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Mohktari KW, Wong A, Nguyen M, Giard A, Ly B, Wazzan D, Williamson D, Dagenais-Beaulé V. Discharge Opioid Prescription and Consumption Following Surgery: The POPCORN Observational Study. Can J Hosp Pharm 2024; 77:e3574. [PMID: 39262623 PMCID: PMC11361310 DOI: 10.4212/cjhp.3574] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2023] [Accepted: 03/26/2024] [Indexed: 09/13/2024]
Abstract
Background Few studies have evaluated opioid consumption after various inpatient surgical procedures. Objectives To describe opioid prescription patterns and to characterize patient-reported use of opioids after surgery. Methods This single-centre prospective observational study was conducted between February and October 2021 at the Jewish General Hospital in Montréal, Quebec. Patients 18 years of age or older who underwent a surgical procedure, were hospitalized for 24 hours or longer after the procedure, and had an opioid prescription at the time of discharge were included. Data were collected for the quantity of opioids prescribed, as documented in hospital records, and the quantity consumed, as reported by participants. Various potential predictors of opioid consumption were explored, and data were also collected on patients' use of non-opioid coanalgesia, scores on the Numeric Rating Scale for pain, opioid renewal requests, and proper opioid disposal during the 30-day follow-up period. Results A total of 150 participants completed the study. The median dose prescribed was 10 opioid pills (75.0 morphine milligram equivalents). By the end of the follow-up period, a median of 1 pill (7.5 morphine milligram equivalents) had been consumed from the total amount in the discharge prescription. Overall, 66 participants (44.0%) did not consume any of the opioids prescribed at discharge. Of the total number of pills prescribed, 58.2% (1193/2050) were unused, and 7.0% (5/71) of participants with unused pills disposed of them properly. Conclusions Following discharge from hospital, postoperative patients consumed a median proportion of only 10% of prescribed opioid pills. More than half of all prescribed pills were unused. Protocols implementing specific prescribing strategies warrant further investigation to evaluate their potential impact on opioid prescription and consumption.
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Affiliation(s)
- Kenzi Wassil Mohktari
- , PharmD, MSc, is with the Faculty of Pharmacy, Université de Montréal, Montréal, Quebec, and the Department of Pharmacy, Hôpital Pierre-Boucher, Longueuil, Quebec
| | - Anna Wong
- , PharmD, MSc, is with the Faculty of Pharmacy, Université de Montréal, and the Department of Pharmacy, Jewish General Hospital, Montréal, Quebec
| | - Michelle Nguyen
- , PharmD, MSc, MBA, is with the Faculty of Pharmacy, Université de Montréal, and the Department of Pharmacy, Jewish General Hospital, Montréal, Quebec
| | - Arianne Giard
- , PharmD, MSc, is with the Faculty of Pharmacy, Université de Montréal, and the Department of Pharmacy, Jewish General Hospital, Montréal, Quebec
| | - Brian Ly
- , PharmD, MSc, is with the Faculty of Pharmacy, Université de Montréal, and the Department of Pharmacy, Jewish General Hospital, Montréal, Quebec
| | - Dana Wazzan
- , PharmD, MSc, is with the Faculty of Pharmacy, Université de Montréal, and the Department of Pharmacy, Jewish General Hospital, Montréal, Quebec
| | - David Williamson
- , BPharm, MSc, PhD, is with the Faculty of Pharmacy, Université de Montréal, and the Department of Pharmacy and Research Centre, Hôpital du Sacré-Coeur de Montréal, Montréal, Quebec
| | - Vincent Dagenais-Beaulé
- , PharmD, MSc, is with the Faculty of Pharmacy, Université de Montréal; and the Department of Pharmacy and Lady Davis Institute, Jewish General Hospital, Montréal, Quebec. At the time this study was conducted, Kenzi Wassil Mohktari, Anna Wong, Michelle Nguyen, Arianne Giard, Brian Ly, were students in the Faculty of Pharmacy, Université de Montréal. They have now graduated and are working there as clinicians
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Barakat A, Munro G, Heegaard AM. Finding new analgesics: Computational pharmacology faces drug discovery challenges. Biochem Pharmacol 2024; 222:116091. [PMID: 38412924 DOI: 10.1016/j.bcp.2024.116091] [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: 10/02/2023] [Revised: 01/10/2024] [Accepted: 02/23/2024] [Indexed: 02/29/2024]
Abstract
Despite the worldwide prevalence and huge burden of pain, pain is an undertreated phenomenon. Currently used analgesics have several limitations regarding their efficacy and safety. The discovery of analgesics possessing a novel mechanism of action has faced multiple challenges, including a limited understanding of biological processes underpinning pain and analgesia and poor animal-to-human translation. Computational pharmacology is currently employed to face these challenges. In this review, we discuss the theory, methods, and applications of computational pharmacology in pain research. Computational pharmacology encompasses a wide variety of theoretical concepts and practical methodological approaches, with the overall aim of gaining biological insight through data acquisition and analysis. Data are acquired from patients or animal models with pain or analgesic treatment, at different levels of biological organization (molecular, cellular, physiological, and behavioral). Distinct methodological algorithms can then be used to analyze and integrate data. This helps to facilitate the identification of biological molecules and processes associated with pain phenotype, build quantitative models of pain signaling, and extract translatable features between humans and animals. However, computational pharmacology has several limitations, and its predictions can provide false positive and negative findings. Therefore, computational predictions are required to be validated experimentally before drawing solid conclusions. In this review, we discuss several case study examples of combining and integrating computational tools with experimental pain research tools to meet drug discovery challenges.
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Affiliation(s)
- Ahmed Barakat
- Department of Drug Design and Pharmacology, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark; Department of Pharmacology and Toxicology, Faculty of Pharmacy, Assiut University, Assiut, Egypt.
| | | | - Anne-Marie Heegaard
- Department of Drug Design and Pharmacology, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
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3
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Kurteva S, Pook M, Fiore JF, Tamblyn R. Rates and risk factors for persistent opioid use after cardiothoracic surgery: A cohort study. Surgery 2024; 175:271-279. [PMID: 38008605 DOI: 10.1016/j.surg.2023.10.018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2023] [Revised: 09/25/2023] [Accepted: 10/25/2023] [Indexed: 11/28/2023]
Abstract
BACKGROUND This study's aim was to estimate potential risk factors for persistent opioid use after cardiothoracic surgery. METHODS This study included participants in the McGill University Health Centre clinical trial (2014 to 2016). Provincial medical services, prescription claims, and medical charts data were linked. Persistent opioid use was defined as an initial peri-operative opioid dispensation followed by an opioid dispensation between 91 and 180 days postdischarge. Multivariable Cox Proportional Hazards models were used to assess factors associated with persistent opioid use. RESULTS A cohort of 815 patients (mean age: 68.9 [standard deviation = 8.9]) was assembled, of which 8.2% became persistent opioid users. Factors such as higher Charlson Comorbidity Index (adjusted hazard ratio: 3.4, 95% confidence interval: 1.1-10.6), history of diabetes (adjusted hazard ratio: 2.1, 95% confidence interval: 1.3-3.4), substance and alcohol abuse (adjusted hazard ratio: 16.3, 95% confidence interval: 5.3-49.5), and radiotherapy (adjusted hazard ratio: 2.4, 95% confidence interval: 1.5-4.1) were associated with a higher hazard of persistent opioid use. Previous opioid use (adjusted hazard ratio: 1.7, 95% CI: 1.0-2.8), daily peri-operative opioid dose (adjusted hazard ratio: 2.3, 95% confidence interval: 1.5-3.7), having an opioid dispensation 30 days pre-admission (adjusted hazard ratio: 1.7, 95% confidence interval: 1.0-2.8), and pre-admission analgesic use (adjusted hazard ratio: 1.7, 95% confidence interval: 1.0-2.8), were also associated with an increased hazard of persistent use. Being prescribed multimodal analgesia at discharge (adjusted hazard ratio: 0.54, 95% confidence interval: 0.32-0.92) was associated with a 46% decreased hazard of developing persistent opioid use. CONCLUSION Multiple patient- and medication-related characteristics were associated with an increased hazard of persistent opioid use.
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Affiliation(s)
- Siyana Kurteva
- Department of Epidemiology and Biostatistics, McGill University, Montreal, Canada; Clinical and Health Informatics Research Group, McGill University, Montreal, Canada.
| | - Makena Pook
- Division of Experimental Surgery, McGill University, Montreal, Canada
| | - Julio Flavio Fiore
- Division of Experimental Surgery, McGill University, Montreal, Canada; Centre for Outcomes Research and Evaluation (CORE), Research Institute of the McGill University Health Centre, Montreal, Canada; Department of Surgery, McGill University, Montreal, Canada
| | - Robyn Tamblyn
- Department of Epidemiology and Biostatistics, McGill University, Montreal, Canada; Clinical and Health Informatics Research Group, McGill University, Montreal, Canada; Department of Surgery, McGill University, Montreal, Canada; Department of Medicine, McGill University Health Center, Montreal, Canada
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Yao JS, Kibu OD, Asahngwa C, Ngo NV, Ngwa W, Jasmin HM, Gobina RM, Foretia DA. A scoping review on the availability and utilization of essential opioid analgesics in Sub-Saharan Africa. Am J Surg 2023; 226:409-421. [PMID: 37024407 DOI: 10.1016/j.amjsurg.2023.03.013] [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: 02/01/2023] [Revised: 03/08/2023] [Accepted: 03/13/2023] [Indexed: 03/28/2023]
Abstract
BACKGROUND Management of acute, post-operative, and chronic pain requires access to and availability of opioids. While often oversupplied in high-income countries, significant shortages exist in low- and middle-income countries. We conducted a scoping review on availability and usage of opioids in Sub-Saharan Africa (SSA). METHODS The five-stage approach of Arksey and O'Malley (2005) was used. MEDLINE via PubMed, EMBASE, and SCOPUS were search and results categorized into themes: 1) Local/regional availability and supply, 2) Consumption patterns, 3) Legislation and policy, 4) Costs and financing, 5) Knowledge and cultural beliefs, and 6) Education and training. RESULTS 6923 studies were identified from which 69 (1%) met inclusion criteria. Five key findings were: 1) Significant shortages exist, especially in rural areas, 2) Non-opioid analgesics commonly used as first-line acute pain management, 3) Barriers to market entry and bureaucratic processes prevent local production, 4) Significant knowledge gaps/myths exist amongst healthcare practitioners on opioid use, and 5) Continuous education and short courses will be critical. CONCLUSIONS Major challenges significantly limit availability and utilization of essential opioids in SSA. Reforms needed to upscale training and education, increase uptake by professionals, and increase market entry.
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Affiliation(s)
- Jane S Yao
- College of Medicine, University of Tennessee Health Science Center, Memphis, TN, USA
| | - Odette D Kibu
- Division of Health Policy and Research, Nkafu Policy Institute, Yaoundé, Cameroon; Department of Public Health, University of Buea, Cameroon; Faculty of Health Science, University of Buea, Cameroon
| | - Constantine Asahngwa
- Division of Health Policy and Research, Nkafu Policy Institute, Yaoundé, Cameroon; Department of Anthropology, University of Yaoundé 1, Yaoundé, Cameroon
| | - Ngo V Ngo
- Division of Health Policy and Research, Nkafu Policy Institute, Yaoundé, Cameroon
| | - Wilfred Ngwa
- Division of Health Policy and Research, Nkafu Policy Institute, Yaoundé, Cameroon
| | - Hilary M Jasmin
- Health Science Library, University of Tennessee Health Science Center, Memphis, TN, USA
| | - Ronald M Gobina
- Division of Health Policy and Research, Nkafu Policy Institute, Yaoundé, Cameroon; Health Science Library, University of Tennessee Health Science Center, Memphis, TN, USA; Buea Regional Hospital, Buea, Cameroon
| | - Denis A Foretia
- Division of Health Policy and Research, Nkafu Policy Institute, Yaoundé, Cameroon; Center for Multicultural and Global Health, University of Tennessee Health Science Center, Memphis, TN, USA; Global Surgery Institute, University of Tennessee Health Science Center, Memphis, TN, USA; Department of Surgery, University of Tennessee Health Science Center, Memphis, TN, USA.
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Towfighi P, Hill A, Crossley JR, Walsh A, Leonard JA, Giurintano JP, Pierce ML, Reilly MJ. A retrospective analysis of pain and opioid usage in head and neck free flap reconstruction. World J Otorhinolaryngol Head Neck Surg 2023; 9:153-159. [PMID: 37383327 PMCID: PMC10296052 DOI: 10.1002/wjo2.87] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2022] [Revised: 10/07/2022] [Accepted: 10/28/2022] [Indexed: 09/22/2024] Open
Abstract
Objectives Investigate opioid usage and postoperative pain in patients undergoing head and neck free flap surgery. Methods A retrospective review of 100 consecutive patients undergoing head and neck free flap reconstruction at two academic centers was performed. Data captured included demographics, postoperative inpatient pain, pain at postoperative visits, morphine equivalent doses (MEDs) administration, medication history, and comorbidities. Data were analyzed using regression models, χ 2 tests, and student's t-tests. Results Seventy-three percent of patients were discharged with opioid medication, with over half (53.4%) continuing to take opioids at their second postoperative visit, and over one-third (34.2%) continuing to take them around 4-month postoperatively. One out of every five (20.3%) opioid-naïve patients chronically took opioids postoperatively. There was a poor association between inpatient postoperative pain scores and daily MEDs administered (R 2 = 0.13, 0.17, and 0.22 in postoperative Days 3, 5, and 7, respectively). Neither preoperative radiotherapy nor postoperative complications were associated with an increase in opioid usage. Conclusions For patients undergoing head and neck free flap operations, opioid medications are commonly used for postoperative analgesia. This practice may increase the chance an opioid-naïve patient uses opioids chronically. We found a poor association between MEDs administered and patient-reported pain scores, which suggests that standardized protocols aimed at optimizing analgesia while reducing opioid administration may be warranted. Level of Evidence: 3 (Retrospective cohort study).
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Affiliation(s)
- Parhom Towfighi
- Georgetown University School of MedicineWashingtonDistrict of ColumbiaUSA
| | - Alison Hill
- Georgetown University School of MedicineWashingtonDistrict of ColumbiaUSA
| | - Jason R. Crossley
- Department of Otolaryngology—Head and Neck SurgeryMedstar GeorgetownWashingtonDistrict of ColumbiaUSA
| | - Amanda Walsh
- Department of Otolaryngology—Head and Neck SurgeryMedstar GeorgetownWashingtonDistrict of ColumbiaUSA
| | - James A. Leonard
- Department of Otolaryngology—Head and Neck SurgeryMedstar GeorgetownWashingtonDistrict of ColumbiaUSA
| | - Jonathan P. Giurintano
- Department of Otolaryngology—Head and Neck SurgeryMedstar GeorgetownWashingtonDistrict of ColumbiaUSA
| | - Matthew L. Pierce
- Department of Otolaryngology—Head and Neck SurgeryMedstar GeorgetownWashingtonDistrict of ColumbiaUSA
| | - Michael J. Reilly
- Department of Otolaryngology—Head and Neck SurgeryMedstar GeorgetownWashingtonDistrict of ColumbiaUSA
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Fagenson AM, Schleider C, Philp MM, Noonan KM, Braun PA, Cowan S, Pitt HA. Preoperative Opioid and Benzodiazepine Use: Influence on Abdominal Surgical Outcomes. J Am Coll Surg 2023; 236:925-934. [PMID: 36661320 DOI: 10.1097/xcs.0000000000000572] [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: 01/21/2023]
Abstract
BACKGROUND Preoperative opioid use has shown association with worse outcomes after surgery. However, little is known about the effect of preoperative benzodiazepines with and without opioids. The aim of this study was to determine the influence of preoperative substance use on outcomes after abdominal surgery. STUDY DESIGN Patients undergoing abdominal operations including ventral hernia, colectomy, hysterectomy, cholecystectomy, appendectomy, nephrectomy, and hiatal hernia were identified in an opioid surgical steward program by a regional NSQIP consortium between 2019 and 2021. American College of Surgeons NSQIP data were linked with custom substance use variables created by the collaborative. Univariable and multivariable analyses were performed for 30-day outcomes. RESULTS Of 4,439 patients, 64% (n = 2,847) were women, with a median age of 56 years. The most common operations performed were hysterectomy (22%), ventral hernia repair (22%), and colectomy (21%). Preoperative opioid use was present in 11% of patients (n = 472), 10% (n = 449) were on benzodiazepines, and 2.3% (n = 104) were on both. Serious morbidity was significantly (p < 0.001) increased in patients on preoperative opioids (16% vs 7.9%) and benzodiazepines (14% vs 8.3%) compared with their naïve counterpart and this effect was amplified in patients on both substances (20% vs 7.5%). Multivariable regression analyses reveal that preoperative substance use is an independent risk factor (p < 0.01) for overall morbidity and serious morbidity. CONCLUSIONS Preoperative opioid and benzodiazepine use are independent risk factors that contribute to postoperative morbidity. This influence on surgical outcomes is exacerbated when patients are on both substances.
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Affiliation(s)
- Alexander M Fagenson
- From the Department of Surgery, Temple University Hospital, Philadelphia, PA (Fagenson, Philp)
| | - Christine Schleider
- Department of Surgery, Thomas Jefferson University Hospital, Philadelphia, PA (Schleider, Cowan)
| | - Matthew M Philp
- From the Department of Surgery, Temple University Hospital, Philadelphia, PA (Fagenson, Philp)
| | - Kristin M Noonan
- Department of Surgery, Jefferson Health-Abington Hospital, Thomas Jefferson University, Abington, PA (Noonan)
| | - Pamela A Braun
- Health Care Improvement Foundation, Philadelphia, PA (Braun)
| | - Scott Cowan
- Department of Surgery, Thomas Jefferson University Hospital, Philadelphia, PA (Schleider, Cowan)
| | - Henry A Pitt
- the Department of Surgery, Rutgers Robert Wood Johnson Medical School, New Brunswick, NJ (Pitt)
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Harvey RE, Fischer MA, Williams TM, Neelankavil J. Growing Pains: Opportunity Knocks in the 2022 Center for Disease Control Clinical Practice Guidelines for Prescribing Opioids for Pain. J Cardiothorac Vasc Anesth 2023; 37:857-859. [PMID: 36868905 DOI: 10.1053/j.jvca.2023.02.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/02/2023] [Accepted: 02/03/2023] [Indexed: 02/11/2023]
Affiliation(s)
- Reed E Harvey
- Department of Anesthesiology and Perioperative Medicine, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA.
| | - Matthew A Fischer
- Department of Anesthesiology and Perioperative Medicine, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA
| | - Tiffany M Williams
- Department of Anesthesiology and Perioperative Medicine, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA
| | - Jacques Neelankavil
- Department of Anesthesiology and Perioperative Medicine, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, CA
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Reinert JP, Veronin MA, Medina C. Tricyclic Antidepressants in Nociceptive and Neuropathic Pain: A Review of Their Analgesic Properties in Combination With Opioids. J Pharm Technol 2023; 39:35-40. [PMID: 36755751 PMCID: PMC9899962 DOI: 10.1177/87551225221139699] [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: 12/05/2022] Open
Abstract
Objectives: To determine the efficacy and safety of commonly prescribed tricyclic antidepressants (TCAs) as analgesics for nociceptive and neuropathic pain in combination with opioids. Data Sources: A comprehensive literature review was conducted with the assistance of a medical reference librarian on PubMed, MEDLINE, Scopus, and Web of Science using the following search terminology: "Amitriptyline" OR "Doxepin" OR "Desipramine" OR "Imipramine" OR "Nortriptyline" OR "Clomipramine" OR "Trimipramine" AND "Analgesia." Reports of adult patients who received any TCA as an adjunctive analgesic to opioids were included. Study Selection and Data Extraction: A total of 293 results were obtained from the initial database inquiries, following which exclusion criteria were applied and 6 articles were included in this review. Three of the reports detailed the use of TCAs in the perioperative setting, whereas the remaining 3 evaluated their effect on different etiologies of neuropathic pain. Data Synthesis: Tricyclic antidepressants were found to have modest, yet not insignificant, independent analgesic properties, although the ability to provide pain relief was relegated to a select few agents. Desipramine has the most data available for use in nociceptive, postoperative pain through its ability to potentiate and prolong the analgesic effects of opioids and was not associated with adverse drug effects. Conclusions: The efficacy of TCAs for neuropathic pain was not corroborated by this review, and the anticholinergic adverse effects associated with this drug class were found to be significant. Further research is needed to quantify the efficacy of TCAs in the management of nociceptive pain.
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Affiliation(s)
- Justin P. Reinert
- The University of Toledo College of
Pharmacy and Pharmaceutical Sciences, Toledo, OH, USA
| | - Michael A. Veronin
- Ben and Maytee Fisch College of
Pharmacy, The University of Texas at Tyler, Tyler, TX, USA
| | - Christopher Medina
- Ben and Maytee Fisch College of
Pharmacy, The University of Texas at Tyler, Tyler, TX, USA
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Hyland SJ, Wetshtein AM, Grable SJ, Jackson MP. Acute Pain Management Pearls: A Focused Review for the Hospital Clinician. Healthcare (Basel) 2022; 11:healthcare11010034. [PMID: 36611494 PMCID: PMC9818465 DOI: 10.3390/healthcare11010034] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2022] [Revised: 12/15/2022] [Accepted: 12/19/2022] [Indexed: 12/24/2022] Open
Abstract
Acute pain management is a challenging area encountered by inpatient clinicians every day. While patient care is increasingly complex and costly in this realm, the availability of applicable specialists is waning. This narrative review seeks to support diverse hospital-based healthcare providers in refining and updating their acute pain management knowledge base through clinical pearls and point-of-care resources. Practical guidance is provided for the design and adjustment of inpatient multimodal analgesic regimens, including conventional and burgeoning non-opioid and opioid therapies. The importance of customized care plans for patients with preexisting opioid tolerance, chronic pain, or opioid use disorder is emphasized, and current recommendations for inpatient management of associated chronic therapies are discussed. References to best available guidelines and literature are offered for further exploration. Improved clinician attention and more developed skill sets related to acute pain management could significantly benefit hospitalized patient outcomes and healthcare resource utilization.
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Affiliation(s)
- Sara J. Hyland
- Department of Pharmacy, OhioHealth Grant Medical Center, Columbus, OH 43215, USA
- Correspondence:
| | - Andrea M. Wetshtein
- Department of Pharmacy, Cleveland Clinic Fairview Hospital, Cleveland, OH 44111, USA
| | - Samantha J. Grable
- Hospice and Palliative Medicine, OhioHealth Grant Medical Center, Columbus, OH 43215, USA
| | - Michelle P. Jackson
- Hospice and Palliative Medicine, OhioHealth Grant Medical Center, Columbus, OH 43215, USA
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Nursing Resources Linked to Postsurgical Outcomes for Patients With Opioid Use Disorder. ANNALS OF SURGERY OPEN 2022; 3:e185. [PMID: 36199489 PMCID: PMC9508985 DOI: 10.1097/as9.0000000000000185] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2022] [Accepted: 06/14/2022] [Indexed: 11/28/2022] Open
Abstract
To determine whether better nursing resources (ie, nurse education, staffing, work environment) are each associated with improved postsurgical outcomes for patients with opioid use disorder (OUD).
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11
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Lossio-Ventura JA, Song W, Sainlaire M, Dykes PC, Hernandez-Boussard T. Opioid2MME: Standardizing opioid prescriptions to morphine milligram equivalents from electronic health records. Int J Med Inform 2022; 162:104739. [PMID: 35325663 PMCID: PMC9477978 DOI: 10.1016/j.ijmedinf.2022.104739] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2021] [Revised: 02/26/2022] [Accepted: 03/11/2022] [Indexed: 12/27/2022]
Abstract
BACKGROUND The national increase in opioid use and misuse has become a public health crisis in the U.S. To tackle this crisis, the systematic evaluation and monitoring of opioid prescribing patterns is necessary. Thus, opioid prescriptions from electronic health records (EHRs) must be standardized to morphine milligram equivalent (MME) to facilitate monitoring and surveillance. While most studies report MMEs to describe opioid prescribing patterns, there is a lack of transparency regarding their data pre-processing and conversion processes for replication or comparison purposes. METHODS In this work, we developed Opioid2MME, a SQL-based open-source framework, to convert opioid prescriptions to MMEs using EHR prescription data. The MME conversions were validated internally using F-measures through manual chart review; were compared with two existing tools, as MedEx and MedXN; and the framework was tested in an external academic EHR system. RESULTS We identified 232,913 prescriptions for 49,060 unique patients in the EHRs, 2008-2019. We manually annotated a sample of prescriptions to assess the performance of the framework. The internal evaluation for medication information extraction achieved F-measures from 0.98 to 1.00 for each piece of the extracted information, outperforming MedEx and MedXN (F-Scores 0.98 and 0.94, respectively). MME values in the internal EHR system obtained a F-measure of 0.97 and identified 3% of the data as outliers and 7% missing values. The MME conversion in the external EHR system obtained 78.3% agreement between the MME values obtained with the development site. CONCLUSIONS The results demonstrated that the framework is replicable and capable of converting opioid prescriptions to MMEs across different medical institutions. In summary, this work sets the groundwork for the systematic evaluation and monitoring of opioid prescribing patterns across healthcare systems.
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Affiliation(s)
- Juan Antonio Lossio-Ventura
- Department of Medicine (Biomedical Informatics), Stanford University, Stanford, CA, USA; National Institute of Mental Health, National Institutes of Health, MD, USA.
| | - Wenyu Song
- Department of Medicine, Brigham & Women's Hospital, Boston, MA, USA; Harvard Medical School, Boston, MA, USA
| | | | - Patricia C Dykes
- Department of Medicine, Brigham & Women's Hospital, Boston, MA, USA; Harvard Medical School, Boston, MA, USA; Mass General Brigham, Boston, MA, USA
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Heo KN, Ah YM, Lee JY. Risk factors of chronic opioid use after surgical procedures in noncancer patients: A nationwide case-control study. Eur J Anaesthesiol 2022; 39:161-169. [PMID: 33927106 DOI: 10.1097/eja.0000000000001528] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
BACKGROUND Surgery is an indication for opioid prescription in noncancer patients, and chronic use of opioids is associated with overdose and abuse. OBJECTIVES We aimed to evaluate the prevalence and risk factors associated with chronic opioid use (COU) following surgery among noncancer patients. DESIGN A nationwide case-control study. SETTING Retrospective analysis of the annual national patient sample data from 2012 to 2018 in South Korea. PATIENTS Adults without cancer who had undergone surgery and received noninjectable opioids during hospital stay. MAIN OUTCOME MEASURES COU during 3 months following surgery. RESULTS A total of 15 543 participants were included, and the prevalence overall and in opioid-naïve users was 8.1 and 5.7%, respectively. Prior exposure patterns of opioids [intermittent user, adjusted odds ratio (aOR) 2.35; 95% CI, 2.00 to 2.77, and continuous user, aOR 8.58; 95% CI, 6.54 to 11.24] and concomitant use of benzodiazepine (in continuous user, aOR 18.60; 95% CI 11.70 to 29.55) were strongly associated with COU compared with naïve users. Morphine milligram equivalent, type of opioid strength at discharge and prescription of nonopioid analgesics at discharge were also associated with COU. Compared with minor surgery, knee (aOR 1.49; 95% CI 1.17 to 1.89), spine (aOR 1.65; 95% CI 1.33 to 2.06) and shoulder (aOR 2.54; 95% CI 1.97 to 3.27) procedures showed a significantly positive association with COU. Sensitivity analysis in opioid-naïve patients showed similar results. CONCLUSION About 8.1% of noncancer patients who had undergone surgery and were prescribed noninjectable opioids became chronic opioid users in Korea. Identified risk factors could be used to derive strategies for safe opioid use in noncancer patients in the future.
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Affiliation(s)
- Kyu-Nam Heo
- From the College of Pharmacy and Research Institute of Pharmaceutical Sciences, Seoul National University, Seoul (KN-H, JY-L) and College of Pharmacy, Yeungnam University, Gyeongsan-si, Republic of Korea (YM-A)
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Joseph JM, Gori D, Curtin C, Hah J, Ho VT, Asch SM, Hernandez-Boussard T. Gaps in standardized postoperative pain management quality measures: A systematic review. Surgery 2022; 171:453-458. [PMID: 34538340 PMCID: PMC8792158 DOI: 10.1016/j.surg.2021.08.004] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2021] [Revised: 07/16/2021] [Accepted: 08/01/2021] [Indexed: 02/03/2023]
Abstract
BACKGROUND The goal of this study was an assessment of availability postoperative pain management quality measures and National Quality Forum-endorsed measures. Postoperative pain is an important clinical timepoint because poor pain control can lead to patient suffering, chronic opiate use, and/or chronic pain. Quality measures can guide best practices, but it is unclear whether there are measures for managing pain after surgery. METHODS The National Quality Forum Quality Positioning System, Agency for Healthcare Research and Quality Indicators, and Centers for Medicare and Medicaid Services Measures Inventory Tool databases were searched in November 2019. We conducted a systematic literature review to further identify quality measures in research publications, clinical practice guidelines, and gray literature for the period between March 11, 2015 and March 11, 2020. RESULTS Our systematic review yielded 1,328 publications, of which 206 were pertinent. Nineteen pain management quality measures were identified from the quality measure databases, and 5 were endorsed by National Quality Forum. The National Quality Forum measures were not specific to postoperative pain management. Three of the non-endorsed measures were specific to postoperative pain. CONCLUSION The dearth of published postoperative pain management quality measures, especially National Quality Forum-endorsed measures, highlights the need for more rigorous evidence and widely endorsed postoperative pain quality measures to guide best practices.
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Affiliation(s)
| | - Davide Gori
- Department of Biomedical and Neuromotor Sciences, University of Bologna, Italy
| | - Catherine Curtin
- Department of Surgery, Veterans Affairs Palo Alto Health Care System, CA; Department of Surgery, Stanford University, CA. https://twitter.com/ccurtinprs
| | - Jennifer Hah
- Division of Pain Medicine, Department of Anesthesiology, Perioperative, and Pain Medicine, Stanford University, CA. https://twitter.com/JenniferHahMD
| | - Vy Thuy Ho
- Department of Surgery, Stanford University, CA
| | - Steven M Asch
- Department of Medicine, Stanford University, CA; Center for Innovation to Implementation, Veterans Affairs Palo Alto Health Care System, CA. https://twitter.com/steveaschmd
| | - Tina Hernandez-Boussard
- Department of Medicine, Stanford University, CA; Department of Surgery, Stanford University, CA; Department of Biomedical Data Science, Stanford University, CA.
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14
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Enhanced Recovery After Surgery: Opioid Sparing Strategies After Discharge: A Review. Curr Pain Headache Rep 2022; 26:93-102. [DOI: 10.1007/s11916-022-01009-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/30/2021] [Indexed: 11/03/2022]
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15
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Tang R, Santosa KB, Vu JV, Lin LA, Lai YL, Englesbe MJ, Brummett CM, Waljee JF. Preoperative Opioid Use and Readmissions Following Surgery. Ann Surg 2022; 275:e99-e106. [PMID: 32187028 PMCID: PMC7935087 DOI: 10.1097/sla.0000000000003827] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
OBJECTIVE To assess the association between preoperative opioid exposure and readmissions following common surgery. SUMMARY BACKGROUND DATA Preoperative opioid use is common, but its effect on opioid-related, pain-related, respiratory-related, and all-cause readmissions following surgery is unknown. METHODS We analyzed claims data from a 20% national Medicare sample of patients ages ≥ 65 with Medicare Part D claims undergoing surgery between January 1, 2009 and November 30, 2016. We grouped patients by the dose, duration, recency, and continuity of preoperative opioid prescription fills. We used logistic regression to examine the association between prior opioid exposure and 30-day readmissions, adjusted for patient risk factors and procedure type. RESULTS Of 373,991 patients, 168,579 (45%) filled a preoperative opioid prescription within 12 months of surgery, ranging from minimal to chronic high use. Preoperative opioid exposure was associated with higher rate of opioid-related readmissions, compared with naive patients [low: aOR=1.63, 95% CI=1.26-2.12; high: aOR=3.70, 95% CI=2.71-5.04]. Preoperative opioid exposure was also associated with higher risk of pain-related readmissions [low: aOR=1.27, 95% CI=1.23-1.32; high: aOR=1.62, 95% CI=1.53-1.71] and respiratory-related readmissions [low: aOR=1.10, 95% CI=1.05-1.16; high: aOR=1.44, 95% CI=1.34-1.55]. Low, moderate, and high chronic preoperative opioid exposures were predictive of all-cause readmissions (low: OR 1.09, 95% CI: 1.06-1.12); high: OR 1.23, 95% CI: 1.18-1.29). CONCLUSIONS Higher levels of preoperative opioid exposure are associated with increased risk of readmissions after surgery. These findings emphasize the importance of screening patients for preoperative opioid exposure and creating risk mitigation strategies for patients.
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Affiliation(s)
- Ruiqi Tang
- Medical Student, University of Michigan Medical School
| | - Katherine B. Santosa
- House Officer, Section of Plastic Surgery, Department of Surgery, Michigan Medicine
| | | | - Lewei A. Lin
- Assistant Professor, Department of Psychiatry, Michigan Medicine Medicine and Research Investigator, VA Ann Arbor Healthcare System
| | - Yen-Ling Lai
- Analyst, Michigan Opioid Prescribing Engagement Network (Michigan OPEN)
| | - Michael J. Englesbe
- Darling Professor of Surgery, Section of Transplantation, Department of Surgery, Michigan Medicine
| | - Chad M. Brummett
- Associate Professor, Division of Pain Medicine, Department of Anesthesiology, Michigan Medicine
| | - Jennifer F. Waljee
- Associate Professor, Section of Plastic Surgery, Department of Surgery, Michigan Medicine
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16
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Cabañero D, Maldonado R. Synergism between oral paracetamol and nefopam in a murine model of postoperative pain. Eur J Pain 2021; 25:1770-1787. [PMID: 33909343 DOI: 10.1002/ejp.1787] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2021] [Revised: 04/08/2021] [Indexed: 01/03/2023]
Abstract
BACKGROUND The use of paracetamol or nefopam for postoperative pain control is limited by the need of high doses associated with unwanted effects. Previous works suggest positive interactions between both compounds that may be exploited to obtain potentiation of antinociception. METHODS Mechanical and heat antinociception induced by oral doses of paracetamol, nefopam or their combination was studied by isobolographic analysis in a murine model of postsurgical pain. The effective doses that produced 50% antinociception (ED50 ) were calculated from the log dose-response curves for each compound. Subsequently, the effects of ED8.7 s, ED12.5 s, ED17.5 s and ED35 s of nefopam and paracetamol combined were assessed. RESULTS Oral paracetamol induced dose-dependent relief of postoperative sensitivity and showed higher efficacy reducing mechanical hypersensitivity (ED50 177.3 ± 15.4 mg/kg) than heat hyperalgesia (ED50 278.6 ± 43 mg/kg). Oral nefopam induced dose-dependent antinociception with similar efficacy for mechanical and heat hypersensitivity (ED50 s 5.42 ± 0.81 vs. 5.83 ± 0.72). Combinations of increasing isoeffective doses revealed that combined ED17.5 s (85.76 mg/kg paracetamol and 1.9 mg/kg nefopam) and ED35 s (132.67 mg/kg and 3.73 mg/kg) showed synergistic effects leading to 75% and 90% mechanical antinociception, respectively. These mixtures were defined by interaction indexes of 0.43 and 0.41 and ratios 45:1 and 35:1 paracetamol:nefopam, respectively. The same combinations showed additive effects for the inhibition of incisional thermal hyperalgesia. CONCLUSIONS AND LIMITATIONS This work describes a synergistic antinociceptive interaction between low doses of nefopam and paracetamol for the treatment of postoperative hypersensitivity to peripheral stimuli. The promising results obtained on reflexive nociceptive responses of young male mice subjected to plantar surgery highlight the interest of further research evaluating the effects of this mixture on the affective-motivational component of pain and in females and additional age groups. Confirmation of pain-relieving efficacy and safety of this oral combination clinically available in European and Asian countries could provide a useful tool for postsurgical pain management. SIGNIFICANCE Early postoperative pain is currently undertreated and has been recognized as a relevant source of chronic postsurgical pain. Oral efficient treatments could facilitate fast-track surgeries and patient recovery at home. Here, we identify in a mouse model of postoperative pain a potent synergistic oral combination consisting of low paracetamol and nefopam doses that provides relief of postsurgical hypersensitivity to mechanical and thermal stimuli. Oral multimodal paracetamol-nefopam mixtures represent a potential clinically available pharmacological strategy for the relief of incisional sensitivity and the promotion of patient recovery.
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Affiliation(s)
- David Cabañero
- Neuropharmacology Laboratory, Department of Experimental and Health Sciences, Pompeu Fabra University, Barcelona, Spain
| | - Rafael Maldonado
- Neuropharmacology Laboratory, Department of Experimental and Health Sciences, Pompeu Fabra University, Barcelona, Spain.,IMIM (Hospital del Mar Medical Research Institute), Barcelona, Spain
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17
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Nomura ATG, Pruinelli L, Barreto LNM, Graeff MDS, Swanson EA, Silveira T, Almeida MDA. Pain Management in Clinical Practice Research Using Electronic Health Records. Pain Manag Nurs 2021; 22:446-454. [PMID: 33678588 DOI: 10.1016/j.pmn.2021.01.016] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2020] [Revised: 01/26/2021] [Accepted: 01/31/2021] [Indexed: 11/28/2022]
Abstract
BACKGROUND The use of electronic health record (EHR) systems encourages and facilitates the use of data for the development and surveillance of quality indicators, including pain management. AIM to conduct an integrative review on pain management research using data extracted from EHR in order to synthesize and analyze the following elements: pain management (assessments, interventions, and outcomes) and study results with potential clinical implications, data source, clinical sample characteristics, and method description. DESIGN An integrative review of the literature was undertaken to identify exemplars of scientific research studies that explore pain management using data from EHR, using Cooper's framework. RESULTS Our search of 1,061 records from PubMed, Scopus, and Cinahl was narrowed down to 28 eligible articles to be analyzed. CONCLUSION Results of this integrative review will make a critical contribution, assisting others in developing research proposals and sound research methods, as well as providing an overview of such studies over the past 10 years. Through this review it is therefore possible to guide new research on clinical pain management using EHR.
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Affiliation(s)
- Aline Tsuma Gaedke Nomura
- School of Nursing, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, Rio Grande do Sul, Brazil
| | | | | | - Murilo Dos Santos Graeff
- School of Nursing, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, Rio Grande do Sul, Brazil
| | | | - Thamiris Silveira
- School of Nursing, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, Rio Grande do Sul, Brazil
| | - Miriam de Abreu Almeida
- School of Nursing, Universidade Federal do Rio Grande do Sul (UFRGS), Porto Alegre, Rio Grande do Sul, Brazil
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18
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Latif JM, Guirguis E, Henneman A, Scott V. Impact of Pharmacy-Led Education Regarding Multimodal Acute Pain Management on Medical Residents’ Prescribing of Opioids. Hosp Pharm 2021. [DOI: 10.1177/0018578719848736] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Background: Opioids are commonly prescribed for patients with acute pain. Guidelines recommend multimodal regimens to synergistically treat pain and provide enhanced recovery. Objective: The objective of this study was to assess changes in oral morphine milligram equivalents (MMEs) prescribed by internal medicine (IM) medical residents for acute pain after a series of pharmacist-led in-services on prescribing multimodal pain regimens. Methods: Two hundred patients were assessed for changes in oral MMEs prescribed prior to and after a 3-part in-service series on multimodal pain management. Inclusion criteria included those who were admitted with acute pain managed by an IM resident, were prescribed analgesic(s), and were 18 years and older. Patients excluded were those admitted into the intensive care unit, receiving chronic pain management, obstetric patients, cancer patients, patients with previous opioid exposure, and patients using patient-controlled analgesia. The study outcomes were change in oral MMEs prescribed by medical residents for acute pain after the in-services, multimodal regimen use, appropriate analgesics prescribed, prescribing a bowel regimen if the patient was prescribed an opioid, and prescribers’ survey results. Results: A total of 6358.6 oral MMEs were prescribed before and 5297 oral MMEs were prescribed after the in-services. Fifty-eight patients before and 70 patients after the in-services were prescribed a multimodal regimen. Ten patients before and 18 patients after the in-services were given a bowel regimen. Eighty percent of the patients before and 85% after the in-services had an appropriate pain scale for their prescriptions. IM medical resident and student survey scores improved after each in-service. Conclusion: An educational series on multimodal regimens for acute pain management decreased opioid prescription and increased the use of multimodal regimens for acute pain.
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Affiliation(s)
| | | | - Amy Henneman
- Palm Beach Atlantic University, West Palm Beach, FL, USA
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19
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George S, Johns M. Review of nonopioid multimodal analgesia for surgical and trauma patients. Am J Health Syst Pharm 2020; 77:2052-2063. [DOI: 10.1093/ajhp/zxaa301] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
AbstractPurposePain is a frequent finding in surgical and trauma patients, and effective pain control remains a common challenge in the hospital setting. Opioids have traditionally been the foundation of pain management; however, these agents are associated with various adverse effects and risks of dependence and diversion.SummaryIn response to the rising national opioid epidemic and the various risks associated with opioid use, multimodal pain management through use of nonopioid analgesics such as acetaminophen, nonsteroidal anti-inflammatory drugs, α 2 agonists, N-methyl-d-aspartate (NMDA) receptor antagonists, skeletal muscle relaxants, sodium channel blockers, and local anesthetics has gained popularity recently. Multimodal analgesia has synergistic therapeutic effects and can decrease adverse effects by enabling use of lower doses of each agent in the multimodal regimen. This review discusses properties of the various nonopioid analgesics and encourages pharmacists to play an active role in the selection, initiation, and dose-titration of multimodal analgesia. The choice of nonopioid agents should be based on patient comorbidities, hemodynamic stability, and the agents’ respective adverse effect profiles. A multidisciplinary plan for management of pain should be formulated during transitions of care and is an area of opportunity for pharmacists to improve patient care.ConclusionMultimodal analgesia effectively treats pain while decreasing adverse effects. There is mounting evidence to support use of this strategy to decrease opioid use. As medication experts, pharmacists can play a key role in the selection, initiation, and dose-titration of analgesic agents based on patient-specific factors.
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Affiliation(s)
- Stephy George
- Department of Pharmacy, Texas Health Harris Methodist Hospital, Fort Worth, TX
| | - Meagan Johns
- Department of Pharmacy, University of Texas Southwestern Medical Center, Dallas, TX
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20
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Baboli KM, Liu H, Poggio JL. Opioid-free postoperative analgesia: Is it feasible? Curr Probl Surg 2020; 57:100794. [DOI: 10.1016/j.cpsurg.2020.100794] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2020] [Accepted: 04/08/2020] [Indexed: 12/28/2022]
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21
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Hernandez-Boussard T, Graham LA, Carroll I, Dasinger EA, Titan AL, Morris MS, Hawn MT. Perioperative opioid use and pain-related outcomes in the Veterans Health Administration. Am J Surg 2020; 219:969-975. [PMID: 31280840 PMCID: PMC10163865 DOI: 10.1016/j.amjsurg.2019.06.022] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2019] [Revised: 06/17/2019] [Accepted: 06/21/2019] [Indexed: 11/18/2022]
Abstract
Understanding variation in perioperative opioid exposure and its effect on patients' outcomes is critical for pain management. This study characterized perioperative exposure to morphine and its association with postoperative pain and 30-day readmissions. We utilized nationwide Veterans Healthcare Administration (VHA) data on four high-volume surgical procedures, 2007-2014. We identified 235,239 Veterans undergoing orthopedic, general, or vascular surgery; 5.4% high trajectories (116.1 OME/Day), 53.2% medium trajectories (39.7 OME/Day), and 41.4% low trajectories (19.1 OME/Day). Modeled estimates suggest that patients in the high OME group had higher risk of a pain-related readmission (OR: 1.59; CI: 1.39, 1.83) compared to the low OME trajectory. Yet when stratified by pain trajectory, patients with high pain and high OME had lower risk of a pain-related readmission compared to patients in the high pain low OME group (OR: 0.76, CI: 0.62, 0.94). In conclusion, patients receiving high perioperative OME are more likely to return to care for pain-related problems. This study highlights opportunities to reduce the amount of prescriptions opioids in the communities.
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Affiliation(s)
- Tina Hernandez-Boussard
- Department of Medicine, Stanford University, Stanford, CA, USA; Department of Surgery, Stanford University, Stanford, CA, USA; Department of Biomedical Data Science, Stanford University, Stanford, CA, USA.
| | - Laura A Graham
- Department of Surgery, Stanford University, Stanford, CA, USA; Veterans Affairs Palo Alto Health Care System, Palo Alto, CA, USA
| | - Ian Carroll
- Department of Anesthesia, Stanford University, Stanford, CA, USA
| | - Elise A Dasinger
- Birmingham VA Medical Center, Birmingham, AL, USA; Department of Surgery, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Ashley L Titan
- Department of Surgery, Stanford University, Stanford, CA, USA
| | - Melanie S Morris
- Birmingham VA Medical Center, Birmingham, AL, USA; Department of Surgery, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Mary T Hawn
- Department of Surgery, Stanford University, Stanford, CA, USA; Veterans Affairs Palo Alto Health Care System, Palo Alto, CA, USA
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22
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Young JD, Bhashyam AR, Parisien RL, Van der Vliet Q, Qudsi RA, Fils J, Dyer GSM. Cross-Cultural Comparison of Nonopioid and Multimodal Analgesic Prescribing in Orthopaedic Trauma. J Am Acad Orthop Surg Glob Res Rev 2020; 4:e2000051. [PMID: 33970576 PMCID: PMC7434039 DOI: 10.5435/jaaosglobal-d-20-00051] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2020] [Accepted: 03/31/2020] [Indexed: 11/18/2022]
Abstract
BACKGROUND After musculoskeletal injury, US providers prescribe opioids more frequently and at higher dosages than prescribers in the Netherlands and Haiti; however, the extent of variation in nonopioid analgesic prescribing is unknown. The aim of our study was to evaluate how nonopioid prescribing by orthopaedic residents varies by geographic context. METHODS Orthopaedic residents in three countries in which residents are the primary prescribers of postoperative analgesia in academic medical centers (Haiti, the Netherlands, and the United States) responded to surveys using vignette-based musculoskeletal trauma case scenarios. The residents chose which medications they would prescribe for postdischarge analgesia. We quantified the likelihood and dose of acetaminophen or a nonsteroidal anti-inflammatory drug prescription. We constructed multivariable regressions with generalized estimating equations to describe differences in nonopiate prescription according to country, the resident's sex and training year, and the injury site and age in the test cases. RESULTS Compared with residents from the United States, residents from Haiti were more likely to prescribe nonopioids (odds ratio, 3.22 [confidence interval, 1.94 to 5.34], P < 0.0001) and residents from the Netherlands nearly always prescribed nonopioids. Of those cases where one or more opioid was prescribed, providers also prescribed a nonopioid (acetaminophen or nonsteroidal anti-inflammatory drug) in 345/603 (57.2%) of US, 152/152 (100%) of Dutch, and 69/97 (71.1%) of Haitian cases (Fisher exact test P value <0.0001). Finally, providers prescribed only nonopioids for pain control in 3/348 (0.86%) of US, 32/184 (17.4%) of Dutch, and 107/176 (60.8%) of Haitian cases (Fisher exact test P < 0.0001). CONCLUSIONS When comparing multimodal analgesic patterns, US prescribers prescribed nonopioid analgesics less frequently than prescribers in two other countries, one low income and one high income, either in isolation or in conjunction with opioids.
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Affiliation(s)
- Jason D Young
- From the Harvard Medical School (Mr. Young, Dr. Bhashyam, Dr. Dyer); the Harvard Combined Orthopaedic Residency Program (Dr. Bhashyam, Dr. Dyer); Boston, MA; the Department of Orthopaedic Surgery (Dr. Parisien), University of Pennsylvania; Philadelphia, PA; the Department of Trauma Surgery (Dr. Van der Vliet), University Medical Center Utrecht; Utrecht, the Netherlands; the Department of Orthopaedics, Nemours (Dr. Qudsi)/A.I. duPont Hospital for Children; Wilmington, DE; and the Department of Orthopaedic Surgery (Dr. Fils, Dr. Dyer), Brigham and Women's Hospital, Boston, MA
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23
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Hernandez-Boussard T, Blayney DW, Brooks JD. Leveraging Digital Data to Inform and Improve Quality Cancer Care. Cancer Epidemiol Biomarkers Prev 2020; 29:816-822. [PMID: 32066619 DOI: 10.1158/1055-9965.epi-19-0873] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2019] [Revised: 10/03/2019] [Accepted: 02/12/2020] [Indexed: 12/20/2022] Open
Abstract
BACKGROUND Efficient capture of routine clinical care and patient outcomes is needed at a population-level, as is evidence on important treatment-related side effects and their effect on well-being and clinical outcomes. The increasing availability of electronic health records (EHR) offers new opportunities to generate population-level patient-centered evidence on oncologic care that can better guide treatment decisions and patient-valued care. METHODS This study includes patients seeking care at an academic medical center, 2008 to 2018. Digital data sources are combined to address missingness, inaccuracy, and noise common to EHR data. Clinical concepts were identified and extracted from EHR unstructured data using natural language processing (NLP) and machine/deep learning techniques. All models are trained, tested, and validated on independent data samples using standard metrics. RESULTS We provide use cases for using EHR data to assess guideline adherence and quality measurements among patients with cancer. Pretreatment assessment was evaluated by guideline adherence and quality metrics for cancer staging metrics. Our studies in perioperative quality focused on medications administered and guideline adherence. Patient outcomes included treatment-related side effects and patient-reported outcomes. CONCLUSIONS Advanced technologies applied to EHRs present opportunities to advance population-level quality assessment, to learn from routinely collected clinical data for personalized treatment guidelines, and to augment epidemiologic and population health studies. The effective use of digital data can inform patient-valued care, quality initiatives, and policy guidelines. IMPACT A comprehensive set of health data analyzed with advanced technologies results in a unique resource that facilitates wide-ranging, innovative, and impactful research on prostate cancer. This work demonstrates new ways to use the EHRs and technology to advance epidemiologic studies and benefit oncologic care.See all articles in this CEBP Focus section, "Modernizing Population Science."
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Affiliation(s)
- Tina Hernandez-Boussard
- Department of Medicine, Stanford University, Stanford, California. .,Department of Biomedical Data Science, Stanford University, Stanford, California.,Department of Surgery, Stanford University School of Medicine, Stanford, California
| | - Douglas W Blayney
- Department of Medicine, Stanford University, Stanford, California.,Stanford Cancer Institute, Stanford University School of Medicine, Stanford, California
| | - James D Brooks
- Stanford Cancer Institute, Stanford University School of Medicine, Stanford, California.,Department of Urology, Stanford University School of Medicine, Stanford, California
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24
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Olds C, Spataro E, Li K, Kandathil C, Most SP. Assessment of Persistent and Prolonged Postoperative Opioid Use Among Patients Undergoing Plastic and Reconstructive Surgery. JAMA FACIAL PLAST SU 2020; 21:286-291. [PMID: 30844024 DOI: 10.1001/jamafacial.2018.2035] [Citation(s) in RCA: 55] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Importance Although the development of persistent opioid use after surgical procedures has garnered much attention in recent years, large-scale studies characterizing patterns of persistent opioid use among patients undergoing plastic and reconstructive surgery procedures are lacking. Objective To assess the prevalence of immediate and long-term postoperative opioid use after plastic and reconstructive surgery procedures. Design, Setting, and Participants In this population-based cohort study, patients who underwent 5 classes of plastic and reconstructive procedures (nasal, eye, breast, abdomen, and soft tissue reconstruction) between January 1, 2007, and December 31, 2015, were identified using IBM MarketScan Commercial and Medicare Supplemental research databases. Patients were excluded if they were younger than 18 years, lacked continuous insurance coverage for 1 year preoperatively and postoperatively, had a second anesthesia event within 1 year postoperatively, and filled an opioid prescription within the year prior to surgery. Main Outcomes and Measures Analgesic prescription patterns in the immediate postoperative period. The primary outcome was rates of persistent opioid use (opioid prescriptions filled 90-180 days postoperatively). The secondary outcome was rates of prolonged opioid use (opioid prescriptions filled 90-180 days postoperatively and again 181-365 days postoperatively). Explanatory variables included patient demographics, procedure type, and relevant comorbidities. Results Of the 466 677 patients who met inclusion criteria, 96 397 (45.3%) were men, and the mean (SD) age was 46.8 (17.7) years. Furthermore, 212 387 (54.6%) of the patients filled prescriptions for postoperative analgesics, with 212 387 (91.5%) of analgesic prescriptions filled being for opioids. Persistent opioid use occurred in 30 865 (6.6%) patients (5.1%-13.5% across procedure classes), while prolonged opioid use occurred in 10 487 (2.3%) patients (1.7%-5.6% across procedure classes). Patients who filled prescriptions for opioids in the perioperative period were significantly more likely to exhibit persistent (odds ratio [OR], 2.87; 95% CI, 2.80-2.94) and prolonged (OR, 2.90; 95% CI, 2.77-3.02) opioid use than those who did not fill perioperative opioid prescriptions, with the greatest odds for persistent use found in patients who underwent breast (OR, 4.36; 95% CI, 4.10-4.63) and nasal (OR, 3.51; 95% CI, 3.30-3.73) procedures. On multivariable logistic regression analysis, independent risk factors for persistent and prolonged opioid use included perioperative opioid use, procedure type, and prior-year mental health (depression and anxiety) and substance abuse diagnoses. Conclusions and Relevance Given the significant risk of persistent opioid use after plastic and reconstructive procedures, it is imperative to develop best practices guidelines for postoperative opioid prescription practices in this population. Level of Evidence NA.
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Affiliation(s)
- Cristen Olds
- Division of Facial Plastic and Reconstructive Surgery, Department of Otolaryngology-Head and Neck Surgery, Stanford Hospital and Clinics, Stanford, California
| | - Emily Spataro
- Division of Facial Plastic and Reconstructive Surgery, Department of Otolaryngology-Head and Neck Surgery, Washington University School of Medicine in St Louis, St Louis, Missouri
| | - Kevin Li
- Division of Facial Plastic and Reconstructive Surgery, Department of Otolaryngology-Head and Neck Surgery, Stanford Hospital and Clinics, Stanford, California
| | - Cherian Kandathil
- Division of Facial Plastic and Reconstructive Surgery, Department of Otolaryngology-Head and Neck Surgery, Stanford Hospital and Clinics, Stanford, California
| | - Sam P Most
- Division of Facial Plastic and Reconstructive Surgery, Department of Otolaryngology-Head and Neck Surgery, Stanford Hospital and Clinics, Stanford, California.,Associate Editor
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25
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Weng Y, Tian L, Tedesco D, Desai K, Asch SM, Carroll I, Curtin C, McDonald KM, Hernandez-Boussard T. Trajectory analysis for postoperative pain using electronic health records: A nonparametric method with robust linear regression and K-medians cluster analysis. Health Informatics J 2019; 26:1404-1418. [PMID: 31621460 DOI: 10.1177/1460458219881339] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Postoperative pain scores are widely monitored and collected in the electronic health record, yet current methods fail to fully leverage the data with fast implementation. A robust linear regression was fitted to describe the association between the log-scaled pain score and time from discharge after total knee replacement. The estimated trajectories were used for a subsequent K-medians cluster analysis to categorize the longitudinal pain score patterns into distinct clusters. For each cluster, a mixture regression model estimated the association between pain score and time to discharge adjusting for confounding. The fitted regression model generated the pain trajectory pattern for given cluster. Finally, regression analyses examined the association between pain trajectories and patient outcomes. A total of 3442 surgeries were identified with a median of 22 pain scores at an academic hospital during 2009-2016. Four pain trajectory patterns were identified and one was associated with higher rates of outcomes. In conclusion, we described a novel approach with fast implementation to model patients' pain experience using electronic health records. In the era of big data science, clinical research should be learning from all available data regarding a patient's episode of care instead of focusing on the "average" patient outcomes.
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Wu CL, King AB, Geiger TM, Grant MC, Grocott MPW, Gupta R, Hah JM, Miller TE, Shaw AD, Gan TJ, Thacker JKM, Mythen MG, McEvoy MD. American Society for Enhanced Recovery and Perioperative Quality Initiative Joint Consensus Statement on Perioperative Opioid Minimization in Opioid-Naïve Patients. Anesth Analg 2019; 129:567-577. [PMID: 31082966 PMCID: PMC7261519 DOI: 10.1213/ane.0000000000004194] [Citation(s) in RCA: 85] [Impact Index Per Article: 14.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Abstract
Surgical care episodes place opioid-naïve patients at risk for transitioning to new persistent postoperative opioid use. With one of the central principles being the application of multimodal pain interventions to reduce the reliance on opioid-based medications, enhanced recovery pathways provide a framework that decreases perioperative opioid use. The fourth Perioperative Quality Initiative brought together a group of international experts representing anesthesiology, surgery, and nursing with the objective of providing consensus recommendations on this important topic. Fourth Perioperative Quality Initiative was a consensus-building conference designed around a modified Delphi process in which the group alternately convened for plenary discussion sessions in between small group discussions. The process included several iterative steps including a literature review of the topics, building consensus around the important questions related to the topic, and sequential steps of content building and refinement until agreement was achieved and a consensus document was produced. During the fourth Perioperative Quality Initiative conference and thereafter as a writing group, reference applicability to the topic was discussed in any area where there was disagreement. For this manuscript, the questions answered included (1) What are the potential strategies for preventing persistent postoperative opioid use? (2) Is opioid-free anesthesia and analgesia feasible and appropriate for routine operations? and (3) Is opioid-free (intraoperative) anesthesia associated with equivalent or superior outcomes compared to an opioid minimization in the perioperative period? We will discuss the relevant literature for each questions, emphasize what we do not know, and prioritize the areas for future research.
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Affiliation(s)
- Christopher L. Wu
- Department of Anesthesiology, Hospital for Special Surgery, New York, New York
- Department of Anesthesiology, Weill Cornell Medicine, New York, New York
- The Armstrong Institute for Patient Safety and Quality, Johns Hopkins Medicine, Baltimore, Maryland
| | - Adam B. King
- Department of Anesthesiology, Vanderbilt, Vanderbilt University School of Medicine and University Medical Center, Nashville, Tennessee
| | - Timothy M. Geiger
- Department of Surgery, Vanderbilt, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Michael C. Grant
- Department of Anesthesiology and Critical Care Medicine, Johns Hopkins School of Medicine, Baltimore, Maryland
| | - Michael P. W. Grocott
- Department of Anaesthesia, Perioperative Medicine and Critical Care, Southampton National Institute of Health Research Biomedical Research Centre, University Hospital Southampton National Health Service (NHS) Foundation Trust/University of Southampton, Southampton, United Kingdom
| | - Ruchir Gupta
- Department of Anesthesiology, Stony Brook School of Medicine, Stony Brook, New York
| | - Jennifer M. Hah
- Division of Pain Medicine, Department of Anesthesiology, Perioperative and Pain Medicine, Stanford University, Palo Alto, California
| | - Timothy E. Miller
- Department of Anesthesiology, Duke University Medical Center, Durham, North Carolina
| | - Andrew D. Shaw
- Department of Anesthesiology and Pain Medicine, University of Alberta, Edmonton, Alberta, Canada
| | - Tong J. Gan
- Department of Anesthesiology, Stony Brook School of Medicine, Stony Brook, New York
| | - Julie K. M. Thacker
- Department of Surgery, Duke University School of Medicine, Durham, North Carolina
| | - Michael G. Mythen
- University College London Hospitals National Institute of Health Research Biomedical Research Centre, London, United Kingdom
| | - Matthew D. McEvoy
- Department of Anesthesiology, Vanderbilt, Vanderbilt University School of Medicine and University Medical Center, Nashville, Tennessee
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Dasinger EA, Graham LA, Wahl TS, Richman JS, Baker SJ, Hawn MT, Hernandez-Boussard T, Rosen AK, Mull HJ, Copeland LA, Whittle JC, Burns EA, Morris MS. Preoperative opioid use and postoperative pain associated with surgical readmissions. Am J Surg 2019; 218:828-835. [PMID: 30879796 DOI: 10.1016/j.amjsurg.2019.02.033] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2018] [Revised: 02/14/2019] [Accepted: 02/26/2019] [Indexed: 11/16/2022]
Abstract
BACKGROUND The extent of preoperative opioid utilization and the relationship with pain-related readmissions are not well understood. METHODS VA Surgical Quality Improvement Program data on general, vascular, and orthopedic surgeries (2007-2014) were merged with pharmacy data to evaluate preoperative opioid use and pain-related readmissions. Opioid use in the 6-month preoperative period was categorized as none, infrequent, frequent, and daily. RESULTS In the six-month preoperative period, 65.7% had no opioid use, 16.7% had infrequent use, 6.3% frequent use, and 11.4% were daily opioid users. Adjusted odds of pain-related readmission were higher for opioid-exposed groups vs the opioid-naïve group: infrequent (OR 1.17; 95% CI:1.04-1.31), frequent (OR 1.28; 95% CI:1.08-1.52), and daily (OR 1.49; 95% CI:1.27-1.74). Among preoperative opioid users, those with a pain-related readmission had higher daily preoperative oral morphine equivalents (mean 44.5 vs. 36.1, p < 0.001). CONCLUSIONS Patients using opioids preoperatively experienced higher rates of pain-related readmissions, which increased with frequency and dosage of opioid exposure.
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Affiliation(s)
- Elise A Dasinger
- Birmingham VA Medical Center, Birmingham, AL, USA; Department of Surgery, University of Alabama at Birmingham, Birmingham, AL, USA.
| | - Laura A Graham
- Veterans Affairs, Palo Alto, Veterans Affairs Medical Center, Palo Alto, CA, USA; Department of Surgery, Stanford University School of Medicine, Palo Alto, CA, USA
| | - Tyler S Wahl
- Birmingham VA Medical Center, Birmingham, AL, USA; Department of Surgery, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Joshua S Richman
- Birmingham VA Medical Center, Birmingham, AL, USA; Department of Surgery, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Samantha J Baker
- Birmingham VA Medical Center, Birmingham, AL, USA; Department of Surgery, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Mary T Hawn
- Veterans Affairs, Palo Alto, Veterans Affairs Medical Center, Palo Alto, CA, USA; Department of Surgery, Stanford University School of Medicine, Palo Alto, CA, USA
| | | | - Amy K Rosen
- Center for Healthcare Organization and Implementation Research (CHOIR), VA Boston Healthcare System, Boston, MA, USA; Department of Surgery, Boston University School of Medicine, Boston, MA, USA
| | - Hillary J Mull
- Center for Healthcare Organization and Implementation Research (CHOIR), VA Boston Healthcare System, Boston, MA, USA; Department of Surgery, Boston University School of Medicine, Boston, MA, USA
| | - Laurel A Copeland
- VA Central Western Massachusetts Healthcare System, Leeds, MA, USA; University of Massachusetts Medical School, Worcester, MA, USA
| | - Jeffrey C Whittle
- Milwaukee Veterans Affairs Medical Center, Milwaukee, WI, USA; Department of Surgery, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Edith A Burns
- Milwaukee Veterans Affairs Medical Center, Milwaukee, WI, USA; Department of Surgery, Medical College of Wisconsin, Milwaukee, WI, USA
| | - Melanie S Morris
- Birmingham VA Medical Center, Birmingham, AL, USA; Department of Surgery, University of Alabama at Birmingham, Birmingham, AL, USA
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