 443 low-risk patients (14.7%) as higher risk, yet their 30-day mortality was 0.7%. The sPESI underclassified 100 higher-risk patients (3.3%) as low risk who also had a low mortality rate (1.0%). CONCLUSIONS Both indices identified patients with PE who were at low risk for 30-day mortality. The sPESI, however, misclassified a significant number of low-mortality patients as higher risk, which could lead to unnecessary hospitalizations.
Collapse
|
16
|
Outpatient management eligibility criteria for patients who have acute symptomatic pulmonary embolism. Ann Am Thorac Soc 2016; 12:623-4. [PMID: 25965536 DOI: 10.1513/annalsats.201503-149ed] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
|
17
|
Kline JA, Jimenez D, Courtney DM, Ianus J, Cao L, Lensing AW, Prins MH, Wells PS. Comparison of Four Bleeding Risk Scores to Identify Rivaroxaban-treated Patients With Venous Thromboembolism at Low Risk for Major Bleeding. Acad Emerg Med 2016; 23:144-50. [PMID: 26765080 PMCID: PMC5066651 DOI: 10.1111/acem.12865] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2015] [Revised: 09/20/2015] [Accepted: 09/22/2015] [Indexed: 11/26/2022]
Abstract
OBJECTIVES Outpatient treatment of acute venous thromboembolism (VTE) requires the selection of patients with a low risk of bleeding during the first few weeks of anticoagulation. The accuracy of four systems, originally derived for predicting bleeding in VTE treated with vitamin K antagonists (VKAs), was assessed in VTE patients treated with rivaroxaban. METHODS All patients treated with rivaroxaban in the multinational EINSTEIN deep vein thrombosis (DVT) and pulmonary embolism (PE) trials were included. Major bleeding was defined as ≥2 g/dL drop in hemoglobin or ≥2-unit blood transfusion, bleeding in critical area, or bleeding contributing to death. The authors examined the incidence of major bleeding in patients with low-risk assignment by the systems of Ruiz-Gimenez et al. (score = 0 to 1), Beyth et al. (score = 0), Kuijer et al. (score = 0), and Landefeld and Goldman. (score = 0). For clinical relevance, the definition of low risk for all scores except Kuijer includes all patients < 65 years with no prior bleeding history and no comorbid conditions (current cancer, renal insufficiency, diabetes mellitus, anemia, prior stroke, or myocardial infarction). RESULTS A total of 4,130 patients (1,731 with DVT only, 2,399 with PE with or without DVT) were treated with rivaroxaban for a mean (±SD) duration of 207.6 (±95.9) days. Major bleeding occurred in 1.0% (40 of 4,130; 95% confidence interval [CI] = 0.7% to 1.3%) overall. Rates of major bleeding for low-risk patients during the entire treatment period were similar: Ruiz-Gimenez et al., 12 of 2,622 (0.5%; 95% CI = 0.2% to 0.8%); Beyth et al., nine of 2,249 (0.4%; 95% CI = 0.2% to 0.8%); Kuijer et al., four of 1,186 (0.3%; 95% CI = 0.1% to 0.9%); and Landefeld and Goldman, 11 of 2,407 (0.5%; 95% CI = 0.2% to 0.8%). At 30 days, major bleed rates for low-risk patients were as follows: Ruiz-Gimenez et al., five of 2,622 (0.2%; 95% CI = 0.1% to 0.4%); Beyth et al., five of 2,249 (0.2%; 95% CI = 0.1% to 0.5%); Kuijer et al., three of 1,186 (0.3%; 95% CI = 0.1% to 0.7%); and Landefeld and Goldman, seven of 2,407 (0.3%; 95% CI = 0.1% to 0.6%). No low-risk patient had a fatal bleed. CONCLUSIONS Four scoring systems that use criteria obtained in routine clinical practice, derived to predict low bleeding risk with VKA treatment for VTE, identified patients with less than a 1% risk of major bleeding during full-course treatment with rivaroxaban.
Collapse
Affiliation(s)
- Jeffrey A. Kline
- Department of Emergency Medicine and Department of Cellular and Integrative PhysiologyIndiana University School of MedicineIndianapolisIN
| | - David Jimenez
- Respiratory Department and Medicine DepartmentRamon y Cajal Hospital IRYCISMadridSpain
- Alcala de Henares UniversityMadridSpain
| | - D. Mark Courtney
- Department of Emergency MedicineNorthwestern University School of MedicineChicagoIL
| | - Juliana Ianus
- Division of BiostatisticsMedical Affairs (Cardiovascular and Metabolism)RaritanNJ
- Janssen Research and DevelopmentLLCRaritanNJ
| | - Lynn Cao
- Janssen Research and DevelopmentLLCRaritanNJ
| | | | - Martin H. Prins
- Maastricht University Medical CenterMaastrichtthe Netherlands
| | - Philip S. Wells
- Department of MedicineUniversity of Ottawa and the Ottawa Hospital Research InstituteOttawaOntarioCanada
| |
Collapse
|
18
|
Shopp JD, Stewart LK, Emmett TW, Kline JA. Findings From 12-lead Electrocardiography That Predict Circulatory Shock From Pulmonary Embolism: Systematic Review and Meta-analysis. Acad Emerg Med 2015; 22:1127-37. [PMID: 26394330 DOI: 10.1111/acem.12769] [Citation(s) in RCA: 85] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2015] [Revised: 05/28/2015] [Accepted: 06/02/2015] [Indexed: 01/09/2023]
Abstract
OBJECTIVES Treatment guidelines for acute pulmonary embolism (PE) recommend risk stratifying patients to assess PE severity, as those at higher risk should be considered for therapy in addition to standard anticoagulation to prevent right ventricular (RV) failure, which can cause hemodynamic collapse. The hypothesis was that 12-lead electrocardiography (ECG) can aid in this determination. The objective of this study was to measure the prognostic value of specific ECG findings (the Daniel score, which includes heart rate > 100 beats/min, presence of the S1Q3T3 pattern, incomplete and complete right bundle branch block [RBBB], and T-wave inversion in leads V1-V4, plus ST elevation in lead aVR and atrial fibrillation suggestive of RV strain from acute pulmonary hypertension), in patients with acute PE. METHODS Studies were identified by a structured search of MEDLINE, PubMed, EMBASE, the Cochrane library, Google Scholar, Scopus, and bibliographies in October 2014. Case reports, non-English papers, and those that lacked either patient outcomes or ECG findings were excluded. Papers with evidence of a predefined reference standard for PE and the results of 12-lead ECG, stratified by outcome (hemodynamic collapse, defined as circulatory shock requiring vasopressors or mechanical ventilation, or in hospital or death within 30 days) were included. Papers were assessed for selection and publication bias. The authors also assessed heterogeneity (I(2) ) and calculated the odds ratios (OR) for each ECG sign from the random effects model if I(2) > 24% and fixed effects if I(2) < 25%. Funnel plots were used to examine for publication bias. RESULTS Forty-five full-length studies of 8,209 patients were analyzed. The most frequent ECG signs found in patients with acute PE were tachycardia (38%), T-wave inversion in lead V1 (38%), and ST elevation in lead aVR (36%). Ten studies with 3,007 patients were included for full analysis. Six ECG findings (heart rate > 100 beats/min, S1Q3T3, complete RBBB, inverted T waves in V1-V4, ST elevation in aVR, and atrial fibrillation) had likelihood and ORs with lower-limit 95% confidence intervals above unity, suggesting them to be significant predictors of hemodynamic collapse and 30-day mortality. OR data showed no evidence of publication bias, but the proportions of patients with hemodynamic collapse or death and S1Q3T3 and RBBB tended to be higher in smaller studies. Patients who were outcome-negative had a significantly lower mean ± SD Daniel score (2.6 ± 1.5) than patients with hemodynamic collapse (5.9 ± 3.9; p = 0.039, ANOVA with Dunnett's post hoc), but not patients with all-cause 30-day mortality (4.9 ± 3.3; p = 0.12). CONCLUSIONS This systematic review and meta-analysis revealed 10 studies, including 3,007 patients with acute PE, that demonstrate that six findings of RV strain on 12-lead ECG (heart rate > 100 beats/min, S1Q3T3, complete RBBB, inverted T waves in V1-V4, ST elevation in aVR, and atrial fibrillation) are associated with increased risk of circulatory shock and death.
Collapse
Affiliation(s)
| | | | - Thomas W. Emmett
- Ruth Lilly Medical Library; Indiana University School of Medicine; Indianapolis IN
| | - Jeffrey A. Kline
- Department of Emergency Medicine; Indiana University School of Medicine; Indianapolis IN
- Department of Cellular and Integrative Physiology; Indiana University School of Medicine; Indianapolis IN
| |
Collapse
|
19
|
Vinson D, Morley J, Huang J, Liu V, Anderson M, Drenten CE, Radecki R, Nishijima D, Reed M. The Accuracy of an Electronic Pulmonary Embolism Severity Index Auto-Populated from the Electronic Health Record: Setting the stage for computerized clinical decision support. Appl Clin Inform 2015; 6:318-33. [PMID: 26171078 PMCID: PMC4493333 DOI: 10.4338/aci-2014-12-ra-0116] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2014] [Accepted: 03/27/2015] [Indexed: 11/23/2022] Open
Abstract
BACKGROUND The Pulmonary Embolism (PE) Severity Index identifies emergency department (ED) patients with acute PE that can be safely managed without hospitalization. However, the Index comprises 11 weighted variables, complexity that can impede its integration into contextual workflow. OBJECTIVE We designed a computerized version of the PE Severity Index (e-Index) to automatically extract the required variables from discrete fields in the electronic health record (EHR). We tested the e-Index on the study population to determine its accuracy compared with a gold standard generated by physician abstraction of the EHR on manual chart review. METHODS This retrospective cohort study included adults with objectively-confirmed acute PE in four community EDs from 2010-2012. Outcomes included performance characteristics of the e-Index for individual values, the number of cases requiring physician editing, and the accuracy of the e-Index risk category (low vs. higher). RESULTS For the 593 eligible patients, there were 6,523 values automatically extracted. Fifty one of these needed physician editing, yielding an accuracy at the value-level of 99.2% (95% confidence interval [CI], 99.0%-99.4%). Sensitivity was 96.9% (95% CI, 96.0%-97.9%) and specificity was 99.8% (95% CI, 99.7%-99.9%). The 51 corrected values were distributed among 47 cases: 43 cases required the correction of one variable and four cases required the correction of two. At the risk-category level, the e-Index had an accuracy of 96.8% (95% CI, 95.0%-98.0%), under-classifying 16 higher-risk cases (2.7%) and over-classifying 3 low-risk cases (0.5%). CONCLUSION Our automated extraction of variables from the EHR for the e-Index demonstrates substantial accuracy, requiring a minimum of physician editing. This should increase user acceptability and implementation success of a computerized clinical decision support system built around the e-Index, and may serve as a model to automate other complex risk stratification instruments.
Collapse
Affiliation(s)
- D.R. Vinson
- The Permanente Medical Group, Oakland, California
- Department of Emergency Medicine, Kaiser Permanente Roseville Medical Center, Roseville, California
- Kaiser Permanente Division of Research, Oakland, California
| | - J.E. Morley
- Department of Emergency Medicine, University of California Davis School of Medicine, Sacramento, California
| | - J. Huang
- Kaiser Permanente Division of Research, Oakland, California
| | - V. Liu
- The Permanente Medical Group, Oakland, California
- Kaiser Permanente Division of Research, Oakland, California
- Department of Pulmonary and Critical Care Medicine, Kaiser Permanente Santa Clara Medical Center, Santa Clara, California
| | - M.L. Anderson
- The Permanente Medical Group, Oakland, California
- Department of Emergency Medicine, Kaiser Permanente Roseville Medical Center, Roseville, California
| | - C. E. Drenten
- Department of Emergency Medicine, Sutter General Medical Center, Sacramento, California
| | - R.P. Radecki
- Department of Emergency Medicine, The University of Texas Medical School, Houston, Texas
| | - D.K. Nishijima
- Department of Emergency Medicine, University of California Davis School of Medicine, Sacramento, California
| | - M.E. Reed
- Kaiser Permanente Division of Research, Oakland, California
| |
Collapse
|