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Passman J, Hwang J, Tang J, Fagen M, Epps M, Peifer M, Howell JT, Cohen JB, Delgado MK, Wachtel H, Herman DS. Active Choice Nudge to Increase Screening for Primary Aldosteronism in At-Risk Patients. J Am Coll Surg 2025; 240:46-59. [PMID: 39431610 PMCID: PMC11649442 DOI: 10.1097/xcs.0000000000001221] [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] [Indexed: 10/22/2024]
Abstract
BACKGROUND Primary aldosteronism (PA) is the most common cause of secondary hypertension, yet screening remains startlingly infrequent. We describe (1) PA screening practices in a large, diverse health system, (2) the development of a computable phenotype for PA screening, and (3) the design and pilot deployment of an electronic health record (EHR)-based active choice nudge to recommend PA screening. STUDY DESIGN A multidisciplinary team developed a multipronged intervention to improve PA screening informed by guidelines, expertise, and multivariable analyses of factors associated with screening. The intervention included EHR-based tools to automatically identify screen-eligible patients, an active choice nudge recommending screening for these patients, and screening result interpretation. The intervention was piloted across 2 primary care practices for 7 months. Screening frequencies were compared with clinics not receiving the intervention. RESULTS The baseline frequency of screening of eligible patients within 1 year was 1.4%. Higher mean systolic blood pressure (odds ratio [OR] 1.4; p < 0.001), more antihypertensive medications (OR 1.3; p = 0.002), lower minimum serum potassium (OR 2.0; p = 0.001), specialist care (OR 3.0; p < 0.001), and Black race (OR 1.5; p = 0.001) were associated with a higher likelihood of screening. The refined computable phenotype identified a subcohort with a higher frequency of positive screening (8.6% vs 4.1%; p = 0.03). In a pilot study of an active choice nudge, a greater proportion of eligible patients were screened in the intervention clinics (16.4%) than in the nonintervention clinics (1.8%; p < 0.001). CONCLUSIONS PA screening rates are low. This pilot study suggests an EHR-based nudge leveraging a precise computable phenotype can dramatically increase appropriate PA screening.
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Affiliation(s)
- Jesse Passman
- Department of Surgery, University of Pennsylvania Health System, Philadelphia, PA
- Leonard Davis Institute of Health Economics, University of Pennsylvania
| | - Jasmine Hwang
- Department of Surgery, University of Pennsylvania Health System, Philadelphia, PA
- Leonard Davis Institute of Health Economics, University of Pennsylvania
| | - Justin Tang
- Department of Pathology and Laboratory Medicine, University of Pennsylvania Health System, Philadelphia, PA
| | - Madeline Fagen
- Penn Medicine Nudge Unit, Center for Health Care Transformation & Innovation, University of Pennsylvania Health System, Philadelphia, PA
| | - Mika Epps
- Information Services, University of Pennsylvania Health System, Philadelphia, PA
| | - MaryAnne Peifer
- Leonard Davis Institute of Health Economics, University of Pennsylvania
- Department of Family Medicine, University of Pennsylvania Health System, Philadelphia, PA
| | - JT Howell
- Department of Family Medicine, University of Pennsylvania Health System, Philadelphia, PA
| | - Jordana B. Cohen
- Department of Medicine, Division of Renal Electrolyte and Hypertension, University of Pennsylvania Health System, Philadelphia, PA
| | - M. Kit Delgado
- Penn Medicine Nudge Unit, Center for Health Care Transformation & Innovation, University of Pennsylvania Health System, Philadelphia, PA
| | - Heather Wachtel
- Department of Surgery, University of Pennsylvania Health System, Philadelphia, PA
| | - Daniel S. Herman
- Leonard Davis Institute of Health Economics, University of Pennsylvania
- Department of Pathology and Laboratory Medicine, University of Pennsylvania Health System, Philadelphia, PA
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2
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Zekarias KL, Tessier KM, Kohlenberg JD, Radulescu A, Ikramuddin S. Best Practice Alert to Promote Screening for Primary Aldosteronism Among People With Apparent Treatment-Resistant Hypertension. Endocr Pract 2024; 30:657-662. [PMID: 38679387 PMCID: PMC11223963 DOI: 10.1016/j.eprac.2024.04.014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/24/2024] [Revised: 04/15/2024] [Accepted: 04/19/2024] [Indexed: 05/01/2024]
Abstract
OBJECTIVE Guidelines recommend screening all individuals with resistant hypertension for primary aldosteronism (PA) but less than 2% are screened. We aimed to develop a noninterruptive Best Practice Alert (BPA) to assess if its implementation in the electronic health record improved PA screening rates among individuals with apparent treatment-resistant hypertension (aTRH). METHODS We implemented a noninterruptive BPA on 9/17/2022 at our ambulatory primary care, endocrinology, nephrology, and cardiology clinics. We assessed clinical parameters of people with aTRH before (9/17/2021-9/16/2022) and after (9/17/2022-9/16/2023) the BPA was implemented. The noninterruptive BPA embedded with an order set identified people with aTRH and recommended screening for PA if it was not previously performed. RESULTS There were 10 944 and 11 463 people with aTRH who attended office visits during the 12 months before and after the BPA implementation, respectively. There were no statistically significant differences in median age (P = .096), sex (P = .577), race (P = .753), and ethnicity (P = .472) between the pre- and post-BPA implementation groups. There was a significant increase in PA screening orders placed (227 [2.1%] vs 476 [4.2%], P < .001) and PA screening labs performed (169 [1.5%] vs 382 [3.3, P < .001) after BPA implementation. PA screening tests were positive in 26% (44/169) and 23% (88/382) of people in the pre- and post-BPA groups, respectively (P = .447). CONCLUSION Implementation of a real-time electronic health record BPA doubled the screening rate for PA among people with aTRH; however, the overall screening rate was low.
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Affiliation(s)
- Kidmealem L Zekarias
- Division of Diabetes, Endocrinology and Metabolism, Department of Medicine, University of Minnesota, Minneapolis, Minnesota.
| | - Katelyn M Tessier
- Biostatistics Core, Masonic Cancer Center, University of Minnesota, Minneapolis, Minnesota
| | - Jacob D Kohlenberg
- Division of Diabetes, Endocrinology and Metabolism, Department of Medicine, University of Minnesota, Minneapolis, Minnesota
| | - Angela Radulescu
- Division of Diabetes, Endocrinology and Metabolism, Department of Medicine, University of Minnesota, Minneapolis, Minnesota
| | - Sayeed Ikramuddin
- Department of Surgery, University of Minnesota, Minneapolis, Minnesota
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3
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Jankulov A, As-Sanie S, Zimmerman C, Virzi J, Srinivasan S, Choe HM, Brummett CM. Effect of Best Practice Alert (BPA) on Post-Discharge Opioid Prescribing After Minimally Invasive Hysterectomy: A Quality Improvement Study. J Pain Res 2024; 17:667-675. [PMID: 38375407 PMCID: PMC10875180 DOI: 10.2147/jpr.s432262] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2023] [Accepted: 12/28/2023] [Indexed: 02/21/2024] Open
Abstract
Purpose The aim of this study was to describe the effectiveness of an electronic health record best practice alert (BPA) in decreasing gynecologic post-discharge opioid prescribing following benign minimally invasive hysterectomy. Patients and Methods The BPA triggered for opioid orders >15 tablets. Prescribers' options included (1) decrease to 15 ≤ tablets; (2) remove the order/utilize a defaulted order set; or (3) override the alert. Results 332 patients were included. The BPA triggered 29 times. The following actions were taken among 16 patients for whom the BPA triggered: "override the alert" (n=13); "cancel the alert" (n=2); and 'remove the opioid order set' (n=1). 12/16 patients had discharge prescriptions: one patient received 20 tablets; two received 10 tablets; and nine received 15 tablets. Top reasons for over prescribing included concerns for pain control and lack of alternatives. Conclusion Implementing a post-discharge opioid prescribing BPA aligned opioid prescribing following benign minimally invasive hysterectomy with guideline recommendations.
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Affiliation(s)
- Alexandra Jankulov
- Oakland University William Beaumont School of Medicine, Rochester Hills, MI, USA
| | - Sawsan As-Sanie
- Department of Obstetrics & Gynecology, University of Michigan Health System, Ann Arbor, MI, USA
| | - Christopher Zimmerman
- Department of Health Information and Technology Services, University of Michigan Health System, Ann Arbor, MI, USA
| | - Jessica Virzi
- Department of Precision Health, University of Michigan Health System, Ann Arbor, MI, USA
| | - Sudharsan Srinivasan
- Department of Anesthesiology, University of Michigan Health System, Ann Arbor, MI, USA
| | - Hae Mi Choe
- Department of Health Information and Technology Services, University of Michigan Health System, Ann Arbor, MI, USA
| | - Chad M Brummett
- Department of Anesthesiology, University of Michigan Health System, Ann Arbor, MI, USA
- Michigan Opioid Prescribing Engagement Network, Ann Arbor, MI, USA
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Strumann C, Engler NJ, von Meissner WCG, Blickle PG, Steinhäuser J. Quality of care in patients with hypertension: a retrospective cohort study of primary care routine data in Germany. BMC PRIMARY CARE 2024; 25:54. [PMID: 38342910 PMCID: PMC10859029 DOI: 10.1186/s12875-024-02285-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/26/2023] [Accepted: 01/24/2024] [Indexed: 02/13/2024]
Abstract
BACKGROUND Hypertension is a leading cause of morbidity and mortality if not properly managed. Primary care has a major impact on these outcomes if its strengths, such as continuity of care, are deployed wisely. The analysis aimed to evaluate the quality of care for newly diagnosed hypertension in routine primary care data. METHODS In the retrospective cohort study, routine data (from 2016 to 2022) from eight primary care practices in Germany were exported in anonymized form directly from the electronic health record (EHR) systems and processed for this analysis. The analysis focused on five established quality indicators for the care of patients who have been recently diagnosed with hypertension. RESULTS A total of 30,691 patients were treated in the participating practices, 2,507 of whom have recently been diagnosed with hypertension. Prior to the pandemic outbreak, 19% of hypertensive patients had blood pressure above 140/90 mmHg and 68% received drug therapy (n = 1,372). After the pandemic outbreak, the proportion of patients with measured blood pressure increased from 63 to 87%, while the other four indicators remained relatively stable. Up to 80% of the total variation of the quality indicators could be explained by individual practices. CONCLUSION For the majority of patients, diagnostic procedures are not used to the extent recommended by guidelines. The analysis showed that quality indicators for outpatient care could be mapped onto the basis of routine data. The results could easily be reported to the practices in order to optimize the quality of care.
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Affiliation(s)
- Christoph Strumann
- Institute of Family Medicine, University Medical Center Schleswig-Holstein, Campus Lübeck, Ratzeburger Allee 160, 23562, Luebeck, Schleswig-Holstein, Germany.
| | - Nicola J Engler
- Institute of Family Medicine, University Medical Center Schleswig-Holstein, Campus Lübeck, Ratzeburger Allee 160, 23562, Luebeck, Schleswig-Holstein, Germany
| | - Wolfgang C G von Meissner
- Institute of Family Medicine, University Medical Center Schleswig-Holstein, Campus Lübeck, Ratzeburger Allee 160, 23562, Luebeck, Schleswig-Holstein, Germany
- Hausärzte Am Spritzenhaus, Family Practice, Baiersbronn, Germany
| | - Paul-Georg Blickle
- Institute of Family Medicine, University Medical Center Schleswig-Holstein, Campus Lübeck, Ratzeburger Allee 160, 23562, Luebeck, Schleswig-Holstein, Germany
- Hausärzte Am Spritzenhaus, Family Practice, Baiersbronn, Germany
| | - Jost Steinhäuser
- Institute of Family Medicine, University Medical Center Schleswig-Holstein, Campus Lübeck, Ratzeburger Allee 160, 23562, Luebeck, Schleswig-Holstein, Germany
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Charoensri S, Bashaw L, Dehmlow C, Ellies T, Wyckoff J, Turcu AF. Evaluation of a Best-Practice Advisory for Primary Aldosteronism Screening. JAMA Intern Med 2024; 184:174-182. [PMID: 38190155 PMCID: PMC10775078 DOI: 10.1001/jamainternmed.2023.7389] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/14/2023] [Accepted: 11/10/2023] [Indexed: 01/09/2024]
Abstract
Importance Primary aldosteronism (PA) is a common cause of secondary hypertension and an independent risk factor for cardiovascular morbidity and mortality. Fewer than 2% to 4% of patients at risk are evaluated for PA. Objective To develop and evaluate an electronic health record best-practice advisory (BPA) that assists with PA screening. Design, Setting, and Participants This prospective quality improvement study was conducted at academic center outpatient clinics. Data analysis was performed between February and June 2023 and included adults with hypertension and at least 1 of the following: 4 or more current antihypertensive medications; hypokalemia; age younger than 35 years; or adrenal nodule(s). Patients previously tested for PA were excluded. Exposure A noninterruptive BPA was developed to trigger for PA screening candidates seen in outpatient setting by clinicians who treat hypertension. The BPA included an order set for PA screening and a link to results interpretation guidance. Main Outcomes and Measures (1) The number of PA screening candidates identified by the BPA between October 1, 2021, and December 31, 2022; (2) the rates of PA screening; and (3) the BPA use patterns, stratified by physician specialty were assessed. Results Over 15 months, the BPA identified 14 603 unique candidates (mean [SD] age, 65.5 [16.9] years; 7300 women [49.9%]; 371 [2.5%] Asian, 2383 [16.3%] Black, and 11 225 [76.9%] White individuals) for PA screening, including 7028 (48.1%) with treatment-resistant hypertension, 6351 (43.5%) with hypokalemia, 1537 (10.5%) younger than 35 years, and 445 (3.1%) with adrenal nodule(s). In total, 2040 patients (14.0%) received orders for PA screening. Of these, 1439 patients (70.5%) completed the recommended screening within the system, and 250 (17.4%) had positive screening results. Most screening orders were placed by internists (40.0%) and family medicine physicians (28.1%). Family practitioners (80.3%) and internists (68.9%) placed most orders via the embedded order set, while specialists placed most orders (83.0%-95.4%) outside the BPA. Patients who received screening were younger and included more women and Black patients than those not screened. The likelihood of screening was higher among patients with obesity and dyslipidemia and lower in those with chronic kidney disease and established cardiovascular complications. Conclusions and Relevance The study results suggest that noninterruptive BPAs are potentially promising PA screening-assistance tools, particularly among primary care physicians. Combined with artificial intelligence algorithms that optimize the detection yield, refined BPAs may contribute to personalized hypertension care.
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Affiliation(s)
- Suranut Charoensri
- Division of Metabolism, Endocrinology, and Diabetes, Department of Internal Medicine, University of Michigan, Ann Arbor
- Division of Endocrinology and Metabolism, Department of Medicine, Faculty of Medicine, Khon Kaen University, Khon Kaen, Thailand
| | - Linda Bashaw
- Department of Internal Medicine, University of Michigan, Ann Arbor
| | - Cheryl Dehmlow
- Health Information and Technology Systems, University of Michigan, Ann Arbor
| | - Tammy Ellies
- Department of Internal Medicine, University of Michigan, Ann Arbor
| | - Jennifer Wyckoff
- Division of Metabolism, Endocrinology, and Diabetes, Department of Internal Medicine, University of Michigan, Ann Arbor
| | - Adina F. Turcu
- Division of Metabolism, Endocrinology, and Diabetes, Department of Internal Medicine, University of Michigan, Ann Arbor
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Ose D, Adediran E, Owens R, Gardner E, Mervis M, Turner C, Carlson E, Forbes D, Jasumback CL, Stuligross J, Pohl S, Kiraly B. Electronic Health Record-Driven Approaches in Primary Care to Strengthen Hypertension Management Among Racial and Ethnic Minoritized Groups in the United States: Systematic Review. J Med Internet Res 2023; 25:e42409. [PMID: 37713256 PMCID: PMC10541643 DOI: 10.2196/42409] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2022] [Revised: 06/01/2023] [Accepted: 07/04/2023] [Indexed: 09/16/2023] Open
Abstract
BACKGROUND Managing hypertension in racial and ethnic minoritized groups (eg, African American/Black patients) in primary care is highly relevant. However, evidence on whether or how electronic health record (EHR)-driven approaches in primary care can help improve hypertension management for patients of racial and ethnic minoritized groups in the United States remains scarce. OBJECTIVE This review aims to examine the role of the EHR in supporting interventions in primary care to strengthen the hypertension management of racial and ethnic minoritized groups in the United States. METHODS A search strategy based on the PICO (Population, Intervention, Comparison, and Outcome) guidelines was utilized to query and identify peer-reviewed articles on the Web of Science and PubMed databases. The search strategy was based on terms related to racial and ethnic minoritized groups, hypertension, primary care, and EHR-driven interventions. Articles were excluded if the focus was not hypertension management in racial and ethnic minoritized groups or if there was no mention of health record data utilization. RESULTS A total of 29 articles were included in this review. Regarding populations, Black/African American patients represented the largest population (26/29, 90%) followed by Hispanic/Latino (18/29, 62%), Asian American (7/29, 24%), and American Indian/Alaskan Native (2/29, 7%) patients. No study included patients who identified as Native Hawaiian/Pacific Islander. The EHR was used to identify patients (25/29, 86%), drive the intervention (21/29, 72%), and monitor results and outcomes (7/29, 59%). Most often, EHR-driven approaches were used for health coaching interventions, disease management programs, clinical decision support (CDS) systems, and best practice alerts (BPAs). Regarding outcomes, out of 8 EHR-driven health coaching interventions, only 3 (38%) reported significant results. In contrast, all the included studies related to CDS and BPA applications reported some significant results with respect to improving hypertension management. CONCLUSIONS This review identified several use cases for the integration of the EHR in supporting primary care interventions to strengthen hypertension management in racial and ethnic minoritized patients in the United States. Some clinical-based interventions implementing CDS and BPA applications showed promising results. However, more research is needed on community-based interventions, particularly those focusing on patients who are Asian American, American Indian/Alaskan Native, and Native Hawaiian/Pacific Islander. The developed taxonomy comprising "identifying patients," "driving intervention," and "monitoring results" to classify EHR-driven approaches can be a helpful tool to facilitate this.
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Affiliation(s)
- Dominik Ose
- Department of Family and Preventive Medicine, University of Utah, Salt Lake City, UT, United States
| | - Emmanuel Adediran
- Department of Family and Preventive Medicine, University of Utah, Salt Lake City, UT, United States
| | - Robert Owens
- Department of Family and Preventive Medicine, University of Utah, Salt Lake City, UT, United States
| | - Elena Gardner
- Department of Family and Preventive Medicine, University of Utah, Salt Lake City, UT, United States
| | - Matthew Mervis
- Department of Family and Preventive Medicine, University of Utah, Salt Lake City, UT, United States
| | - Cindy Turner
- Department of Family and Preventive Medicine, University of Utah, Salt Lake City, UT, United States
| | - Emily Carlson
- Community Physicians Group, University of Utah, Salt Lake City, UT, United States
| | - Danielle Forbes
- Utah Department of Health and Human Services, Salt Lake City, UT, United States
| | | | - John Stuligross
- Utah Department of Health and Human Services, Salt Lake City, UT, United States
| | - Susan Pohl
- Department of Family and Preventive Medicine, University of Utah, Salt Lake City, UT, United States
| | - Bernadette Kiraly
- Department of Family and Preventive Medicine, University of Utah, Salt Lake City, UT, United States
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Tam HL, Chung SF, Wang Q. Urban-rural disparities in hypertension management among middle-aged and older patients: Results of a 2018 Chinese national study. Chronic Illn 2023; 19:581-590. [PMID: 35603631 DOI: 10.1177/17423953221102627] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
OBJECTIVES Hypertension is a well-known global risk factor associated with significant morbidity and mortality. Medication use and urban-rural disparities in medication usage patterns affect hypertension management. We investigated patient characteristics across different geographical areas to determine factors that affect medication use among Chinese patients aged ≥ 45 years, diagnosed with hypertension. METHODS Data were extracted from the China Health and Retirement Longitudinal Study 2018. We recorded differences in medication use, advice from healthcare providers, and health-related behaviors between urban and rural areas. RESULTS The study included 2115 patients with hypertension (mean age 62.06 years). Advice received and medication use were significantly lower in patients from rural areas than in those from urban areas. Our findings showed that urban residence, comorbidities, advice regarding lifestyle changes, and smoking were positive predictors of medication use, whereas alcohol consumption and regular exercise reduced the likelihood of medication use. DISCUSSION We observed urban-rural disparities in hypertension management, and several strategies, including distribution of reminders and written materials can be integrated into current clinical practice to improve the rate of medication use among rural residents with hypertension.
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Affiliation(s)
- Hon Lon Tam
- Kiang Wu Nursing College of Macau, Macau, China
| | | | - Qun Wang
- School of Nursing, Shenzhen University, Shenzhen, China
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Allen CC, Swanson BL, Zhang X, Schnapp B, Ruhland SM, Bartlett HL. Optimizing efficiency of a custom clinical decision support tool improves adult congenital heart disease care. AMERICAN HEART JOURNAL PLUS : CARDIOLOGY RESEARCH AND PRACTICE 2023; 31:100303. [PMID: 38510558 PMCID: PMC10945959 DOI: 10.1016/j.ahjo.2023.100303] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/01/2023] [Revised: 04/13/2023] [Accepted: 05/19/2023] [Indexed: 03/22/2024]
Abstract
Study objective Improve the efficiency of an inpatient clinical decision support tool (CDS) for patients with adult congenital heart disease (ACHD). Design The efficiency of a CDS was evaluated across two time periods and compared. Setting An academic, tertiary care center. Participants ACHD patients roomed in an inpatient setting. Intervention Plan-Do-Study-Act (PDSA) methods were applied starting in 2021 and included refinement of diagnostic codes and the addition of department encounter codes. Main outcome measures True positive and false positive CDS alerts. Results Baseline data from 2017 had a median (IQR) of 38 (17) and 2019 baseline data had 65 (19) total alerts per month. Combining both baseline data years, the median true positive CDS alerts was 47.3 %. There were 71 (6) total alerts per month for the 2021-2022 time period and with ongoing PDSA cycles and optimization in the CDS the true positive alerts improved substantially resulting in a shifting of the median to 78.9 % within 9 months. Conclusion CDS can efficiently notify providers when an ACHD patient is encountered. The use of ICD 10 codes alone to identify ACHD patients has limited accuracy with a high proportion of false positives. Ongoing revision of the CDS system methods is important to improving efficiency and minimizing provider alert fatigue.
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Affiliation(s)
- Catherine C. Allen
- Department of Pediatrics, School of Medicine and Public Health, University of Wisconsin – Madison, Madison, WI, United States of America
| | - Briana L. Swanson
- Department of Medicine, School of Medicine and Public Health, University of Wisconsin – Madison, Madison, WI, United States of America
| | - Xiao Zhang
- Department of Pediatrics, School of Medicine and Public Health, University of Wisconsin – Madison, Madison, WI, United States of America
| | - Benjamin Schnapp
- Center for Clinical Knowledge Management, UW Hospitals and Clinics, Madison, WI, United States of America
| | - Sherri M. Ruhland
- Department of Cardiology, UW Hospitals and Clinics, Madison, WI, United States of America
| | - Heather L. Bartlett
- Department of Pediatrics, School of Medicine and Public Health, University of Wisconsin – Madison, Madison, WI, United States of America
- Department of Medicine, School of Medicine and Public Health, University of Wisconsin – Madison, Madison, WI, United States of America
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Chen W, Howard K, Gorham G, O'Bryan CM, Coffey P, Balasubramanya B, Abeyaratne A, Cass A. Design, effectiveness, and economic outcomes of contemporary chronic disease clinical decision support systems: a systematic review and meta-analysis. J Am Med Inform Assoc 2022; 29:1757-1772. [PMID: 35818299 PMCID: PMC9471723 DOI: 10.1093/jamia/ocac110] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2022] [Revised: 06/21/2022] [Accepted: 06/25/2022] [Indexed: 01/10/2023] Open
Abstract
Objectives Electronic health record-based clinical decision support (CDS) has the potential to improve health outcomes. This systematic review investigates the design, effectiveness, and economic outcomes of CDS targeting several common chronic diseases. Material and Methods We conducted a search in PubMed (Medline), EBSCOHOST (CINAHL, APA PsychInfo, EconLit), and Web of Science. We limited the search to studies from 2011 to 2021. Studies were included if the CDS was electronic health record-based and targeted one or more of the following chronic diseases: cardiovascular disease, diabetes, chronic kidney disease, hypertension, and hypercholesterolemia. Studies with effectiveness or economic outcomes were considered for inclusion, and a meta-analysis was conducted. Results The review included 76 studies with effectiveness outcomes and 9 with economic outcomes. Of the effectiveness studies, 63% described a positive outcome that favored the CDS intervention group. However, meta-analysis demonstrated that effect sizes were heterogenous and small, with limited clinical and statistical significance. Of the economic studies, most full economic evaluations (n = 5) used a modeled analysis approach. Cost-effectiveness of CDS varied widely between studies, with an estimated incremental cost-effectiveness ratio ranging between USD$2192 to USD$151 955 per QALY. Conclusion We summarize contemporary chronic disease CDS designs and evaluation results. The effectiveness and cost-effectiveness results for CDS interventions are highly heterogeneous, likely due to differences in implementation context and evaluation methodology. Improved quality of reporting, particularly from modeled economic evaluations, would assist decision makers to better interpret and utilize results from these primary research studies. Registration PROSPERO (CRD42020203716)
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Affiliation(s)
- Winnie Chen
- Menzies School of Health Research, Charles Darwin University, Casuarina, Northern Territory, Australia
| | - Kirsten Howard
- School of Public Health, Faculty of Medicine and Health, University of Sydney, Sydney, New South Wales, Australia
| | - Gillian Gorham
- Menzies School of Health Research, Charles Darwin University, Casuarina, Northern Territory, Australia
| | - Claire Maree O'Bryan
- Menzies School of Health Research, Charles Darwin University, Casuarina, Northern Territory, Australia
| | - Patrick Coffey
- Menzies School of Health Research, Charles Darwin University, Casuarina, Northern Territory, Australia
| | - Bhavya Balasubramanya
- Menzies School of Health Research, Charles Darwin University, Casuarina, Northern Territory, Australia
| | - Asanga Abeyaratne
- Menzies School of Health Research, Charles Darwin University, Casuarina, Northern Territory, Australia
| | - Alan Cass
- Menzies School of Health Research, Charles Darwin University, Casuarina, Northern Territory, Australia
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Adie SK, Barnes GD, Konerman MC. A Deadly Override. Circ Cardiovasc Qual Outcomes 2022; 15:e009066. [DOI: 10.1161/circoutcomes.122.009066] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Affiliation(s)
- Sarah K. Adie
- Department of Clinical Pharmacy, University of Michigan. (S.KA.)
| | - Geoffrey D. Barnes
- Division of Cardiovascular Medicine, Department of Internal Medicine, Frankel Cardiovascular Center, University of Michigan. (G.D.B., M.C.K.)
| | - Matthew C. Konerman
- Division of Cardiovascular Medicine, Department of Internal Medicine, Frankel Cardiovascular Center, University of Michigan. (G.D.B., M.C.K.)
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Smith K, Durant KM, Zimmerman C. Impact of an electronic health record alert on inappropriate prescribing of high-risk medications to patients with concurrent "do not give" orders. Am J Health Syst Pharm 2022; 79:1198-1204. [PMID: 35333916 DOI: 10.1093/ajhp/zxac092] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
DISCLAIMER In an effort to expedite the publication of articles related to the COVID-19 pandemic, AJHP is posting these manuscripts online as soon as possible after acceptance. Accepted manuscripts have been peer-reviewed and copyedited, but are posted online before technical formatting and author proofing. These manuscripts are not the final version of record and will be replaced with the final article (formatted per AJHP style and proofed by the authors) at a later time. PURPOSE To evaluate the effectiveness of clinical decision support (CDS) alerts tied to high-risk medications at a Michigan health system by determining the true prescriber action rate in response to select "do not give" (DNG) alerts. METHODS A retrospective review of prescriber actions in response to CDS alerts was conducted to evaluate the effectiveness of alerts designed to prevent prescribing of high-risk medications to patients with concurrent DNG orders. The primary endpoint was the overall action rate, determined by totaling orders cancelled within the alert display and orders modified shortly after an alert. The overall action rate was hypothesized to significantly exceed the action rate estimated on the basis of alert overrides alone. Following the initial review, changes were made to the alert format and preset documentation choices ("acknowledgement comments"), and it was hypothesized that these changes would increase the overall action rate. A repeat analysis was conducted to evaluate the impact of these changes. RESULTS Across a total of 506 CDS alerts over 14 months, 78% resulted in prescribers modifying orders to comply with alert recommendations. Prescribers cancelled orders in response to only 26% of alerts, often overriding alerts prior to modifying orders. Documentation of rationale or approval for overrides was inconsistent, and while requiring acknowledgement comments facilitated documentation of prescriber rationale, it did not consistently improve overall action rates. CONCLUSION These findings demonstrate that override rates alone are not good markers for the true effectiveness of CDS alerts and support the need for frequent evaluation of alerts at the institutional level. CDS alerts remain a valuable tool to prevent inappropriate prescribing of high-risk medications and for promoting patient safety.
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Affiliation(s)
- Kirsten Smith
- Department of Pharmacy Services and Clinical Pharmacy, Michigan Medicine, Ann Arbor, MI, and University of Michigan College of Pharmacy, Ann Arbor, MI, USA
| | - Karin M Durant
- Department of Pharmacy Services and Clinical Pharmacy, Michigan Medicine, Ann Arbor, MI, and University of Michigan College of Pharmacy, Ann Arbor, MI, USA
| | - Chris Zimmerman
- University of Michigan College of Pharmacy, Ann Arbor, MI, and Department of Health Information Technology & Services, Michigan Medicine, Ann Arbor, MI, USA
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Watkins J, Scoggins N, Cheaton BM, Nimmer M, Levas MN, Baumer-Mouradian SH, Melzer-Lange MD. Assessing improvements in emergency department referrals to a hospital-based violence intervention program. Inj Epidemiol 2021; 8:44. [PMID: 34517900 PMCID: PMC8436440 DOI: 10.1186/s40621-021-00333-x] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2021] [Accepted: 05/12/2021] [Indexed: 11/17/2022] Open
Abstract
Background Youth violence is a major public health concern in the United States. Hospital-based Violence Intervention Programs (HVIPs) are integral in connecting youth sustaining interpersonal violence-related injuries to medical, mental health, and social services. At our pediatric emergency department, our baseline referral rate to the established HVIP was 32.5%. From November 2018–2019, we aimed to increase the percent of eligible patients referred to our HVIP from 32.5 to 70% for patients aged 7–18 years who present to our Level 1 emergency department/trauma center with a violent injury. Methods For this quality improvement project, we recorded key aspects of the referral process, such as patient eligibility, who placed referrals, and when referrals were placed in relation to the ED admission. Key stakeholders were interviewed to identify specific interventions. Our key interventions were: 1. Educating providers on eligibility requirements. 2. Encouraging nurses to enter consults at the time of admission. 3. Publishing information about program referrals in the weekly nursing newsletter. 4. Updating social workers on eligibility requirements for the HVIP. We used PDSA cycles to inform our project. Our primary outcome measure was the number of eligible patients referred to our HVIP and measures were analyzed using statistical process control charts. Results The HVIP-eligible population had the following demographics: 31.1% female and a mean age 14.3 ± 2.7, 82.6% assaults and 17.4% gunshot wounds. From 11/2018 to 11/2019, there were 78 referrals to the HVIP, out of 167 eligible patients. The referral rate improved from 32.5% pre-interventions to 61.1% post-interventions, showing an 88% increase. Conclusion(s) We noted an increase in referrals to our HVIP following our interventions that centered on educating, advertising, and encouraging. Future studies will focus on analyzing other aspects of the enrollment process, such as obtaining patient consent.
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Affiliation(s)
- Jayda Watkins
- Pediatrics, Medical College of Wisconsin, Milwaukee, WI, 53226, USA.
| | - Na'il Scoggins
- Pediatrics, Medical College of Wisconsin, Milwaukee, WI, 53226, USA
| | | | - Mark Nimmer
- Pediatrics, Medical College of Wisconsin, Milwaukee, WI, 53226, USA
| | - Michael N Levas
- Pediatrics, Medical College of Wisconsin, Milwaukee, WI, 53226, USA
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Han H, Chung G, Sippola E, Chen W, Morgan S, Renner E, Ruff A, Sales A, Kurlander J, Barnes GD. Improving preprocedure antithrombotic management: Implementation and sustainment of a best practice alert and pharmacist referral process. Res Pract Thromb Haemost 2021; 5:e12558. [PMID: 34296057 PMCID: PMC8285271 DOI: 10.1002/rth2.12558] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2021] [Revised: 04/26/2021] [Accepted: 05/24/2021] [Indexed: 11/08/2022] Open
Abstract
BACKGROUND Electronic medical record-based interventions such as best practice alerts, or reminders, have been proposed to improve evidence-based medication prescribing. Formal implementation evaluation including long-term sustainment are not commonly reported. Preprocedural medication management is often a complex issue for patients taking antithrombotic medications. METHODS We implemented a best practice alert (BPA) that recommended referral to an anticoagulation clinic before outpatient elective gastrointestinal (GI) endoscopies. Eligible patients were taking an oral anticoagulant (warfarin or direct oral anticoagulant [DOAC]) and/or antiplatelet medications. Patients referred to the anticoagulation clinic were compared to those managed by the ordering provider. Outcomes assessed included guideline-adherent drug management before endoscopy, documentation of a medication management plan, guideline-adherent rates of bridging for high-risk patients taking warfarin, and evaluation for sustained use of BPA. RESULTS Eighty percent of patients (553/691) were referred to the anticoagulation clinic during the initial 13-month study period. Most referrals came from gastroenterologists (397/553; 71.8%) followed by primary care providers (127/554; 22.9%). Patients referred had improved rates of guideline-adherent medication management compared to those who were not referred (97.4% vs 91.0%; P = .001). Documentation of medication plan was significantly higher in the referred group (99.1% vs 59.4%; P ≤ .001). There were no differences in rates of appropriate bridging for patients taking warfarin. Implementation of the BPA also resulted in sustained, consistent use over an additional 18 months following the initial study period. CONCLUSION Implementation of a BPA before elective outpatient GI endoscopies was associated with improved rates of guideline-adherent medication management and documented management plan, while streamlining preprocedural medication management.
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Affiliation(s)
- Henry Han
- Department of Cardiovascular and Internal MedicineUniversity of MichiganAnn ArborMIUSA
| | - Grace Chung
- Department of Cardiovascular Medicine and University of Michigan School of Public HealthAnn ArborMIUSA
| | - Emily Sippola
- Department of Cardiovascular MedicineUniversity Of MichiganAnn ArborMIUSA
| | - Wilson Chen
- Department of Cardiovascular Medicine and University of Michigan School of PharmacyAnn ArborMIUSA
| | - Spencer Morgan
- Department of Cardiovascular MedicineUniversity Of MichiganAnn ArborMIUSA
| | | | - Allison Ruff
- Department of Internal MedicineUniversity of MichiganAnn ArborMIUSA
| | - Anne Sales
- Department of Cardiovascular MedicineUniversity Of MichiganAnn ArborMIUSA
| | - Jacob Kurlander
- Department of GastroenterologyUniversity of MichiganAnn ArborMIUSA
| | - Geoffrey D. Barnes
- Department of Cardiovascular MedicineUniversity Of MichiganAnn ArborMIUSA
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Underdiagnosis of Isolated Systolic and Isolated Diastolic Hypertension. Am J Cardiol 2021; 141:56-61. [PMID: 33285092 DOI: 10.1016/j.amjcard.2020.11.020] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/24/2020] [Revised: 11/02/2020] [Accepted: 11/03/2020] [Indexed: 10/22/2022]
Abstract
Systolic and diastolic hypertension independently predict the risk of adverse cardiovascular events. It remains unclear how systolic pressure, diastolic pressure, and other patient characteristics influence the initial diagnosis of hypertension. Here, we use a cohort of 146,816 adults in a large healthcare system to examine how elevated systolic and/or diastolic blood pressure measurements influence initial diagnosis of hypertension and how other patient characteristics influence the diagnosis. Thirty-four percent of the cohort were diagnosed with hypertension within 1 year. In multivariable logistic regression of the diagnosis of hypertension, controlling for covariates, isolated systolic hypertensive measures (odds ratio [OR] 0.42 [95% confidence interval {CI} 0.41 to 0.43]) and isolated diastolic hypertensive measures (OR 0.32 [95% CI 0.31 to 0.33]) were less likely to lead to hypertension diagnosis when compared with combined hypertensive measures. Higher levels of systolic blood pressure had a greater impact on hypertension diagnosis (OR 1.77 [95% CI 1.75 to 1.79] per Z-score) than did higher levels of diastolic blood pressure (OR 1.34 [95% CI 1.32 to 1.36] per Z-score). Older age, non-white race/ethnicity, and medical comorbidities all predicted the establishment of a diagnosis of hypertension. Isolated systolic and isolated diastolic hypertension are underdiagnosed in clinical practice, and several patient-centered factors also strongly influence whether a diagnosis is made. In conclusion, our findings uncover a care gap that can be closed with increased attention to the independent influence of systolic and diastolic hypertension and the various patient-centered factors that may impact hypertension diagnosis.
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Liang X, Zhong H, Xiao L. The effect of community hypertension management on blood pressure control and its determinants in southwest China. Int Health 2020; 12:203-212. [PMID: 32176766 PMCID: PMC7320421 DOI: 10.1093/inthealth/ihaa002] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2019] [Revised: 12/21/2019] [Accepted: 01/07/2020] [Indexed: 02/07/2023] Open
Abstract
BACKGROUND Hypertension is a leading cause of cardiovascular disease (CVD). The purpose of this study was to examine the effectiveness of community healthcare in controlling blood pressure (BP) and mitigating related risk factors after 5 y of follow-up. METHODS Hierarchical clustering sampling was employed to choose a representative sample of 10 rural and 10 urban community populations (N=4235). The 5y prospective cohort study was completed by the medical group in the community clinical centre. RESULTS The study included 4235 patients, median age 69 y (range 61-76), with hypertension in 2009; 2533 (59.81%) were female. The rate of BP control increased from 28.33% in 2009 to 64.05% in 2014. The BP control rate was higher in patients with CVD and kidney disease and lower in those with obesity than in those without. Comparing 2009 and 2014 values, the intervention resulted in median systolic BP and diastolic BP reductions of 7.0 mmHg and 6.5 mmHg, respectively. Age, medication treatment, antihypertensive agents, BP at baseline and follow-up, complications of diabetes, CVD, obesity and kidney disease, the aspartate aminotransferase:aminotransferase ratio and smoking were identified as risk factors for BP control. CONCLUSIONS Community management of hypertension by general practitioners achieved significant BP control over 5 y of intervention.
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Affiliation(s)
- Xiaohua Liang
- Clinical Epidemiology and Biostatistics Department, Ministry of Education Key Laboratory of Child Development and Disorders, National Clinical Research Center for Child Health and Disorders, Key Laboratory of Pediatrics in Chongqing, Chongqing International Science and Technology Cooperation Center for Child Development and Disorders, Children’s Hospital, Chongqing Medical University, 136 2nd Zhongshan Avenue, Yuzhong District, Chongqing, People’s Republic of China
- Corresponding author: Tel: +86 23 63638270; Fax: +86 23 63638270; E-mail: ,
| | - Haiying Zhong
- Clinical Epidemiology and Biostatistics Department, Ministry of Education Key Laboratory of Child Development and Disorders, National Clinical Research Center for Child Health and Disorders, Key Laboratory of Pediatrics in Chongqing, Chongqing International Science and Technology Cooperation Center for Child Development and Disorders, Children’s Hospital, Chongqing Medical University, 136 2nd Zhongshan Avenue, Yuzhong District, Chongqing, People’s Republic of China
| | - Lun Xiao
- Centers for Disease Control and Prevention of Jiulongpo District, Chongqing, People's Republic of China
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