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Nguyen M, Ledan S, Cheng C, Khan-Arthur G, Mukherjee S, Xhixho A, Fink K. Impact of Clinical Decision Support Within the Electronic Medical Record on Opioid Prescribing and Dispensing. Perm J 2023; 27:64-71. [PMID: 37743733 PMCID: PMC10723090 DOI: 10.7812/tpp/23.063] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/26/2023]
Abstract
INTRODUCTION Clinical decision support tools support prescribers and pharmacists as they select and verify appropriate opioid regimens in efforts to combat the high variability in opioid prescribing. This study seeks to examine the impact of alerts within the electronic medical record and pharmacy system on day supply of initial opioid prescribing and dispensing. METHODS This retrospective study compared a 6-month pre- and postimplementation of clinical decision support tool alerts at an integrated health care system. Data were analyzed to assess changes in the day supply of an opioid at the point of initial prescribing and dispensing based on alerts. RESULTS The best practice alert in the electronic medical record was associated with a 27% change (p = 0.007) in prescribing by the physician, which resulted in a reduction of average day supply from 12.09 to 6.58 days. The alert in the pharmacy system was associated with a 41.3% change (p < 0.001) in dispensing, which resulted in a reduction of average day supply from 13.46 to 6.96 days. DISCUSSION To promote judicious opioid prescribing, the best practice alert in the electronic medical record led to a statistically significant change in prescribing. To support appropriate dispensing, the alert in the pharmacy system led to a statistically significant change in dispensing. CONCLUSION Implementation of two clinical decision support tools that mirrored Centers for Disease Control and Prevention recommendations of prescribing less than a 7-day supply when initiating opioids resulted in a decrease in day supply of the opioid prescription for patients identified as opioid-naïve at the point of prescribing and dispensing.
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Affiliation(s)
- Michelle Nguyen
- Department of Pharmacy, Kaiser Permanente Mid-Atlantic States, Rockville, MD, USA
| | - Seema Ledan
- Department of Pharmacy, Kaiser Permanente Mid-Atlantic States, Rockville, MD, USA
| | - Ching Cheng
- Department of Pharmacy, Kaiser Permanente Mid-Atlantic States, Rockville, MD, USA
| | | | - Sara Mukherjee
- Mid-Atlantic Permanente Medical Group, Rockville, MD, USA
| | - Anila Xhixho
- Department of Pharmacy, Kaiser Permanente Mid-Atlantic States, Rockville, MD, USA
| | - Kristen Fink
- Department of Pharmacy, Kaiser Permanente Mid-Atlantic States, Rockville, MD, USA
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Coffman CR, Leng JC, Ye Y, Hunter OO, Walters TL, Wang R, Wong JK, Mudumbai SC, Mariano ER. More Than a Perioperative Surgical Home: An Opportunity for Anesthesiologists to Advance Public Health. Semin Cardiothorac Vasc Anesth 2023; 27:273-282. [PMID: 37679298 DOI: 10.1177/10892532231200620] [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] [Indexed: 09/09/2023]
Abstract
Public health and the medical specialty of anesthesiology have been closely intertwined throughout history, dating back to the 1800s when Dr. John Snow used contact tracing methods to identify the Broad Street Pump as the source of a cholera outbreak in London. During the COVID-19 pandemic, leaders in anesthesiology and anesthesia patient safety came forward to develop swift recommendations in the face of rapidly changing evidence to help protect patients and healthcare workers. While these high-profile examples may seem like uncommon events, there are many common modern-day public health issues that regularly intersect with anesthesiology and surgery. These include, but are not limited to, smoking; chronic opioid use and opioid use disorder; and obstructive sleep apnea. As an evolving medical specialty that encompasses pre- and postoperative care and acute and chronic pain management, anesthesiologists are uniquely positioned to improve patient care and outcomes and promote long-lasting behavioral changes to improve overall health. In this article, we make the case for advancing the role of the anesthesiologist beyond the original perioperative surgical home model into promoting public health initiatives within the perioperative period.
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Affiliation(s)
- Clarity R Coffman
- Anesthesiology, Perioperative and Pain Medicine Service, Veterans Affairs Palo Alto Health Care System, Palo Alto, CA, USA
- Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford, CA, USA
| | - Jody C Leng
- Anesthesiology, Perioperative and Pain Medicine Service, Veterans Affairs Palo Alto Health Care System, Palo Alto, CA, USA
- Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford, CA, USA
| | - Ying Ye
- Anesthesiology, Perioperative and Pain Medicine Service, Veterans Affairs Palo Alto Health Care System, Palo Alto, CA, USA
- Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford, CA, USA
| | - Oluwatobi O Hunter
- Anesthesiology, Perioperative and Pain Medicine Service, Veterans Affairs Palo Alto Health Care System, Palo Alto, CA, USA
| | - Tessa L Walters
- Anesthesiology, Perioperative and Pain Medicine Service, Veterans Affairs Palo Alto Health Care System, Palo Alto, CA, USA
- Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford, CA, USA
| | - Rachel Wang
- Anesthesiology, Perioperative and Pain Medicine Service, Veterans Affairs Palo Alto Health Care System, Palo Alto, CA, USA
- Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford, CA, USA
| | - Jimmy K Wong
- Anesthesiology, Perioperative and Pain Medicine Service, Veterans Affairs Palo Alto Health Care System, Palo Alto, CA, USA
- Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford, CA, USA
| | - Seshadri C Mudumbai
- Anesthesiology, Perioperative and Pain Medicine Service, Veterans Affairs Palo Alto Health Care System, Palo Alto, CA, USA
- Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford, CA, USA
| | - Edward R Mariano
- Anesthesiology, Perioperative and Pain Medicine Service, Veterans Affairs Palo Alto Health Care System, Palo Alto, CA, USA
- Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University School of Medicine, Stanford, CA, USA
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Seymour RB, Wally MK, Hsu JR. Impact of clinical decision support on controlled substance prescribing. BMC Med Inform Decis Mak 2023; 23:234. [PMID: 37864226 PMCID: PMC10588193 DOI: 10.1186/s12911-023-02314-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2022] [Accepted: 09/29/2023] [Indexed: 10/22/2023] Open
Abstract
BACKGROUND Prescription drug overdose and misuse has reached alarming numbers. A persistent problem in clinical care is lack of easy, immediate access to all relevant information at the actionable time. Prescribers must digest an overwhelming amount of information from each patient's record as well as remain up-to-date with current evidence to provide optimal care. This study aimed to describe prescriber response to a prospective clinical decision support intervention designed to identify patients at risk of adverse events associated with misuse of prescription opioids/benzodiazepines and promote adherence to clinical practice guidelines. METHODS This study was conducted at a large multi-center healthcare system, using data from the electronic health record. A prospective observational study was performed as clinical decision support (CDS) interventions were sequentially launched (January 2016-July 2019). All data were captured from the medical record prospectively via the CDS tools implemented. A consecutive series of all patient encounters including an opioid/benzodiazepine prescription were included in this study (n = 61,124,172 encounters; n = 674,785 patients). Physician response to the CDS interventions was the primary outcome, and it was assessed over time using control charts. RESULTS An alert was triggered in 23.5% of encounters with a prescription (n = 555,626). The prescriber decision was influenced in 18.1% of these encounters (n = 100,301). As the number of risk factors increased, the rate of decision being influenced also increased (p = 0.0001). The effect of the alert differed by drug, risk factor, specialty, and facility. CONCLUSION The delivery of evidence-based, patient-specific information had an influence on the final prescription in nearly 1 in 5 encounters. Our intervention was sustained with minimal prescriber fatigue over many years in a large and diverse health system.
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Affiliation(s)
- Rachel B Seymour
- Department of Orthopaedic Surgery, Atrium Health Musculoskeletal Institute, 1000 Blythe Boulevard, Charlotte, NC, 28203, USA.
- Atrium Health Musculoskeletal Institute, 2001 Vail Avenue, 6th floor, Charlotte, NC, 28207, USA.
| | - Meghan K Wally
- Department of Orthopaedic Surgery, Atrium Health Musculoskeletal Institute, 1000 Blythe Boulevard, Charlotte, NC, 28203, USA
| | - Joseph R Hsu
- Department of Orthopaedic Surgery, Atrium Health Musculoskeletal Institute, 1000 Blythe Boulevard, Charlotte, NC, 28203, USA
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Heiman E, Lanh S, Moran TP, Steck A, Carpenter J. Electronic Advisories Increase Naloxone Prescribing Across Health Care Settings. J Gen Intern Med 2022; 38:1402-1409. [PMID: 36376626 PMCID: PMC9663180 DOI: 10.1007/s11606-022-07876-9] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/02/2022] [Accepted: 10/24/2022] [Indexed: 11/16/2022]
Abstract
BACKGROUND Naloxone is a life-saving, yet underprescribed, medication that is recommended to be provided to patients at high risk of opioid overdose. OBJECTIVE We set out to evaluate the changes in prescriber practices due to the use of an electronic health record (EHR) advisory that prompted opioid prescribers to co-prescribe naloxone when prescribing a high-dose opioid. It also provided prescribers with guidance on decreasing opioid doses for safety. DESIGN This was a retrospective chart abstraction study looking at all opioid prescriptions and all naloxone prescriptions written as emergency department (ED) discharge, inpatient hospital discharge, or outpatient medications, between July 1, 2018, and February 1, 2020. The EHR advisory went live on June 1, 2019. SUBJECTS Included in the analysis were all adult patients seen in the abovementioned settings at a large county hospital and associated outpatient clinics. MAIN MEASURES We performed an interrupted time series analysis looking at naloxone prescriptions and daily opioid dosing in morphine milligram equivalents (MMEs), before and after initiation of the EHR advisory. KEY RESULTS The EHR advisory was associated with changes in prescribers' behavior, leading to increased naloxone prescriptions and decreased prescribed opioid doses. CONCLUSIONS EHR advisories are an effective systems-level intervention to enhance the safety of prescribed opioids and increase rates of naloxone prescribing.
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Affiliation(s)
- Erica Heiman
- Department of Internal Medicine, Yale School of Medicine, New Haven, CT, USA.
| | - Sothivin Lanh
- Department of Emergency Medicine, Summa Health System, Akron, OH, USA
| | - Tim P Moran
- Department of Emergency Medicine, Emory School of Medicine, Atlanta, GA, USA
| | - Alaina Steck
- Department of Emergency Medicine, Emory School of Medicine, Atlanta, GA, USA
| | - Joseph Carpenter
- Department of Emergency Medicine, Emory School of Medicine, Atlanta, GA, USA
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Eger WH, Altice FL, Lee J, Vlahov D, Khati A, Osborne S, Wickersham JA, Bohonnon T, Powell L, Shrestha R. Using nominal group technique to identify barriers and facilitators to preventing HIV using combination same-day pre-exposure prophylaxis and medications for opioid use disorder. Harm Reduct J 2022; 19:120. [PMID: 36307817 PMCID: PMC9616614 DOI: 10.1186/s12954-022-00703-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2022] [Accepted: 10/20/2022] [Indexed: 11/23/2022] Open
Abstract
BACKGROUND Preventing HIV transmission among people who inject drugs (PWID) is a key element of the US Ending the HIV Epidemic strategy and includes both pre-exposure prophylaxis (PrEP) and medications for opioid use disorder (MOUD). While both lead to decreases in HIV transmission, MOUD has other social and health benefits; meanwhile, PrEP has additional HIV prevention advantages from sexual risk and the injection of stimulants. However, these medications are often prescribed in different settings and require multiple visits before initiation. Strategies to integrate these services (i.e., co-prescription) and offer same-day prescriptions may reduce demands on patients who could benefit from them. METHODS Nominal group technique, a consensus method that rapidly generates and ranks responses, was used to ascertain barriers and solutions for same-day delivery of PrEP and MOUD as an integrated approach among PWID (n = 14) and clinical (n = 9) stakeholders. The qualitative portion of the discussion generated themes for analysis, and the ranks of the proposed barriers and solutions to the program are presented. RESULTS The top three barriers among PWID to getting a same-day prescription for both PrEP and MOUD were (1) instability of insurance (e.g., insurance lapses); (2) access to a local prescriber; and (3) client-level implementation factors, such as lack of personal motivation. Among clinical stakeholders, the three greatest challenges were (1) time constraints on providers; (2) logistics (e.g., coordination between providers and labs); and (3) availability of providers who can prescribe both medications. Potential solutions identified by both stakeholders included pharmacy delivery of the medications, coordinated care between providers and health care systems (e.g., case management), and efficiencies in clinical care (e.g., clinical checklists), among others. CONCLUSIONS Implementing and sustaining a combined PrEP and MOUD strategy will require co-training providers on both medications while creating efficiencies in systems of care and innovations that encourage and retain PWID in care. Pilot testing the co-prescribing of PrEP and MOUD with quality performance improvement is a step toward new practice models.
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Affiliation(s)
- William H Eger
- Department of Internal Medicine, Section of Infectious Diseases, Yale School of Medicine, New Haven, CT, USA
| | - Frederick L Altice
- Department of Internal Medicine, Section of Infectious Diseases, Yale School of Medicine, New Haven, CT, USA
| | - Jessica Lee
- Department of Internal Medicine, Section of Infectious Diseases, Yale School of Medicine, New Haven, CT, USA
| | | | - Antoine Khati
- Department of Allied Health Sciences, University of Connecticut, Storrs, CT, USA
| | - Sydney Osborne
- Department of Allied Health Sciences, University of Connecticut, Storrs, CT, USA
| | - Jeffrey A Wickersham
- Department of Internal Medicine, Section of Infectious Diseases, Yale School of Medicine, New Haven, CT, USA
| | - Terry Bohonnon
- Department of Internal Medicine, Section of Infectious Diseases, Yale School of Medicine, New Haven, CT, USA
| | | | - Roman Shrestha
- Department of Internal Medicine, Section of Infectious Diseases, Yale School of Medicine, New Haven, CT, USA.
- Department of Allied Health Sciences, University of Connecticut, Storrs, CT, USA.
- Institute for Collaboration on Health, Intervention, and Policy (InCHIP), University of Connecticut, 358 Mansfield Rd, Unit 1101, Storrs, CT, 06269, USA.
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Invited Commentary: Are Statewide Policy Changes Enough to Curb the Opioid Epidemic? J Am Coll Surg 2022; 235:528-529. [PMID: 35972174 DOI: 10.1097/xcs.0000000000000283] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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