1
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Richardson S, Dauber-Decker KL, Solomon J, Seelamneni P, Khan S, Barnaby DP, Chelico J, Qiu M, Liu Y, Sanghani S, Izard SM, Chiuzan C, Mann D, Pekmezaris R, McGinn T, Diefenbach MA. Effect of a behavioral nudge on adoption of an electronic health record-agnostic pulmonary embolism risk prediction tool: a pilot cluster nonrandomized controlled trial. JAMIA Open 2024; 7:ooae064. [PMID: 39091509 PMCID: PMC11293639 DOI: 10.1093/jamiaopen/ooae064] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2023] [Revised: 05/24/2024] [Accepted: 06/25/2024] [Indexed: 08/04/2024] Open
Abstract
Objective Our objective was to determine the feasibility and preliminary efficacy of a behavioral nudge on adoption of a clinical decision support (CDS) tool. Materials and Methods We conducted a pilot cluster nonrandomized controlled trial in 2 Emergency Departments (EDs) at a large academic healthcare system in the New York metropolitan area. We tested 2 versions of a CDS tool for pulmonary embolism (PE) risk assessment developed on a web-based electronic health record-agnostic platform. One version included behavioral nudges incorporated into the user interface. Results A total of 1527 patient encounters were included in the trial. The CDS tool adoption rate was 31.67%. Adoption was significantly higher for the tool that included behavioral nudges (39.11% vs 20.66%; P < .001). Discussion We demonstrated feasibility and preliminary efficacy of a PE risk prediction CDS tool developed using insights from behavioral science. The tool is well-positioned to be tested in a large randomized clinical trial. Trial Registration Clinicaltrials.gov (NCT05203185).
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Affiliation(s)
- Safiya Richardson
- New York University (NYU) Langone, New York, NY 10016, United States
| | | | - Jeffrey Solomon
- Feinstein Institutes for Medical Research, Northwell Health, Manhasset, NY 11030, United States
| | - Pradeep Seelamneni
- Feinstein Institutes for Medical Research, Northwell Health, Manhasset, NY 11030, United States
| | - Sundas Khan
- Center for Innovations in Quality, Effectiveness and Safety, Michael E. DeBakey Veterans Affairs Medical Center, Houston, TX 77030, United States
- Baylor College of Medicine, Houston, TX 77030, United States
| | - Douglas P Barnaby
- Feinstein Institutes for Medical Research, Northwell Health, Manhasset, NY 11030, United States
- Northwell/Zucker School of Medicine, Hempstead, NY 11549, United States
| | - John Chelico
- CommonSpirit Health, Chicago, IL 60606, United States
| | - Michael Qiu
- Feinstein Institutes for Medical Research, Northwell Health, Manhasset, NY 11030, United States
| | - Yan Liu
- Feinstein Institutes for Medical Research, Northwell Health, Manhasset, NY 11030, United States
| | - Shreya Sanghani
- Feinstein Institutes for Medical Research, Northwell Health, Manhasset, NY 11030, United States
| | - Stephanie M Izard
- Feinstein Institutes for Medical Research, Northwell Health, Manhasset, NY 11030, United States
| | - Codruta Chiuzan
- Feinstein Institutes for Medical Research, Northwell Health, Manhasset, NY 11030, United States
| | - Devin Mann
- New York University (NYU) Langone, New York, NY 10016, United States
| | - Renee Pekmezaris
- Feinstein Institutes for Medical Research, Northwell Health, Manhasset, NY 11030, United States
- Northwell/Zucker School of Medicine, Hempstead, NY 11549, United States
| | - Thomas McGinn
- Baylor College of Medicine, Houston, TX 77030, United States
- CommonSpirit Health, Chicago, IL 60606, United States
| | - Michael A Diefenbach
- Feinstein Institutes for Medical Research, Northwell Health, Manhasset, NY 11030, United States
- Northwell/Zucker School of Medicine, Hempstead, NY 11549, United States
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2
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Kjelle E, Andersen ER, Soril LJJ, van Bodegom-Vos L, Hofmann BM. Interventions to reduce low-value imaging - a systematic review of interventions and outcomes. BMC Health Serv Res 2021; 21:983. [PMID: 34537051 PMCID: PMC8449221 DOI: 10.1186/s12913-021-07004-z] [Citation(s) in RCA: 37] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2021] [Accepted: 09/02/2021] [Indexed: 12/24/2022] Open
Abstract
BACKGROUND It is estimated that 20-50% of all radiological examinations are of low value. Many attempts have been made to reduce the use of low-value imaging. However, the comparative effectiveness of interventions to reduce low-value imaging is unclear. Thus, the objective of this systematic review was to provide an overview and evaluate the outcomes of interventions aimed at reducing low-value imaging. METHODS An electronic database search was completed in Medline - Ovid, Embase-Ovid, Scopus, and Cochrane Library for citations between 2010 and 2020. The search was built from medical subject headings for Diagnostic imaging/Radiology, Health service misuse or medical overuse, and Health planning. Keywords were used for the concept of reduction and avoidance. Reference lists of included articles were also hand-searched for relevant citations. Only articles written in English, German, Danish, Norwegian, Dutch, and Swedish were included. The Mixed Methods Appraisal Tool was used to appraise the quality of the included articles. A narrative synthesis of the final included articles was completed. RESULTS The search identified 15,659 records. After abstract and full-text screening, 95 studies of varying quality were included in the final analysis, containing 45 studies found through hand-searching techniques. Both controlled and uncontrolled before-and-after studies, time series, chart reviews, and cohort studies were included. Most interventions were aimed at referring physicians. Clinical practice guidelines (n = 28) and education (n = 28) were most commonly evaluated interventions, either alone or in combination with other components. Multi-component interventions were often more effective than single-component interventions showing a reduction in the use of low-value imaging in 94 and 74% of the studies, respectively. The most addressed types of imaging were musculoskeletal (n = 26), neurological (n = 23) and vascular (n = 16) imaging. Seventy-seven studies reported reduced low-value imaging, while 3 studies reported an increase. CONCLUSIONS Multi-component interventions that include education were often more effective than single-component interventions. The contextual and cultural factors in the health care systems seem to be vital for successful reduction of low-value imaging. Further research should focus on assessing the impact of the context in interventions reducing low-value imaging and how interventions can be adapted to different contexts.
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Affiliation(s)
- Elin Kjelle
- Institute for the Health Sciences at the Norwegian University of Science and Technology (NTNU) at Gjøvik, NTNU Gjøvik, Postbox 191, 2802 Gjøvik, Norway
| | - Eivind Richter Andersen
- Institute for the Health Sciences at the Norwegian University of Science and Technology (NTNU) at Gjøvik, NTNU Gjøvik, Postbox 191, 2802 Gjøvik, Norway
| | - Lesley J. J. Soril
- Department of Community Health Sciences and The Health Technology Assessment Unit, O’Brien Institute for Public Health, University of Calgary, 3280 Hospital Dr NW, Calgary, Alberta T2N 4Z6 Canada
| | - Leti van Bodegom-Vos
- Medical Decision making, Department of Biomedical Data Sciences, Leiden University Medical Center, P.O. Box 9600, 2300 RC, Leiden, the Netherlands
| | - Bjørn Morten Hofmann
- Institute for the Health Sciences at the Norwegian University of Science and Technology (NTNU) at Gjøvik, NTNU Gjøvik, Postbox 191, 2802 Gjøvik, Norway
- Centre of Medical Ethics, University of Oslo, Postbox 1130, Blindern, 0318 Oslo, Norway
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3
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Bledsoe JR, Kelly C, Stevens SM, Woller SC, Haug P, Lloyd JF, Allen TL, Butler AM, Jacobs JR, Elliott CG. Electronic pulmonary embolism clinical decision support and effect on yield of computerized tomographic pulmonary angiography: ePE-A pragmatic prospective cohort study. J Am Coll Emerg Physicians Open 2021; 2:e12488. [PMID: 34263250 PMCID: PMC8254596 DOI: 10.1002/emp2.12488] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2020] [Revised: 05/29/2021] [Accepted: 06/03/2021] [Indexed: 11/13/2022] Open
Abstract
OBJECTIVE Multiple professional societies recommend pre-test probability (PTP) assessment prior to imaging in the evaluation of patients with suspected pulmonary embolism (PE), however, PTP testing remains uncommon, with imaging occurring frequently and rates of confirmed PE remaining low. The goal of this study was to assess the impact of a clinical decision support tool embedded into the electronic health record to improve the diagnostic yield of computerized tomography pulmonary angiography (CTPA) in suspected patients with PE in the emergency department (ED). METHODS Between July 24, 2014 and December 31, 2016, 4 hospitals from a healthcare system embedded an optional electronic clinical decision support system to assist in the diagnosis of pulmonary embolism (ePE). This system employs the Pulmonary Embolism Rule-out Criteria (PERC) and revised Geneva Score (RGS) in series prior to CT imaging. We compared the diagnostic yield of CTPA) among patients for whom the physician opted to use ePE versus the diagnostic yield of CTPA when ePE was not used. RESULTS During the 2.5-year study period, 37,288 adult patients were eligible and included for study evaluation. Of eligible patients, 1949 of 37,288 (5.2%) were enrolled by activation of the tool. A total of 16,526 CTPAs were performed system-wide. When ePE was not engaged, CTPA was positive for PE in 1556 of 15,546 scans for a positive yield of 10.0%. When ePE was used, CTPA identified PE in 211 of 980 scans (21.5% yield) (P < 0.001). CONCLUSIONS ePE significantly increased the diagnostic yield of CTPA without missing 30-day clinically overt PE.
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Affiliation(s)
- Joseph R. Bledsoe
- Department of Emergency MedicineHealthcare Delivery InstituteIntermountain HealthcareMurrayUtahUSA
- Department of Emergency MedicineStanford MedicinePalo AltoCaliforniaUSA
| | - Christopher Kelly
- Department of SurgeryDivision of Emergency MedicineUniversity of Utah School of MedicineSalt Lake CityUtahUSA
| | - Scott M. Stevens
- Department of MedicineIntermountain Medical CenterMurrayUtahUSA
- Department of Internal MedicineUniversity of Utah School of MedicineSalt Lake CityUtahUSA
| | - Scott C. Woller
- Department of MedicineIntermountain Medical CenterMurrayUtahUSA
- Department of Internal MedicineUniversity of Utah School of MedicineSalt Lake CityUtahUSA
| | - Peter Haug
- Medical InformaticsIntermountain HealthcareMurrayUtahUSA
| | - James F. Lloyd
- Medical InformaticsIntermountain HealthcareMurrayUtahUSA
| | - Todd L. Allen
- Department of Emergency MedicineHealthcare Delivery InstituteIntermountain HealthcareMurrayUtahUSA
- Department of Emergency MedicineStanford MedicinePalo AltoCaliforniaUSA
| | | | | | - C. Gregory Elliott
- Department of MedicineIntermountain Medical CenterMurrayUtahUSA
- Department of Internal MedicineUniversity of Utah School of MedicineSalt Lake CityUtahUSA
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4
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Salehi L, Phalpher P, Yu H, Jaskolka J, Ossip M, Meaney C, Valani R, Mercuri M. Utilization of serum D-dimer assays prior to computed tomography pulmonary angiography scans in the diagnosis of pulmonary embolism among emergency department physicians: a retrospective observational study. BMC Emerg Med 2021; 21:10. [PMID: 33468044 PMCID: PMC7814629 DOI: 10.1186/s12873-021-00401-x] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2020] [Accepted: 01/04/2021] [Indexed: 01/15/2023] Open
Abstract
Background A variety of evidence-based algorithms and decision rules using D-Dimer testing have been proposed as instruments to allow physicians to safely rule out a pulmonary embolism (PE) in low-risk patients. Objective To describe the prevalence of D-Dimer utilization among emergency department (ED) physicians and its impact on positive yields and utilization rates of Computed Tomography Pulmonary Angiography (CTPA). Methods Data was collected on all CTPA studies ordered by ED physicians at three sites during a 2-year period. Using a chi-square test, we compared the diagnostic yield for those patients who had a D-Dimer prior to their CTPA and those who did not. Secondary analysis was done to examine the impact of D-Dimer testing prior to CTPA on individual physician diagnostic yield or utilization rate. Results A total of 2811 CTPAs were included in the analysis. Of these, 964 CTPAs (34.3%) were ordered without a D-Dimer, and 343 (18.7%) underwent a CTPA despite a negative D-Dimer. Those CTPAs preceded by a D-Dimer showed no significant difference in positive yields when compared to those ordered without a D-Dimer (9.9% versus 11.3%, p = 0.26). At the individual physician level, no statistically significant relationship was found between D-Dimer utilization and CTPA utilization rate or diagnostic yield. Conclusion This study provides evidence of suboptimal adherence to guidelines in terms of D-Dimer screening prior to CTPA, and forgoing CTPAs in patients with negative D-Dimers. However, the lack of a positive impact of D-Dimer testing on either CTPA diagnostic yield or utilization rate is indicative of issues relating to the high false-positive rates associated with D-Dimer screening.
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Affiliation(s)
- Leila Salehi
- Department of Family Medicine, McMaster University, 100 Main Street West, 6th floor, Hamilton, Ontario, Canada. .,Department of Family and Community Medicine, University of Toronto, 500 University Avenue, Toronto, Ontario, Canada. .,Department of Emergency Medicine, William Osler Health System, Suite S.1.184, 2100 Bovaird Avenue East, Brampton, Ontario, Canada.
| | - Prashant Phalpher
- Department of Family Medicine, McMaster University, 100 Main Street West, 6th floor, Hamilton, Ontario, Canada.,Department of Emergency Medicine, William Osler Health System, Suite S.1.184, 2100 Bovaird Avenue East, Brampton, Ontario, Canada
| | - Hubert Yu
- Department of Family and Community Medicine, University of Toronto, 500 University Avenue, Toronto, Ontario, Canada
| | - Jeffrey Jaskolka
- Department of Diagnostic Imaging, William Osler Health System, 2100 Bovaird Avenue East, Brampton, Ontario, Canada
| | - Marc Ossip
- Department of Diagnostic Imaging, William Osler Health System, 2100 Bovaird Avenue East, Brampton, Ontario, Canada
| | - Christopher Meaney
- Department of Family Medicine, McMaster University, 100 Main Street West, 6th floor, Hamilton, Ontario, Canada
| | - Rahim Valani
- Department of Emergency Medicine, William Osler Health System, Suite S.1.184, 2100 Bovaird Avenue East, Brampton, Ontario, Canada.,Division of Emergency Medicine, McMaster University, Hamilton Health Sciences, McMaster Clinic, 2nd floor, 237 Barton Street East, Hamilton, Ontario, Canada
| | - Mathew Mercuri
- Division of Emergency Medicine, McMaster University, Hamilton Health Sciences, McMaster Clinic, 2nd floor, 237 Barton Street East, Hamilton, Ontario, Canada
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5
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Ciprut SE, Kelly MD, Walter D, Hoffman R, Becker DJ, Loeb S, Sedlander E, Tenner CT, Sherman SE, Zeliadt SB, Makarov DV. A Clinical Reminder Order Check Intervention to Improve Guideline-concordant Imaging Practices for Men With Prostate Cancer: A Pilot Study. Urology 2020; 145:113-119. [PMID: 32721517 DOI: 10.1016/j.urology.2020.05.101] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2020] [Revised: 04/19/2020] [Accepted: 05/11/2020] [Indexed: 11/30/2022]
Abstract
OBJECTIVE To understand how to potentially improve inappropriate prostate cancer imaging rates we used National Comprehensive Cancer Network's guidelines to design and implement a Clinical Reminder Order Check (CROC) that alerts ordering providers of potentially inappropriate imaging orders in real-time based on patient features of men diagnosed with low-risk prostate cancer. METHODS We implemented the CROC at VA New York Harbor Healthcare System from April 2, 2015 to November 15, 2017. We then used VA administrative claims from the VA's Corporate Data Warehouse to analyze imaging rates among men with low-risk prostate cancer at VA New York Harbor Healthcare System before and after CROC implementation. We also collected and cataloged provider responses in response to overriding the CROC in qualitative analysis. RESULTS FIFTY SEVEN PERCENT: (117/205) of Veterans before CROC installation and 73% (61/83) of Veterans post-intervention with low-risk prostate cancer received guideline-concordant care. CONCLUSION While the decrease in inappropriate imaging during our study window was almost certainly due to many factors, a Computerized Patient Record System-based CROC intervention is likely associated with at least moderate improvement in guideline-concordant imaging practices for Veterans with low-risk prostate cancer.
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Affiliation(s)
- Shannon E Ciprut
- VA New York Harbor Healthcare System, New York, NY; Department of Urology, New York University, New York, NY; Department of Population Health, New York University, New York, NY
| | - Matthew D Kelly
- VA New York Harbor Healthcare System, New York, NY; Department of Urology, New York University, New York, NY; Department of Population Health, New York University, New York, NY.
| | - Dawn Walter
- VA New York Harbor Healthcare System, New York, NY; Department of Urology, New York University, New York, NY; Department of Population Health, New York University, New York, NY
| | | | - Daniel J Becker
- VA New York Harbor Healthcare System, New York, NY; Department of Oncology, New York University, New York, NY; Perlmutter Cancer Center, New York University, New York, NY
| | - Stacy Loeb
- VA New York Harbor Healthcare System, New York, NY; Department of Urology, New York University, New York, NY; Department of Population Health, New York University, New York, NY
| | - Erica Sedlander
- Department of Prevention and Community Health, George Washington University, Milken Institute School of Public Health, Washington, DC
| | - Craig T Tenner
- VA New York Harbor Healthcare System, New York, NY; Department of Medicine - General Internal Medicine, New York University, New York, NY
| | - Scott E Sherman
- VA New York Harbor Healthcare System, New York, NY; Department of Population Health, New York University, New York, NY
| | - Steven B Zeliadt
- Health Services Research and Development, Department of Veterans Affairs Medical Center, Seattle, Washington; Fred Hutchinson Cancer Research Center, Seattle, WA
| | - Danil V Makarov
- VA New York Harbor Healthcare System, New York, NY; Department of Urology, New York University, New York, NY; Department of Population Health, New York University, New York, NY; Perlmutter Cancer Center, New York University, New York, NY; Robert F. Wagner Graduate School of Public Service, New York University, New York, NY
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6
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Underuse of Clinical Decision Rules and d-Dimer in Suspected Pulmonary Embolism: A Nationwide Survey of the Veterans Administration Healthcare System. J Am Coll Radiol 2020; 17:405-411. [DOI: 10.1016/j.jacr.2019.10.001] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2019] [Revised: 09/29/2019] [Accepted: 10/03/2019] [Indexed: 12/19/2022]
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7
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Powers EM, Shiffman RN, Melnick ER, Hickner A, Sharifi M. Efficacy and unintended consequences of hard-stop alerts in electronic health record systems: a systematic review. J Am Med Inform Assoc 2019; 25:1556-1566. [PMID: 30239810 DOI: 10.1093/jamia/ocy112] [Citation(s) in RCA: 76] [Impact Index Per Article: 15.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2018] [Accepted: 07/26/2018] [Indexed: 11/13/2022] Open
Abstract
Objective Clinical decision support (CDS) hard-stop alerts-those in which the user is either prevented from taking an action altogether or allowed to proceed only with the external override of a third party-are increasingly common but can be problematic. To understand their appropriate application, we asked 3 key questions: (1) To what extent are hard-stop alerts effective in improving patient health and healthcare delivery outcomes? (2) What are the adverse events and unintended consequences of hard-stop alerts? (3) How do hard-stop alerts compare to soft-stop alerts? Methods and Materials Studies evaluating computerized hard-stop alerts in healthcare settings were identified from biomedical and computer science databases, gray literature sites, reference lists, and reviews. Articles were extracted for process outcomes, health outcomes, unintended consequences, user experience, and technical details. Results Of 32 studies, 15 evaluated health outcomes, 16 process outcomes only, 10 user experience, and 4 compared hard and soft stops. Seventy-nine percent showed improvement in health outcomes and 88% in process outcomes. Studies reporting good user experience cited heavy user involvement and iterative design. Eleven studies reported on unintended consequences including avoidance of hard-stopped workflow, increased alert frequency, and delay to care. Hard stops were superior to soft stops in 3 of 4 studies. Conclusions Hard stops can be effective and powerful tools in the CDS armamentarium, but they must be implemented judiciously with continuous user feedback informing rapid, iterative design. Investigators must report on associated health outcomes and unintended consequences when implementing IT solutions to clinical problems.
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Affiliation(s)
- Emily M Powers
- Yale Center for Medical Informatics, Yale University School of Medicine, New Haven, Connecticut, USA.,Department of Pediatrics, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Richard N Shiffman
- Yale Center for Medical Informatics, Yale University School of Medicine, New Haven, Connecticut, USA.,Department of Pediatrics, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Edward R Melnick
- Yale Center for Medical Informatics, Yale University School of Medicine, New Haven, Connecticut, USA.,Department of Emergency Medicine, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Andrew Hickner
- Cushing/Whitney Medical Library, Yale University School of Medicine, New Haven, Connecticut, USA
| | - Mona Sharifi
- Yale Center for Medical Informatics, Yale University School of Medicine, New Haven, Connecticut, USA.,Department of Pediatrics, Yale University School of Medicine, New Haven, Connecticut, USA
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8
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Evaluation of Cancer Patients With Suspected Pulmonary Embolism: Performance of the American College of Physicians Guideline. J Am Coll Radiol 2019; 17:22-30. [PMID: 31376398 DOI: 10.1016/j.jacr.2019.07.006] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2019] [Revised: 07/01/2019] [Accepted: 07/03/2019] [Indexed: 12/14/2022]
Abstract
BACKGROUND Accurate risk stratification of pulmonary embolism (PE) can reduce unnecessary imaging. We investigated the extent to which the American College of Physicians (ACP) guideline for evaluation of patients with suspected PE could be applied to cancer patients in the emergency department of a comprehensive cancer center. MATERIALS AND METHODS Data from cancer patients who underwent CT pulmonary angiography (CTPA) between August 1, 2015, and October 31, 2015, were collected. We assessed each patient's diagnostic workup for its adherence to the ACP guideline in terms of clinical risk stratification and age-adjusted d-dimer level and the degree to which these factors were associated with PE. RESULTS Of the 380 patients identified, 213 (56%) underwent CTPA indicated per the ACP guideline, and 78 (21%) underwent CTPA not indicated per the guideline. Only one of the patients who underwent nonindicated CTPA had a PE. Fifty-seven patients underwent unnecessary d-dimer evaluation, and 71 patients with negative d-dimer test results underwent nonindicated CTPA. PEs were found in 6 of 108 (6%) low-risk patients, 22 of 219 (10%) intermediate-risk patients, and 13 of 53 (25%) high-risk patients. The ACP guideline had negative predictive value of 99% (95% confidence interval: 93%-100%) and sensitivity of 97% (95% confidence interval: 86%-100%) in predicting PE. CONCLUSION The ACP guideline has good sensitivity for detecting PE in cancer patients and thus can be applied in this population. Compliance with the ACP guideline when evaluating cancer patients with suspected PE could reduce the use of unnecessary imaging and laboratory studies.
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9
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Dewey M, Wilkens U. The Bionic Radiologist: avoiding blurry pictures and providing greater insights. NPJ Digit Med 2019; 2:65. [PMID: 31388567 PMCID: PMC6616477 DOI: 10.1038/s41746-019-0142-9] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2019] [Accepted: 05/28/2019] [Indexed: 12/11/2022] Open
Abstract
Radiology images and reports have long been digitalized. However, the potential of the more than 3.6 billion radiology examinations performed annually worldwide has largely gone unused in the effort to digitally transform health care. The Bionic Radiologist is a concept that combines humanity and digitalization for better health care integration of radiology. At a practical level, this concept will achieve critical goals: (1) testing decisions being made scientifically on the basis of disease probabilities and patient preferences; (2) image analysis done consistently at any time and at any site; and (3) treatment suggestions that are closely linked to imaging results and are seamlessly integrated with other information. The Bionic Radiologist will thus help avoiding missed care opportunities, will provide continuous learning in the work process, and will also allow more time for radiologists' primary roles: interacting with patients and referring physicians. To achieve that potential, one has to cope with many implementation barriers at both the individual and institutional levels. These include: reluctance to delegate decision making, a possible decrease in image interpretation knowledge and the perception that patient safety and trust are at stake. To facilitate implementation of the Bionic Radiologist the following will be helpful: uncertainty quantifications for suggestions, shared decision making, changes in organizational culture and leadership style, maintained expertise through continuous learning systems for training, and role development of the involved experts. With the support of the Bionic Radiologist, disparities are reduced and the delivery of care is provided in a humane and personalized fashion.
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Affiliation(s)
- Marc Dewey
- Charité—Universitätsmedizin Berlin and Berlin Institute of Health, Berlin, Germany
| | - Uta Wilkens
- Ruhr-University Bochum, Institute of Work Science, Bochum, Germany
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10
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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.
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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.
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11
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Hentel K, Menard A, Khorasani R. New CMS Clinical Decision Support Regulations: A Potential Opportunity with Major Challenges. Radiology 2018; 283:10-13. [PMID: 28318445 DOI: 10.1148/radiol.2017161560] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
- Keith Hentel
- From the Department of Radiology, Weill Cornell Medical College/New York Presbyterian Hospital, 525 E 68th St, Box 141, New York, NY 10065 (K.H.); and Center for Evidence Based Imaging, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Mass (A.M., R.K.)
| | - Andrew Menard
- From the Department of Radiology, Weill Cornell Medical College/New York Presbyterian Hospital, 525 E 68th St, Box 141, New York, NY 10065 (K.H.); and Center for Evidence Based Imaging, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Mass (A.M., R.K.)
| | - Ramin Khorasani
- From the Department of Radiology, Weill Cornell Medical College/New York Presbyterian Hospital, 525 E 68th St, Box 141, New York, NY 10065 (K.H.); and Center for Evidence Based Imaging, Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Mass (A.M., R.K.)
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12
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Soo Hoo GW, Tsai E, Vazirani S, Li Z, Barack BM, Wu CC. Long-Term Experience With a Mandatory Clinical Decision Rule and Mandatory d-Dimer in the Evaluation of Suspected Pulmonary Embolism. J Am Coll Radiol 2018; 15:1673-1680. [PMID: 29907418 DOI: 10.1016/j.jacr.2018.04.031] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2018] [Revised: 04/13/2018] [Accepted: 04/30/2018] [Indexed: 02/03/2023]
Abstract
PURPOSE This study evaluated the long-term effectiveness of mandatory assignment of both a clinical decision rule (CDR) and highly sensitive d-dimer in the evaluation of patients with suspected pulmonary embolism (PE). MATERIALS AND METHODS Institutional guidelines with a CDR and highly sensitive d-dimer were embedded in an order entry menu with mandatory assignment of key components before ordering a CT pulmonary angiogram (CTPA). Data were retrospectively extracted from the electronic health record. RESULTS This was a retrospective review of 1,003 CTPA studies (905 patients, 845 male and 60 female patients, age 63.7 ± 13.5 years). CTPAs were positive for PE in 170 studies (17%), representing an average yield of 15% (year [average]; 2007 [15%], 2008 [18%], 2009 [15%], 2010 [15%], 2011 [17%], 2012 [15%], 2013 [23%]). The increased yield represented efforts of mandatory order entry assignments, educational sessions, and clinical champions. Different d-dimer thresholds with or without age adjustments in combination with the CDR identified about 10% of patients who may have been managed without CTPA. CONCLUSION Mandatory assignment of a CDR and highly sensitive d-dimer clinical decision pathway can be successfully incorporated into an order entry menu and produce a sustained increase in CTPA yield of patients with suspected PE.
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Affiliation(s)
- Guy W Soo Hoo
- Pulmonary and Critical Care, Internal Medicine, and Radiology, West Los Angeles VA Healthcare Center, Los Angeles, California.
| | - Emily Tsai
- Department of Radiology, Stanford University School of Medicine, Stanford, California
| | - Sondra Vazirani
- Pulmonary and Critical Care, Internal Medicine, and Radiology, West Los Angeles VA Healthcare Center, Los Angeles, California
| | - Zhaoping Li
- Pulmonary and Critical Care, Internal Medicine, and Radiology, West Los Angeles VA Healthcare Center, Los Angeles, California
| | - Bruce M Barack
- Pulmonary and Critical Care, Internal Medicine, and Radiology, West Los Angeles VA Healthcare Center, Los Angeles, California
| | - Carol C Wu
- Department of Diagnostic Radiology, University of Texas MD Anderson Cancer Center, Houston, Texas
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13
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Role of Clinical Decision Tools in the Diagnosis of Pulmonary Embolism. AJR Am J Roentgenol 2017; 208:W60-W70. [DOI: 10.2214/ajr.16.17206] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
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14
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Crawford F, Andras A, Welch K, Sheares K, Keeling D, Chappell FM. D-dimer test for excluding the diagnosis of pulmonary embolism. Cochrane Database Syst Rev 2016; 2016:CD010864. [PMID: 27494075 PMCID: PMC6457638 DOI: 10.1002/14651858.cd010864.pub2] [Citation(s) in RCA: 57] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
BACKGROUND Pulmonary embolism (PE) can occur when a thrombus (blood clot) travels through the veins and lodges in the arteries of the lungs, producing an obstruction. People who are thought to be at risk include those with cancer, people who have had a recent surgical procedure or have experienced long periods of immobilisation and women who are pregnant. The clinical presentation can vary, but unexplained respiratory symptoms such as difficulty breathing, chest pain and an increased respiratory rate are common.D-dimers are fragments of protein released into the circulation when a blood clot breaks down as a result of normal body processes or with use of prescribed fibrinolytic medication. The D-dimer test is a laboratory assay currently used to rule out the presence of high D-dimer plasma levels and, by association, venous thromboembolism (VTE). D-dimer tests are rapid, simple and inexpensive and can prevent the high costs associated with expensive diagnostic tests. OBJECTIVES To investigate the ability of the D-dimer test to rule out a diagnosis of acute PE in patients treated in hospital outpatient and accident and emergency (A&E) settings who have had a pre-test probability (PTP) of PE determined according to a clinical prediction rule (CPR), by estimating the accuracy of the test according to estimates of sensitivity and specificity. The review focuses on those patients who are not already established on anticoagulation at the time of study recruitment. SEARCH METHODS We searched 13 databases from conception until December 2013. We cross-checked the reference lists of relevant studies. SELECTION CRITERIA Two review authors independently applied exclusion criteria to full papers and resolved disagreements by discussion.We included cross-sectional studies of D-dimer in which ventilation/perfusion (V/Q) scintigraphy, computerised tomography pulmonary angiography (CTPA), selective pulmonary angiography and magnetic resonance pulmonary angiography (MRPA) were used as the reference standard.• PARTICIPANTS Adults who were managed in hospital outpatient and A&E settings and were suspected of acute PE were eligible for inclusion in the review if they had received a pre-test probability score based on a CPR.• INDEX TESTS quantitative, semi quantitative and qualitative D-dimer tests.• Target condition: acute symptomatic PE.• Reference standards: We included studies that used pulmonary angiography, V/Q scintigraphy, CTPA and MRPA as reference standard tests. DATA COLLECTION AND ANALYSIS Two review authors independently extracted data and assessed quality using Quality Assessment of Diagnostic Accuracy Studies-2 (QUADAS-2). We resolved disagreements by discussion. Review authors extracted patient-level data when available to populate 2 × 2 contingency tables (true-positives (TPs), true-negatives (TNs), false-positives (FPs) and false-negatives (FNs)). MAIN RESULTS We included four studies in the review (n = 1585 patients). None of the studies were at high risk of bias in any of the QUADAS-2 domains, but some uncertainty surrounded the validity of studies in some domains for which the risk of bias was uncertain. D-dimer assays demonstrated high sensitivity in all four studies, but with high levels of false-positive results, especially among those over the age of 65 years. Estimates of sensitivity ranged from 80% to 100%, and estimates of specificity from 23% to 63%. AUTHORS' CONCLUSIONS A negative D-dimer test is valuable in ruling out PE in patients who present to the A&E setting with a low PTP. Evidence from one study suggests that this test may have less utility in older populations, but no empirical evidence was available to support an increase in the diagnostic threshold of interpretation of D-dimer results for those over the age of 65 years.
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Affiliation(s)
- Fay Crawford
- NHS Fife, Queen Margaret HospitalDunfermlineUKKY12 0SU
| | - Alina Andras
- Keele University, Guy Hilton Research CentreInstitute for Science and Technology in MedicineThornburrow DriveHartshillStoke‐on‐TrentUKST4 7QB
| | - Karen Welch
- University of EdinburghUsher Institute of Population Health Sciences and InformaticsTeviot PlaceEdinburghUKEH8 9AG
| | - Karen Sheares
- Papworth Hospital NHS Foundation TrustCambridgeUKCB23 3RE
| | - David Keeling
- Churchill HospitalOxford Haemophilia & Thrombosis CentreOxfordUKOX3 7LJ
| | - Francesca M Chappell
- University of EdinburghDivision of Clinical NeurosciencesWestern General HospitalEdinburghUKEH4 2XU
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15
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Walen S, de Boer E, Edens MA, van der Worp CAJ, Boomsma MF, van den Berg JWK. Mandatory adherence to diagnostic protocol increases the yield of CTPA for pulmonary embolism. Insights Imaging 2016; 7:727-34. [PMID: 27448688 PMCID: PMC5028339 DOI: 10.1007/s13244-016-0509-2] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2016] [Revised: 06/11/2016] [Accepted: 06/23/2016] [Indexed: 12/01/2022] Open
Abstract
Objectives To determine if mandatory adherence to a diagnostic protocol increases the rate of computed tomography pulmonary angiographies (CTPAs) positive for pulmonary embolism (PE)—the so-called diagnostic yield. Further, we aim to identify factors associated with this diagnostic yield. Methods We included all patients with suspected PE requiring CTPA from 9 January 2014 t0 3 June 2014. The requesting physicians were forced to follow diagnostic workup for PE by calculating a Wells score and, if necessary, determining D-dimer level. The percentage of positive CTPA scans was calculated and compared with our previous cohort (Walen et al. Insights Imaging 2014;5(2):231–236). Odds ratios were calculated as a measure of association between dichotomous variables and CTPA findings. Results Of 250 scans, 74 were positive (29.6 % [95 % CI, 24.3-35.5 %]) and 175 were negative (70 %). The percentage positive scans increased with 6.6 % and the percentage negative scans decreased with 3.1 %. This change was statistically significant (p = 0.001). Independent clinical predictors of diagnostic yield were previous deep venous thrombosis (DVT) (OR, 3.22; p = 0.013) and clinical signs of DVT (OR, 2.71; p = 0.012). Chronic obstructive pulmonary disease (COPD) was negatively associated with PE (OR, 0.33; p = 0.045). Conclusions This study shows that mandatory adherence to a diagnostic protocol increases the yield of CTPA for PE in our centre. Main Messages • Mandatory adherence to diagnostic protocol increases the yield of CTPA for PE • Previous DVT and signs of DVT were associated with a higher yield • No patients with a low Wells score and a low D-dimer had PE
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Affiliation(s)
- Stefan Walen
- Department of Pulmonology, Isala, Dr. van Heesweg 2, 8025 AB, Zwolle, The Netherlands.
| | - Erwin de Boer
- Department of Radiology, Isala, Dr. van Heesweg 2, 8025 AB, Zwolle, The Netherlands
| | - Mireille A Edens
- Clinical Epidemiologist, Isala, Dr. van Heesweg 2, 8025 AB, Zwolle, The Netherlands
| | | | - Martijn F Boomsma
- Department of Radiology, Isala, Dr. van Heesweg 2, 8025 AB, Zwolle, The Netherlands
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16
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The Impact of Clinical Decision Rules on Computed Tomography Use and Yield for Pulmonary Embolism: A Systematic Review and Meta-analysis. Ann Emerg Med 2016; 67:693-701.e3. [DOI: 10.1016/j.annemergmed.2015.11.005] [Citation(s) in RCA: 42] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2015] [Revised: 10/27/2015] [Accepted: 11/02/2015] [Indexed: 11/22/2022]
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17
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Radiologist Point-of-Care Clinical Decision Support and Adherence to Guidelines for Incidental Lung Nodules. J Am Coll Radiol 2015; 13:156-62. [PMID: 26577875 DOI: 10.1016/j.jacr.2015.09.029] [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: 06/27/2015] [Accepted: 09/16/2015] [Indexed: 12/13/2022]
Abstract
PURPOSE To evaluate the effect of a workstation-integrated, point-of-care, clinical decision support (CDS) tool on radiologist adherence to radiology department guidelines for follow-up of incidental pulmonary nodules detected on abdominal CT. METHODS The CDS tool was developed to facilitate adherence to department guidelines for managing pulmonary nodules seen on abdominal CT. In October 2012, the tool was deployed within the radiology department of an academic medical center and could be used for a given abdominal CT at the discretion of the interpreting radiologist. We retrospectively identified consecutive patients who underwent abdominal CT (in the period from January 2012 to April 2013), had no comparison CT scans available, and were reported to have a solid, noncalcified, pulmonary nodule. Concordance between radiologist follow-up recommendation and department guidelines was compared among three groups: patients scanned before implementation of the CDS tool; and patients scanned after implementation, with versus without use of the tool. RESULTS A total of 409 patients were identified, including 268 for the control group. Overall, guideline concordance was higher after CDS tool implementation (92 of 141 [65%] versus 133 of 268 [50%], P = .003). This finding was driven by the subset of post-CDS implementation cases in which the CDS tool was used (57 of 141 [40%]). In these cases, guideline concordance was significantly higher (54 of 57 [95%]), compared with post-implementation cases in which CDS was not used (38 of 84 [45%], P < .001), and to a control group of patients from before implementation (133 of 268 [50%]; P < .001). CONCLUSIONS A point-of-care CDS tool was associated with improved adherence to guidelines for follow-up of incidental pulmonary nodules.
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18
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Goldzweig CL, Orshansky G, Paige NM, Miake-Lye IM, Beroes JM, Ewing BA, Shekelle PG. Electronic health record-based interventions for improving appropriate diagnostic imaging: a systematic review and meta-analysis. Ann Intern Med 2015; 162:557-65. [PMID: 25894025 DOI: 10.7326/m14-2600] [Citation(s) in RCA: 64] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
BACKGROUND One driver of increasing health care costs is the use of radiologic imaging procedures. More appropriate use could improve quality and reduce costs. PURPOSE To review interventions that use the computerized clinical decision-support (CCDS) capabilities of electronic health records to improve appropriate use of diagnostic radiologic test ordering. DATA SOURCES English-language articles in PubMed from 1995 to September 2014 and searches in Web of Science and PubMed of citations related to key articles. STUDY SELECTION 23 studies, including 3 randomized trials, 7 time-series studies, and 13 pre-post studies that assessed the effect of CCDS on diagnostic radiologic test ordering in adults. DATA EXTRACTION 2 independent reviewers extracted data on functionality, study outcomes, and context and assessed the quality of included studies. DATA SYNTHESIS Thirteen studies provided moderate-level evidence that CCDS improves appropriateness (effect size, -0.49 [95% CI, -0.71 to -0.26]) and reduces use (effect size, -0.13 [CI, -0.23 to -0.04]). Interventions with a "hard stop" that prevents a clinician from overriding the CCDS without outside consultation, as well as interventions in integrated care delivery systems, may be more effective. Harms have rarely been assessed but include decreased ordering of appropriate tests and physician dissatisfaction. LIMITATION Potential for publication bias, insufficient reporting of harms, and poor description of context and implementation. CONCLUSION Computerized clinical decision support integrated with the electronic health record can improve appropriate use of diagnostic radiology by a moderate amount and decrease use by a small amount. Before widespread adoption can be recommended, more data are needed on potential harms. PRIMARY FUNDING SOURCE U.S. Department of Veterans Affairs. (PROSPERO registration number: CRD42014007469).
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Affiliation(s)
- Caroline Lubick Goldzweig
- From West Los Angeles Veterans Affairs Medical Center and University of California, Los Angeles, Fielding School of Public Health, Los Angeles, and RAND Corporation, Southern California Evidence-based Practice Center, Santa Monica, California
| | - Greg Orshansky
- From West Los Angeles Veterans Affairs Medical Center and University of California, Los Angeles, Fielding School of Public Health, Los Angeles, and RAND Corporation, Southern California Evidence-based Practice Center, Santa Monica, California
| | - Neil M. Paige
- From West Los Angeles Veterans Affairs Medical Center and University of California, Los Angeles, Fielding School of Public Health, Los Angeles, and RAND Corporation, Southern California Evidence-based Practice Center, Santa Monica, California
| | - Isomi M. Miake-Lye
- From West Los Angeles Veterans Affairs Medical Center and University of California, Los Angeles, Fielding School of Public Health, Los Angeles, and RAND Corporation, Southern California Evidence-based Practice Center, Santa Monica, California
| | - Jessica M. Beroes
- From West Los Angeles Veterans Affairs Medical Center and University of California, Los Angeles, Fielding School of Public Health, Los Angeles, and RAND Corporation, Southern California Evidence-based Practice Center, Santa Monica, California
| | - Brett A. Ewing
- From West Los Angeles Veterans Affairs Medical Center and University of California, Los Angeles, Fielding School of Public Health, Los Angeles, and RAND Corporation, Southern California Evidence-based Practice Center, Santa Monica, California
| | - Paul G. Shekelle
- From West Los Angeles Veterans Affairs Medical Center and University of California, Los Angeles, Fielding School of Public Health, Los Angeles, and RAND Corporation, Southern California Evidence-based Practice Center, Santa Monica, California
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19
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Dunne RM, Ip IK, Abbett S, Gershanik EF, Raja AS, Hunsaker A, Khorasani R. Effect of Evidence-based Clinical Decision Support on the Use and Yield of CT Pulmonary Angiographic Imaging in Hospitalized Patients. Radiology 2015; 276:167-74. [PMID: 25686367 DOI: 10.1148/radiol.15141208] [Citation(s) in RCA: 42] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
PURPOSE To determine the effect of clinical decision support (CDS) on the use and yield of inpatient computed tomographic (CT) pulmonary angiography for acute pulmonary embolism (PE). MATERIALS AND METHODS This HIPAA-compliant, institutional review board-approved study with waiver of informed consent included all adults admitted to a 793-bed teaching hospital from April 1, 2007, to June 30, 2012. The CDS intervention, implemented after a baseline observation period, informed providers who placed an order for CT pulmonary angiographic imaging about the pretest probability of the study based on a validated decision rule. Use of CT pulmonary angiographic and admission data from administrative databases was obtained for this study. By using a validated natural language processing algorithm on radiology reports, each CT pulmonary angiographic examination was classified as positive or negative for acute PE. Primary outcome measure was monthly use of CT pulmonary angiography per 1000 admissions. Secondary outcome was CT pulmonary angiography yield (percentage of CT pulmonary angiographic examinations that were positive for acute PE). Linear trend analysis was used to assess for effect and trend differences in use and yield of CT pulmonary angiographic imaging before and after CDS. RESULTS In 272 374 admissions over the study period, 5287 patients underwent 5892 CT pulmonary angiographic examinations. A 12.3% decrease in monthly use of CT pulmonary angiography (26.0 to 22.8 CT pulmonary angiographic examinations per 1000 admissions before and after CDS, respectively; P = .008) observed 1 month after CDS implementation was sustained over the ensuing 32-month period. There was a nonsignificant 16.3% increase in monthly yield of CT pulmonary angiography or percentage of CT pulmonary angiographic examinations positive for acute PE after CDS (P = .65). CONCLUSION Implementation of evidence-based CDS for inpatients was associated with a 12.3% immediate and sustained decrease in use of CT pulmonary angiographic examinations in the evaluation of inpatients for acute PE. for this article.
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Affiliation(s)
- Ruth M Dunne
- From the Center for Evidence-Based Imaging (R.M.D., I.K.I., E.F.G., A.S.R., R.K.), Department of Radiology (R.M.D., I.K.I., E.F.G., A.S.R., A.H., R.K.), Department of Medicine (I.K.I., E.F.G.), Department of Emergency Medicine (A.S.R.), and Brigham and Women's Physician Organization (S.A.), Brigham and Women's Hospital, Harvard Medical School, 20 Kent St, 2nd Floor, Boston, MA 02120
| | - Ivan K Ip
- From the Center for Evidence-Based Imaging (R.M.D., I.K.I., E.F.G., A.S.R., R.K.), Department of Radiology (R.M.D., I.K.I., E.F.G., A.S.R., A.H., R.K.), Department of Medicine (I.K.I., E.F.G.), Department of Emergency Medicine (A.S.R.), and Brigham and Women's Physician Organization (S.A.), Brigham and Women's Hospital, Harvard Medical School, 20 Kent St, 2nd Floor, Boston, MA 02120
| | - Sarah Abbett
- From the Center for Evidence-Based Imaging (R.M.D., I.K.I., E.F.G., A.S.R., R.K.), Department of Radiology (R.M.D., I.K.I., E.F.G., A.S.R., A.H., R.K.), Department of Medicine (I.K.I., E.F.G.), Department of Emergency Medicine (A.S.R.), and Brigham and Women's Physician Organization (S.A.), Brigham and Women's Hospital, Harvard Medical School, 20 Kent St, 2nd Floor, Boston, MA 02120
| | - Esteban F Gershanik
- From the Center for Evidence-Based Imaging (R.M.D., I.K.I., E.F.G., A.S.R., R.K.), Department of Radiology (R.M.D., I.K.I., E.F.G., A.S.R., A.H., R.K.), Department of Medicine (I.K.I., E.F.G.), Department of Emergency Medicine (A.S.R.), and Brigham and Women's Physician Organization (S.A.), Brigham and Women's Hospital, Harvard Medical School, 20 Kent St, 2nd Floor, Boston, MA 02120
| | - Ali S Raja
- From the Center for Evidence-Based Imaging (R.M.D., I.K.I., E.F.G., A.S.R., R.K.), Department of Radiology (R.M.D., I.K.I., E.F.G., A.S.R., A.H., R.K.), Department of Medicine (I.K.I., E.F.G.), Department of Emergency Medicine (A.S.R.), and Brigham and Women's Physician Organization (S.A.), Brigham and Women's Hospital, Harvard Medical School, 20 Kent St, 2nd Floor, Boston, MA 02120
| | - Andetta Hunsaker
- From the Center for Evidence-Based Imaging (R.M.D., I.K.I., E.F.G., A.S.R., R.K.), Department of Radiology (R.M.D., I.K.I., E.F.G., A.S.R., A.H., R.K.), Department of Medicine (I.K.I., E.F.G.), Department of Emergency Medicine (A.S.R.), and Brigham and Women's Physician Organization (S.A.), Brigham and Women's Hospital, Harvard Medical School, 20 Kent St, 2nd Floor, Boston, MA 02120
| | - Ramin Khorasani
- From the Center for Evidence-Based Imaging (R.M.D., I.K.I., E.F.G., A.S.R., R.K.), Department of Radiology (R.M.D., I.K.I., E.F.G., A.S.R., A.H., R.K.), Department of Medicine (I.K.I., E.F.G.), Department of Emergency Medicine (A.S.R.), and Brigham and Women's Physician Organization (S.A.), Brigham and Women's Hospital, Harvard Medical School, 20 Kent St, 2nd Floor, Boston, MA 02120
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20
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Walen S, Leijstra MA, Uil SM, Boomsma MF, van den Berg JWK. Diagnostic yield of CT thorax angiography in patients suspected of pulmonary embolism: independent predictors and protocol adherence. Insights Imaging 2014; 5:231-6. [PMID: 24696191 PMCID: PMC3999363 DOI: 10.1007/s13244-014-0325-5] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2013] [Revised: 03/01/2014] [Accepted: 03/04/2014] [Indexed: 11/09/2022] Open
Abstract
Objectives To determine the diagnostic yield of computed tomography scanning of the pulmonary arteries (CTPA) in our centre and factors associated with it. Differences between specialties as well as adherence to protocol were investigated. Methods All patients receiving a first CTPA for pulmonary embolism (PE) in 2010 were included. Data about relevant clinical information and the requesting specialty were retrospectively obtained. Differences in diagnostic yield were tested using a chi-squared test. Independent predictors were identified with multivariate logistic regression. Results PE on CTPA was found in 224 of the 974 patients (23 %). Between specialties, diagnostic yield varied from 19.5 to 23.9 % (p = 0.20). Independent predictors of diagnostic yield were: age, sex, D-dimer, cough, dyspnea, cardiac history, chronic obstructive pulmonary disease (COPD), atelectasis/consolidation, intrapulmonary mass and/or interstitial pulmonary disease on CT. Wells scores were poorly documented (n = 127, 13.0 %). Poor adherence to protocol was also shown by a high amount of unnecessary D-dimer values with a high Wells-score (35 of 58; 58.6 %). Conclusions The diagnostic yield of CTPA in this study was relatively high in comparison with other studies (6.7–31 %). Better adherence to protocol might improve the diagnostic yield further. A prospective study could confirm the independent predictors found in this study. Teaching Points • Pulmonary embolism is potentially life-threatening and requires quick and reliable diagnosis. • Computed tomography of the pulmonary arteries (CTPA) provides this reliable diagnosis. • Several independent predictors of diagnostic yield of CTPA for pulmonary embolism were identified. • Diagnostic yield of CTPA did not differ between requesting specialties in our Hospital. • Better protocol adherence could improve the diagnostic yield of CTPA for pulmonary embolism.
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Affiliation(s)
- Stefan Walen
- Department of Pulmonology, Isala, Dr. van Heesweg 2, 8025 AB, Zwolle, The Netherlands,
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21
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Soo Hoo GW. Overview and assessment of risk factors for pulmonary embolism. Expert Rev Respir Med 2013; 7:171-91. [PMID: 23547993 DOI: 10.1586/ers.13.7] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
Pulmonary embolism is one of the most common undiagnosed conditions affecting hospitalized patients. There are a plethora of risk factors for venous thromboembolism and pulmonary emboli. These factors are grouped under the broad triad of hypercoagulability, stasis and injury to provide a framework for understanding. Important risk factors include inherited thrombophilia, age, malignancy and estrogens. These risk factors are reviewed in detail and several risk assessment models are reviewed. These risk assessment models help identify those at risk for disease and therefore candidates for thromboprophylaxis. Diagnosis can be difficult and is aided by clinical decision rules that incorporate clinical scores that define the likelihood of pulmonary embolism. These are important considerations, not only for diagnostic purposes, but also to minimize excessive use of imaging, which increases exposure to and risks associated with radiation. A healthy index of suspicion is often the key to diagnosis.
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Affiliation(s)
- Guy W Soo Hoo
- Pulmonary and Critical Care Section, West Los Angeles Veterans Affairs Healthcare Center, Geffen School of Medicine at UCLA, Los Angeles, CA, USA.
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Zafar HM, Mills AM, Khorasani R, Langlotz CP. Clinical decision support for imaging in the era of the Patient Protection and Affordable Care Act. J Am Coll Radiol 2013. [PMID: 23206649 DOI: 10.1016/j.jacr.2012.09.014] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
Imaging clinical decision support (CDS) systems provide evidence for or against imaging procedures ordered within a computerized physician order entry system at the time of the image order. Depending on the pertinent clinical history provided by the ordering clinician, CDS systems can optimize imaging by educating providers on appropriate image order entry and by alerting providers to the results of prior, potentially relevant imaging procedures, thereby reducing redundant imaging. The American Recovery and Reinvestment Act (ARRA) has expedited the adoption of computerized physician order entry and CDS systems in health care through the creation of financial incentives and penalties to promote the "meaningful use" of health IT. Meaningful use represents the latest logical next step in a long chain of legislation promoting the areas of appropriate imaging utilization, accurate reporting, and IT. It is uncertain if large-scale implementation of imaging CDS will lead to improved health care quality, as seen in smaller settings, or to improved patient outcomes. However, imaging CDS enables the correlation of existing imaging evidence with outcome measures, including morbidity, mortality, and short-term imaging-relevant management outcomes (eg, biopsy, chemotherapy). The purposes of this article are to review the legislative sequence relevant to imaging CDS and to give guidance to radiology practices focused on quality and financial performance improvement during this time of accelerating regulatory change.
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Affiliation(s)
- Hanna M Zafar
- University of Pennsylvania Perelman School of Medicine, Philadelphia, Pennsylvania 19104, USA.
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Raja AS, Ip IK, Prevedello LM, Sodickson AD, Farkas C, Zane RD, Hanson R, Goldhaber SZ, Gill RR, Khorasani R. Effect of computerized clinical decision support on the use and yield of CT pulmonary angiography in the emergency department. Radiology 2011; 262:468-74. [PMID: 22187633 DOI: 10.1148/radiol.11110951] [Citation(s) in RCA: 180] [Impact Index Per Article: 13.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
PURPOSE To determine the effect of evidence-based clinical decision support (CDS) on the use and yield of computed tomographic (CT) pulmonary angiography for acute pulmonary embolism (PE) in the emergency department (ED). MATERIALS AND METHODS Institutional review board approval was obtained for this HIPAA-compliant study, which was performed between October 1, 2003, and September 30, 2009, at a 793-bed quaternary care institution with 60,000 annual ED visits. Use (number of examinations per 1000 ED visits) and yield (percentage of examinations positive for acute PE) of CT pulmonary angiography were compared before and after CDS implementation in August 2007. The authors included all adult patients presenting to the ED and developed and validated a natural language processing tool to identify acute PE diagnoses. Linear trend analysis was used to assess for variation in CT pulmonary angiography use. Logistic regression was used to determine variation in yield after controlling for patient demographic and clinical characteristics. RESULTS Of 338,230 patients presenting to the ED, 6838 (2.0%) underwent CT pulmonary angiography. Quarterly CT pulmonary angiography use increased 82.1% before CDS implementation, from 14.5 to 26.4 examinations per 1000 patients (P<.0001) between October 10, 2003, and July 31, 2007. After CDS implementation, quarterly use decreased 20.1%, from 26.4 to 21.1 examinations per 1000 patients between August 1, 2007, and September 30, 2009 (P=.0379). Overall, 686 (10.0%) of the CT pulmonary angiographic examinations performed during the 6-year period were positive for PE; subsequent to CDS implementation, yield by quarter increased 69.0%, from 5.8% to 9.8% (P=.0323). CONCLUSION Implementation of evidence-based CDS in the ED was associated with a significant decrease in use, and increase in yield, of CT pulmonary angiography for the evaluation of acute PE.
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Affiliation(s)
- Ali S Raja
- Center for Evidence Based Imaging and Department of Radiology, Brigham and Women's Hospital, 75 Francis St, Neville House 312-E, Boston, MA 02115, USA.
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