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Wakai A, Sinert R, Zehtabchi S, de Souza IS, Benabbas R, Allen R, Dunne E, Richards R, Ardilouze A, Rovic I. Risk-stratification tools for emergency department patients with syncope: A systematic review and meta-analysis of direct evidence for SAEM GRACE. Acad Emerg Med 2025; 32:72-86. [PMID: 39496561 PMCID: PMC11726151 DOI: 10.1111/acem.15041] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2024] [Revised: 10/10/2024] [Accepted: 10/12/2024] [Indexed: 11/06/2024]
Abstract
OBJECTIVES Approximately 10% of patients with syncope have serious or life-threatening causes that may not be apparent during the initial emergency department (ED) assessment. Consequently, researchers have developed clinical decision rules (CDRs) to predict adverse outcomes and risk stratify ED syncope patients. This systematic review and meta-analysis (SRMA) aims to cohere and synthesize the best current evidence regarding the methodological quality and predictive accuracy of CDRs for developing an evidence-based ED syncope management guideline. METHODS We conducted a systematic literature search according to the patient-intervention-control-outcome question: In patients 16 years of age or older who present to the ED with syncope for whom no underlying serious/life-threatening condition was found during the index ED visit (population), are risk stratification tools (intervention), better than unstructured clinical judgment (i.e., usual care; comparison), for providing accurate prognosis and aiding disposition decision for outcomes within 30 days (outcome)? Two reviewers independently assessed articles for inclusion and methodological quality. We performed statistical analysis using Meta-DiSc. We used GRADEPro GDT software to determine the certainty of the evidence and create a summary of the findings (SoF) tables. RESULTS Of 2047 publications obtained through the search strategy, 31 comprising 13 CDRs met the inclusion criteria. There were 13 derivation studies (17,578 participants) and 24 validation studies (14,845 participants). Only three CDRs were validated in more than two studies. The San Francisco Syncope Rule (SFSR) was validated in 12 studies: positive likelihood ratio (LR+) 1.15-4.70 and negative likelihood ratio (LR-) 0.03-0.64. The Canadian Syncope Risk Score (CSRS) was validated in five studies: LR+ 1.15-2.58 and LR- 0.05-0.50. The Osservatorio Epidemiologico sulla Sincope nel Lazio (OESIL) risk score was validated in five studies: LR+ 1.16-3.32 and LR- 0.14-0.46. CONCLUSIONS Most CDRs for ED adult syncope management have low-quality evidence for routine clinical practice use. Only three CDRs (SFSR, CSRS, OESIL) are validated by more than two studies, with significant overlap in operating characteristics.
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Affiliation(s)
- Abel Wakai
- Department of Emergency MedicineBeaumont HospitalDublinIreland
- Emergency Care Research Unit (ECRU)Royal College of Surgeons in Ireland (RCSI)DublinIreland
| | - Richard Sinert
- Department of Emergency MedicineKings County Hospital CenterBrooklynNew YorkUSA
- Downstate Health Sciences UniversityState University of New York (SUNY)BrooklynNew YorkUSA
| | - Shahriar Zehtabchi
- Department of Emergency MedicineKings County Hospital CenterBrooklynNew YorkUSA
- Downstate Health Sciences UniversityState University of New York (SUNY)BrooklynNew YorkUSA
| | - Ian S. de Souza
- Department of Emergency MedicineKings County Hospital CenterBrooklynNew YorkUSA
- Downstate Health Sciences UniversityState University of New York (SUNY)BrooklynNew YorkUSA
| | - Roshanak Benabbas
- Department of Emergency MedicineKings County Hospital CenterBrooklynNew YorkUSA
- Downstate Health Sciences UniversityState University of New York (SUNY)BrooklynNew YorkUSA
| | - Robert Allen
- Department of Emergency MedicineLos Angeles General Medical CenterLos AngelesCaliforniaUSA
| | - Eric Dunne
- Department of Medicine, Faculty of Health Sciences, McMaster Children's HospitalMcMaster University–Internal Medicine Residency ProgramHamiltonOntarioCanada
| | - Rebekah Richards
- Department of Emergency MedicineThe Ohio State University Wexner Medical CenterColumbusOhioUSA
| | - Amelie Ardilouze
- Department of Emergency MedicineBeaumont HospitalDublinIreland
- Emergency Care Research Unit (ECRU)Royal College of Surgeons in Ireland (RCSI)DublinIreland
| | - Isidora Rovic
- Department of Medicine, Faculty of Health Sciences, McMaster Children's HospitalMcMaster University–Internal Medicine Residency ProgramHamiltonOntarioCanada
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Malik M, Francis-Morel G. Impact of Admission of Patients With Syncope in Non-Teaching Hospitals Versus Teaching Hospitals: A Nationwide Analysis. Cureus 2023; 15:e39545. [PMID: 37378229 PMCID: PMC10292031 DOI: 10.7759/cureus.39545] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2023] [Accepted: 05/26/2023] [Indexed: 06/29/2023] Open
Abstract
Syncope is a common condition affecting many individuals, and it remains uncertain whether admission to academic medical centers (AMCs) leads to better outcomes than non-AMCs. This study is aimed to investigate whether there is a difference in mortality, length of stay (LoS), and total hospital charges between patients admitted with syncope to AMCs and non-AMCs. This retrospective cohort study used the National Inpatient Database (NIS) to examine patients aged 18 years and older admitted with a primary diagnosis of syncope to AMCs and non-AMCs from 2016 to 2020. Univariate and multivariate logistic regression analyses were conducted, adjusting for confounders, to assess the primary outcome of all-cause in-hospital mortality and secondary outcomes, including hospital LoS and total cost of admission. Patient characteristics were also described. Of the 451,820 patients who met the inclusion criteria, 69.6% were admitted to AMCs and 30.4% to non-AMCs. Patient age was similar between the two groups (68 years in AMC versus 70 years in non-AMC; p < 0.001), as was sex distribution (52% female in AMC versus 53% in non-AMC; 48% male in AMC versus 47% in non-AMC; p < 0.002). Most patients in both groups were white, while the percentages of black and Hispanic patients were slightly higher in non-AMCs. The study found no difference in all-cause mortality between patients admitted to AMCs and non-AMCs (p = 0.33). However, LoS was marginally longer in AMC patients (2.6 days in AMC versus 2.4 days in the non-AMC group; p < 0.001), and the total cost was higher for AMCs by $3,526 per admission. The estimated total economic burden related to syncope was over 3 billion USD per year. This study suggests that the teaching status of hospitals did not significantly affect the mortality of patients admitted with syncope. However, it may have contributed to marginally longer hospital LoS and higher total hospital charges.
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Affiliation(s)
- Mushrin Malik
- Internal Medicine, St. Barnabas Hospital Health System, New York City, USA
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Lee S, Reddy Mudireddy A, Kumar Pasupula D, Adhaduk M, Barsotti EJ, Sonka M, Statz GM, Bullis T, Johnston SL, Evans AZ, Olshansky B, Gebska MA. Novel Machine Learning Approach to Predict and Personalize Length of Stay for Patients Admitted with Syncope from the Emergency Department. J Pers Med 2022; 13:jpm13010007. [PMID: 36675668 PMCID: PMC9864075 DOI: 10.3390/jpm13010007] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2022] [Revised: 11/25/2022] [Accepted: 12/12/2022] [Indexed: 12/24/2022] Open
Abstract
Background: Syncope, a common problem encountered in the emergency department (ED), has a multitude of causes ranging from benign to life-threatening. Hospitalization may be required, but the management can vary substantially depending on specific clinical characteristics. Models predicting admission and hospitalization length of stay (LoS) are lacking. The purpose of this study was to design an effective, exploratory model using machine learning (ML) technology to predict LoS for patients presenting with syncope. Methods: This was a retrospective analysis using over 4 million patients from the National Emergency Department Sample (NEDS) database presenting to the ED with syncope between 2016−2019. A multilayer perceptron neural network with one hidden layer was trained and validated on this data set. Results: Receiver Operator Characteristics (ROC) were determined for each of the five ANN models with varying cutoffs for LoS. A fair area under the curve (AUC of 0.78) to good (AUC of 0.88) prediction performance was achieved based on sequential analysis at different cutoff points, starting from the same day discharge and ending at the longest analyzed cutoff LoS ≤7 days versus >7 days, accordingly. The ML algorithm showed significant sensitivity and specificity in predicting short (≤48 h) versus long (>48 h) LoS, with an AUC of 0.81. Conclusions: Using variables available to triaging ED clinicians, ML shows promise in predicting hospital LoS with fair to good performance for patients presenting with syncope.
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Affiliation(s)
- Sangil Lee
- Department of Emergency Medicine, Carver College of Medicine, University of Iowa, 200 Hawkins Drive, Iowa City, IA 52242, USA
- Correspondence: (S.L.); (M.S.); (B.O.); (M.A.G.)
| | - Avinash Reddy Mudireddy
- The Iowa Initiative of Artificial Intelligence, University of Iowa, 103 South Capitol Street, Iowa City, IA 52242, USA;
| | - Deepak Kumar Pasupula
- Division of Cardiology, Mercy One North Iowa Heart Center, 250 S Crescent Dr, Mason City, IA 50401, USA;
| | - Mehul Adhaduk
- Department of Internal Medicine, Carver College of Medicine, University of Iowa, 200 Hawkins Drive, Iowa City, IA 52242, USA; (M.A.); (T.B.); (A.Z.E.)
| | - E. John Barsotti
- Department of Epidemiology, College of Public Health, University of Iowa, 145 N. Riverside Drive, Iowa City, IA 52242, USA;
| | - Milan Sonka
- The Iowa Initiative of Artificial Intelligence, University of Iowa, 103 South Capitol Street, Iowa City, IA 52242, USA;
- Correspondence: (S.L.); (M.S.); (B.O.); (M.A.G.)
| | - Giselle M. Statz
- Division of Cardiovascular Medicine, Carver College of Medicine, University of Iowa, 200 Hawkins Drive, Iowa City, IA 52242, USA; (G.M.S.); (S.L.J.)
| | - Tyler Bullis
- Department of Internal Medicine, Carver College of Medicine, University of Iowa, 200 Hawkins Drive, Iowa City, IA 52242, USA; (M.A.); (T.B.); (A.Z.E.)
| | - Samuel L. Johnston
- Division of Cardiovascular Medicine, Carver College of Medicine, University of Iowa, 200 Hawkins Drive, Iowa City, IA 52242, USA; (G.M.S.); (S.L.J.)
| | - Aron Z. Evans
- Department of Internal Medicine, Carver College of Medicine, University of Iowa, 200 Hawkins Drive, Iowa City, IA 52242, USA; (M.A.); (T.B.); (A.Z.E.)
| | - Brian Olshansky
- Division of Cardiovascular Medicine, Carver College of Medicine, University of Iowa, 200 Hawkins Drive, Iowa City, IA 52242, USA; (G.M.S.); (S.L.J.)
- Correspondence: (S.L.); (M.S.); (B.O.); (M.A.G.)
| | - Milena A. Gebska
- Division of Cardiovascular Medicine, Carver College of Medicine, University of Iowa, 200 Hawkins Drive, Iowa City, IA 52242, USA; (G.M.S.); (S.L.J.)
- Correspondence: (S.L.); (M.S.); (B.O.); (M.A.G.)
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Shabbir MA, Saad Shaukat MH, Ehtesham M, Murawski S, Singh S, Alimohammad R. Bifascicular block in unexplained syncope is underrecognized and under-evaluated: A single-center audit of ESC guidelines adherence. PLoS One 2022; 17:e0263727. [PMID: 35226666 PMCID: PMC8884493 DOI: 10.1371/journal.pone.0263727] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2021] [Accepted: 01/25/2022] [Indexed: 12/04/2022] Open
Abstract
Background The presence of bifascicular block on electrocardiography suggests that otherwise-unexplained syncope may be due to complete heart block. European Society of Cardiology (ESC) recommends investigating it with electrophysiology study (EPS). PPM is indicated if high-degree atrioventricular block is inducible. Long term rhythm monitoring with implantable loop recorder (ILR) is recommended if EPS is negative. We evaluated adherence to these guidelines. Methods This is a single-center retrospective audit of adult patients with bifascicular block hospitalized for unexplained syncope between January 2018 and August 2019 under general medicine service. Patients with an alternative explanation for syncope were excluded. Guideline adherence was assessed by formal cardiology consult and whether EPS followed by ILR and/or PPM were offered. Results 65 out of 580 adult patients (11.2%) admitted to general medicine service for syncope had a bifascicular block; 29 (5%) were identified to have bifascicular block and unexplained syncope. Median age was 77 ±10 years; 9 (31%) were female, and 6 (20.7%) patients had at least one prior hospital visit for syncope at our academic medical center. Cardiology was consulted on 17 (58.6%) patients. Two patients were evaluated by EPS (1 refused) followed by ILR. Overall, 3 out of 29 patients (10.3%) received guideline-directed evaluation during the hospitalization based on ESC guidelines. None of the patients received empiric PPM during the index hospitalization. Conclusion Among patients admitted to the general medicine service with unexplained syncope and bifascicular block, a minority (10.3%) underwent guideline-directed evaluation per ESC recommendations. Cardiology was consulted in 58.6% of cases.
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Affiliation(s)
- Muhammad Asim Shabbir
- Department of Internal Medicine, Albany Medical College, Albany, NY, United States of America
- * E-mail:
| | | | - Moiz Ehtesham
- Department of Internal Medicine, Albany Medical College, Albany, NY, United States of America
| | - Shannon Murawski
- Department of Internal Medicine, Albany Medical College, Albany, NY, United States of America
| | - Sukhraj Singh
- Department of Internal Medicine, Albany Medical College, Albany, NY, United States of America
| | - Rizwan Alimohammad
- Department of Cardiology, Capital Cardiology Associates, Albany Medical College, Albany, NY, United States of America
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Almulhim KN. The Characteristics of Syncope-Related Emergency Department Visits: Resource Utilization and Admission Rate Patterns in Emergency Departments. Cureus 2022; 14:e22039. [PMID: 35340474 PMCID: PMC8913182 DOI: 10.7759/cureus.22039] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/07/2022] [Indexed: 11/05/2022] Open
Abstract
Background and objective Decision-making about syncope patients presenting to the emergency department (ED) is challenging since physicians must balance the minimal risks of life-threatening conditions with the unessential use of expensive imaging or unnecessary hospitalizations. This study aimed to determine the characteristics of ED visits, resource utilization, and admission rate patterns related to syncope in the United States (US) during the period 2005-2015. Methods Data from the National Hospital Ambulatory Medical Care Survey (NHAMCS) on ED visits during the 11-year period from 2005 to 2015 were retrieved. ED visits for syncope were identified and compared against non-syncope ED visits. The demographic and clinical characteristics of patients, as well data on resource allocation and admission trends were captured and described for the syncope and the non-syncope groups. Results Syncope accounted for 1.11% of the total ED visits during the study period from 2005 to 2015. The incidence of syncope-related ED visits was higher among elderly females, whites, and non-Hispanics. The trend of admission rates showed a decline from about 30% in 2005-2010 to less than 20% in 2014 and 2015. Advanced imaging (CT or MRI) was ordered for 34% of syncope patients. Conclusion The percentage of syncope-related ED visits remained stable during the study period, but the admission rates declined while the use of advanced imaging in syncope-related ED visits remained substantially high despite the advances in research and availability of clinical guidelines. Future research is needed to rationalize healthcare utilization in syncope-related ED visits and precisely identify the high-risk population.
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Rodman A, Warnock S. Point: Routine Daily Physical Exams in Hospitalized Patients Are a Waste of Time. J Hosp Med 2021; 16:jhm.3670. [PMID: 34424194 DOI: 10.12788/jhm.3670] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/13/2021] [Accepted: 06/23/2021] [Indexed: 11/20/2022]
Affiliation(s)
- Adam Rodman
- Beth Israel Deaconess Medical Center, Boston, Massachusetts
- Harvard Medical School, Boston, Massachusetts
| | - Shane Warnock
- Beth Israel Deaconess Medical Center, Boston, Massachusetts
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Saad Shaukat MH, Shabbir MA, Banerjee R, Desemone J, Lyubarova R. Is our initial evaluation of patients admitted for syncope guideline-directed and cost-effective? EUROPEAN HEART JOURNAL-CASE REPORTS 2020; 4:1-4. [PMID: 32352069 PMCID: PMC7180576 DOI: 10.1093/ehjcr/ytaa032] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/18/2019] [Revised: 12/21/2019] [Accepted: 01/24/2020] [Indexed: 11/28/2022]
Abstract
Introduction Recent American College of Cardiology and European Society of Cardiology guidelines for syncope evaluation help distinguish high-cardiac risk patients from those with low-risk orthostatic and neurogenic syncope. Inpatient evaluation is recommended if at least one high-risk feature is present. Objective To assess guideline adherence and its impact on hospitalization in patients who presented with syncope before and after the introduction of guideline-based syncope protocol in the emergency department (ED). Methods All adult patients admitted to general medicine from the ED with the primary diagnosis of syncope in the months of October 2016 and October 2018 (before and after the introduction of syncope protocol in 2017). Electronic charts were retrospectively reviewed for high-risk cardiac features and orthostatic blood pressure measurement. Results Sixty patients were admitted for syncope in October 2016 (n = 32) and October 2018 (n = 28), out of which 33 (55%) were female and 47 (78.3%) were over age 50. Forty-five patients had at least one high-risk feature. Excluding one patient with an alternate diagnosis at discharge, 14 out of 60 patients (23.3%) admitted for syncope did not have any high-risk feature. Orthostatic blood pressure was measured in 3 patients (5%) in the ED and 27 patients (45%) later in the hospitalization. Six out of eight patients with implanted cardioverter-defibrillator or pacemaker had their devices interrogated. After the introduction of syncope protocol, there was an improvement in the proportion of high-risk patients admitted [68.7% (22/32) in October 2016 vs. 82.1% (23/28) in October 2018]. Conclusion Utilizing syncope protocol in the ED may improve guideline adherence, direct appropriate disposition, and reduce healthcare expenses.
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Affiliation(s)
- Muhammad Hamza Saad Shaukat
- Department of Internal Medicine, Albany Medical College, Graduate Medical Education, Albany Medical Center, 43 New Scotland Avenue, Albany, NY 12208, USA
| | - Muhammad Asim Shabbir
- Department of Internal Medicine, Albany Medical College, Graduate Medical Education, Albany Medical Center, 43 New Scotland Avenue, Albany, NY 12208, USA
| | - Riju Banerjee
- Division of Cardiology, Albany Medical College, 43 New Scotland Avenue, Albany NY 12208, USA
| | - James Desemone
- Division of Endocrinology, Albany Medical College, 43 New Scotland Avenue, Albany NY 12208, USA
| | - Radmila Lyubarova
- Division of Cardiology, Albany Medical College, 43 New Scotland Avenue, Albany NY 12208, USA
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