Prescription Default Nudges for Opioid Reduction after Major Surgery (NORMS): A Randomized Controlled Trial.

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We aimed to evaluate the impact of an electronic health record (EHR)-based default "nudge" intervention on opioid prescribing after common surgical operations. Given ongoing national challenges in opioid use and opioid-related adverse events, there is a need to optimize opioid prescribing after surgery. Behavioral nudges built into the EHR may be effective and useful, but they have not been widely tested among surgeons. This is a randomized clinical trial at a large academic medical center involving adult surgical patients. System-wide, 118 surgical clinicians were randomized to control or intervention versions of an electronic discharge order set; the intervention arm had suggested pre-populated opioid and adjunct prescriptions. The outcome was morphine milligram equivalents (MME) prescribed at discharge, analyzed at the surgical encounter level. 663 surgical encounters (377 intervention and 286 control) were analyzed. 57% of the patients were female, and the median age was 49 years. The most common operations were laparoscopic cholecystectomy (39%), laparoscopic appendectomy (25%), and laparoscopic/robotic colectomy (12%). The median opioids prescribed at discharge was 75 MME (~ 10 oxycodone-5mg tablets). Overall, in the intention-to-treat analysis, there were similar MME prescribed in the control and intervention groups (adjusted difference: 2.4 MME, 95% CI: -14.7 to 19.4, P=0.79). Only 21% in the intervention group received prescriptions from pre-populated defaults, while 79% received free form prescriptions. In as-treated analysis, the pre-populated prescriptions were substantially smaller than those written free form (adjusted difference: -22.5 MME, 95% CI: -34.7 to -10.2). The offering of pre-populated opioid prescriptions to surgeons did not reduce postoperative opioid prescribing overall. However, the subset of surgeons who accepted the defaults prescribed much less opioids. Default nudge interventions may be useful in optimizing opioid prescribing, but stronger versions of defaults and co-interventions are likely needed.

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  • Research Article
  • Cite Count Icon 1
  • 10.1111/ans.18319
Opioid prescribing patterns following common general surgery procedures in the Bay of Plenty, New Zealand.
  • Feb 15, 2023
  • ANZ Journal of Surgery
  • Scott Mclaughlin + 2 more

Global increases in opioid prescribing and misuse have prompted calls for closer regulation. Opioid prescription following surgery may lead to long term opioid use. A study was conducted evaluating opioid prescriptions on hospital discharge following common general surgery operations in the Bay of Plenty. Retrospective observational study over a two-year period in two regional New Zealand hospitals. Six hundred and eleven patients aged 18-64 years were assessed. Patients with complications, readmission, and a prescription of opioids in the preceding 3 months were excluded. A total of 460 patients (165 Laparoscopic Cholecystectomy (LC), 200 Laparoscopic Appendicectomy (LA) and 95 Open Inguinal Hernia Repair (OIHR)) were included in analysis. Opioids were prescribed to 53% of LC, 55% of LA, and 60% of OIHR patients, with a mean of 75.8 Morphine Milligram Equivalents (MMEs), 75.3 MMEs, and 82.8 MMEs respectively. Seven percent of patients (18/254) received a second opioid prescription within 3 months, and of those only 1.6% (4/254) received a further prescription between 3 and 6 months from discharge. Opioid prescribing did not correlate with operation, ethnicity, age, length of stay, or gender, except for males receiving a more MMEs than females following LC (mean 102.0 MMEs versus 65.4 MMEs, P= 0.017). This study shows a rate of opioid prescribing lower than the USA, and greater than seen in an Australian setting. Substantial amounts of opioids were prescribed following uncomplicated surgery, with significant variability. Improvements in training in post-operative opioid prescribing are needed. Fortunately, rates of ongoing opioid use were low.

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  • Cite Count Icon 1
  • 10.1016/j.spinee.2019.05.323
306. Opioid-limiting legislation effectively decreases 30-day opioid utilization following anterior cervical decompression and fusion
  • Aug 22, 2019
  • The Spine Journal
  • Daniel Reid + 5 more

306. Opioid-limiting legislation effectively decreases 30-day opioid utilization following anterior cervical decompression and fusion

  • Research Article
  • Cite Count Icon 13
  • 10.1001/jamanetworkopen.2021.7481
Effect of Changing Electronic Health Record Opioid Analgesic Dispense Quantity Defaults on the Quantity Prescribed
  • Apr 22, 2021
  • JAMA Network Open
  • Marcus A Bachhuber + 7 more

Interventions to improve judicious prescribing of opioid analgesics for acute pain are needed owing to the risks of diversion, misuse, and overdose. To assess the effect of modifying opioid analgesic prescribing defaults in the electronic health record (EHR) on prescribing and health service use. A cluster randomized clinical trial with 2 parallel arms was conducted between June 13, 2016, and June 13, 2018, in a large urban health care system comprising 32 primary care and 4 emergency department (ED) sites in the Bronx, New York. Data were analyzed using a difference-in-differences method from 6 months before implementation through 18 months after implementation. Data were analyzed from January 2019 to February 2020. A default dispense quantity for new opioid analgesic prescriptions of 10 tablets (intervention) vs no change (control) in the EHR. The primary outcome was the quantity of opioid analgesics prescribed with the new default prescription. Secondary outcomes were opioid analgesic reorders and health service use within 30 days after the new prescription. Intention-to-treat analysis was conducted. Overall, 21 331 patients received a new opioid analgesic prescription from 490 prescribers. Comparing the intervention and control arms, site, prescriber, and patient characteristics were similar. For the new prescription, compared with the control arm, patients in the intervention arm had significantly more prescriptions for 10 tablets or fewer (7.6 percentage points; 95% CI, 6.1-9.2 percentage points), a lower number of tablets prescribed (-2.1 tablets; 95% CI, -3.3 to -0.9 tablets), and lower morphine milligram equivalents (MME) prescribed (-14.6 MME; 95% CI, -22.6 to -6.6 MME). Within 30 days after the new prescription, significant differences remained in the number of tablets prescribed (-2.7 tablets; 95% CI, -4.8 to -0.6 tablets), but not MME (-15.8 MME; 95% CI, -33.8 to 2.2 MME). Within this 30-day period, there were no significant differences between the arms in health service use. In this study, implementation of a uniform reduced default dispense quantity of 10 tablets for opioid analgesic prescriptions led to a modest reduction in the quantity prescribed initially, without significantly increasing health service use. However, during 30 days after implementation, the influence on prescribing was mixed. Reducing EHR default dispense quantities for opioid analgesics is a feasible strategy that can be widely disseminated and may modestly reduce prescribing. ClinicalTrials.gov Identifier: NCT03003832.

  • Research Article
  • Cite Count Icon 23
  • 10.1016/j.ijmedinf.2022.104739
Opioid2MME: Standardizing opioid prescriptions to morphine milligram equivalents from electronic health records
  • Mar 16, 2022
  • International journal of medical informatics
  • Juan Antonio Lossio-Ventura + 4 more

Opioid2MME: Standardizing opioid prescriptions to morphine milligram equivalents from electronic health records

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  • Cite Count Icon 207
  • 10.1001/jamanetworkopen.2019.10734
Opioid Prescribing After Surgery in the United States, Canada, and Sweden
  • Sep 4, 2019
  • JAMA Network Open
  • Karim S Ladha + 12 more

Small studies and anecdotal evidence suggest marked differences in the use of opioids after surgery internationally; however, this has not been evaluated systematically across populations receiving similar procedures in different countries. To determine whether there are differences in the frequency, amount, and type of opioids dispensed after surgery among the United States, Canada, and Sweden. This cohort study included patients without previous opioid prescriptions aged 16 to 64 years who underwent 4 low-risk surgical procedures (ie, laparoscopic cholecystectomy, laparoscopic appendectomy, arthroscopic knee meniscectomy, and breast excision) between January 2013 and December 2015 in the United States, between July 2013 and March 2016 in Canada, and between January 2013 and December 2014 in Sweden. Data analysis was conducted in all 3 countries from July 2018 to October 2018. The main outcome was postoperative opioid prescriptions filled within 7 days after discharge; the percentage of patients who filled a prescription, the total morphine milligram equivalent (MME) dose, and type of opioid dispensed were compared. The study sample consisted of 129 379 patients in the United States, 84 653 in Canada, and 9802 in Sweden. Overall, 52 427 patients (40.5%) in the United States were men, with a mean (SD) age of 45.1 (12.7) years; in Canada, 25 074 patients (29.6%) were men, with a mean (SD) age of 43.5 (13.0) years; and in Sweden, 3314 (33.8%) were men, with a mean (SD) age of 42.5 (13.0). The proportion of patients in Sweden who filled an opioid prescription within the first 7 days after discharge for any procedure was lower than patients treated in the United States and Canada (Sweden, 1086 [11.1%]; United States, 98 594 [76.2%]; Canada, 66 544 [78.6%]; P < .001). For patients who filled a prescription, the mean (SD) MME dispensed within 7 days of discharge was highest in United States (247 [145] MME vs 169 [93] MME in Canada and 197 [191] MME in Sweden). Codeine and tramadol were more commonly dispensed in Canada (codeine, 26 136 patients [39.3%]; tramadol, 12 285 patients [18.5%]) and Sweden (codeine, 170 patients [15.7%]; tramadol, 315 patients [29.0%]) than in the United States (codeine, 3210 patients [3.3%]; tramadol, 3425 patients [3.5%]). The findings indicate that the United States and Canada have a 7-fold higher rate of opioid prescriptions filled in the immediate postoperative period compared with Sweden. Of the 3 countries examined, the mean dose of opioids for most surgical procedures was highest in the United States.

  • Research Article
  • Cite Count Icon 4
  • 10.1053/j.sart.2021.12.001
System-wide opioid prescription reduction after shoulder arthroplasty
  • Dec 31, 2021
  • Seminars in Arthroplasty: JSES
  • Ronald A Navarro + 5 more

System-wide opioid prescription reduction after shoulder arthroplasty

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  • Cite Count Icon 158
  • 10.1001/jamasurg.2018.2083
Association of Lowering Default Pill Counts in Electronic Medical Record Systems With Postoperative Opioid Prescribing
  • Jul 18, 2018
  • JAMA Surgery
  • Alexander S Chiu + 5 more

Reliance on prescription opioids for postprocedural analgesia has contributed to the opioid epidemic. With the implementation of electronic medical record (EMR) systems, there has been increasing use of computerized order entry systems for medication prescriptions, which is now more common than handwritten prescriptions. The EMR can autopopulate a default number of pills prescribed, and 1 potential method to alter prescriber behavior is to change the default number presented via the EMR system. To investigate the association of lowering the default number of pills presented when prescribing opioids in an EMR system with the amount of opioid prescribed after procedures. A prepost intervention study was conducted to compare postprocedural prescribing patterns during the 3 months before the default change (February 18 to May 17, 2017) with the 3 months after the default change (May 18 to August 18, 2017). The setting was a multihospital health care system that uses Epic EMR (Hyperspace 2015 IU2; Epic Systems Corporation). Participants were all patients in the study period undergoing 1 of the 10 most common operations and discharged by postoperative day 1. The default number of opioid pills autopopulated in the EMR when prescribing discharge analgesia was lowered from 30 to 12. Linear regression estimating the change in the median number of opioid pills and the total dose of opioid prescribed was performed. Opioid doses were converted into morphine milligram equivalents (MME) for comparison. The frequency of patients requiring analgesic prescription refills was also evaluated. There were 1447 procedures (mean [SD] age, 54.4 [17.3] years; 66.9% female) before the default change and 1463 procedures (mean [SD] age, 54.5 [16.4] years; 67.0% female) after the default change. After the default change, the median number of opioid pills prescribed decreased from 30 (interquartile range, 15-30) to 20 (interquartile range, 12-30) per prescription (P < .001). The percentage of prescriptions written for 30 pills decreased from 39.7% (554 of 1397) before the default change to 12.9% (183 of 1420) after the default change (P < .001), and the percentage of prescriptions written for 12 pills increased from 2.1% (29 of 1397) before the default change to 24.6% (349 of 1420) after the default change (P < .001). Regression analysis demonstrated a decrease of 5.22 (95% CI, -6.12 to -4.32) opioid pills per prescription after the default change, for a total decrease of 34.41 (95% CI, -41.36 to -27.47) MME per prescription. There was no statistical difference in opioid refill rates (3.0% [4 of 135] before the default change vs 1.5% [2 of 135] after the default change, P = .41). Lowering the default number of opioid pills prescribed in an EMR system is a simple, effective, cheap, and potentially scalable intervention to change prescriber behavior and decrease the amount of opioid medication prescribed after procedures.

  • Research Article
  • Cite Count Icon 1
  • 10.1001/jamanetworkopen.2023.38188
Noninvasive Bioelectronic Treatment of Postcesarean Pain
  • Oct 20, 2023
  • JAMA network open
  • Jennifer L Grasch + 6 more

Improved strategies are needed to decrease opioid use after cesarean delivery but still adequately control postoperative pain. Although transcutaneous electrical stimulation devices have proven effective for pain control after other surgical procedures, they have not been tested as part of a multimodal analgesic protocol after cesarean delivery, the most common surgical procedure in the United States. To determine whether treatment with a noninvasive high-frequency electrical stimulation device decreases opioid use and pain after cesarean delivery. This triple-blind, sham-controlled randomized clinical trial was conducted from April 18, 2022, to January 31, 2023, in the labor and delivery unit at a single tertiary academic medical center in Ohio. Individuals were eligible for the study if they had a singleton or twin gestation and underwent a cesarean delivery. Of 267 people eligible for the study, 134 (50%) were included. Participants were randomly assigned in a 1:1 ratio to a high-frequency (20 000 Hz) electrical stimulation device group or to an identical-appearing sham device group and received 3 applications at the incision site in the first 20 to 30 hours postoperatively. The primary outcome was inpatient postoperative opioid use, measured in morphine milligram equivalents (MME). Secondary outcomes included pain scores, measured with the Brief Pain Inventory questionnaire (scale, 0-10, with 0 representing no pain), MME prescribed at discharge, and receipt of additional opioid prescriptions in the postpartum period. Normally distributed data were assessed using t tests; otherwise via Mann-Whitney or χ2 tests as appropriate. Analyses were completed following intention-to-treat principles. Of 134 postpartum individuals who underwent a cesarean delivery (mean [SD] age, 30.5 [4.6] years; mean [SD] gestational age at delivery, 38 weeks 6 days [8 days]), 67 were randomly assigned to the functional device group and 67 to the sham device group. Most were multiparous, had prepregnancy body mass index (calculated as weight in kilograms divided by height in meters squared) higher than 30, were privately insured, and received spinal anesthesia. One participant in the sham device group withdrew consent prior to treatment. Individuals assigned to the functional device used significantly less opioid medication prior to discharge (median [IQR], 19.75 [0-52.50] MME) than patients in the sham device group (median [IQR], 37.50 [7.50-67.50] MME; P = .046) and reported similar rates of moderate to severe pain (85% vs 91%; relative risk [RR], 0.77 [95% CI, 0.55-1.29]; P = .43) and mean pain scores (3.59 [95% CI, 3.21-3.98] vs 4.46 [95% CI, 4.01-4.92]; P = .004). Participants in the functional device group were prescribed fewer MME at discharge (median [IQR], 82.50 [0-90.00] MME vs 90.00 [75.00-90.00] MME; P < .001). They were also more likely to be discharged without an opioid prescription (25% vs 10%; RR, 1.58 [95% CI, 1.08-2.13]; P = .03) compared with the sham device group. No treatment-related adverse events occurred in either group. In this randomized clinical trial of postoperative patients following cesarean delivery, use of a high-frequency electrical stimulation device as part of a multimodal analgesia protocol decreased opioid use in the immediate postoperative period and opioids prescribed at discharge. These findings suggest that the use of this device may be a helpful adjunct to decrease opioid use without compromising pain control after cesarean delivery.

  • Research Article
  • Cite Count Icon 5
  • 10.1016/j.jhsa.2022.08.009
Impact of an Electronic Health Record Pain Medication Prescribing Tool on Opioid Prescriptions for Postoperative Pain in Hand, Orthopedic, Plastic, and Spine Surgery Across a Health Care System
  • Sep 30, 2022
  • The Journal of Hand Surgery
  • Aaron M Kearney + 5 more

Impact of an Electronic Health Record Pain Medication Prescribing Tool on Opioid Prescriptions for Postoperative Pain in Hand, Orthopedic, Plastic, and Spine Surgery Across a Health Care System

  • Research Article
  • Cite Count Icon 2
  • 10.1089/jwh.2021.0378
The Effect of an Automated Order on Postpartum Opioid Use After Uncomplicated Vaginal Deliveries.
  • Mar 2, 2022
  • Journal of Women's Health
  • Addison Alley + 4 more

Background: To address the opioid epidemic, physicians are encouraged to identify means of reducing patient opioid exposure. Electronic medical records (EMRs) often include default order sets with automated orders for opioid medications, which may influence how much opioids physicians prescribe. We sought to evaluate the impact of de-selecting an automated order for oxycodone-acetaminophen from an EMR order set for postpartum vaginal deliveries on inpatient opioid exposure by comparing the proportion of patients who received an opioid after an uncomplicated vaginal delivery before and after the EMR change. As secondary outcomes, the impact on average total morphine milligram equivalents (MMEs) and discharge opioid prescriptions was investigated. Materials and Methods: A quality improvement study was conducted through retrospective chart review of uncomplicated vaginal deliveries for the four quarters before and after the EMR order set change occurred. The total proportion of patients who received an opioid in the postpartum period was then determined for the preexposure and postexposure groups. The total average MME consumed for patients who received an opioid in each group was determined and the total proportion of patients who received an opioid prescription at discharge was compared. Results: A total of 5826 records of uncomplicated vaginal deliveries met the criteria for analysis. In the preintervention group, 32.9% of patients received an opioid postpartum, compared to 12.5% of patients in the postintervention group, representing a decrease of 62.0% (p < 0.001). Of those who received opioids, the preintervention mean total opioid consumption was 28.4 MME (±27.6) compared to 33.6 MME (±46.4) postintervention, and there was no significant difference in median total opioid consumption: 22.5 MME (interquartile range [IQR]: 7.5-47.5) preintervention compared with 20.8 MME (IQR: 7.5-45.0) postintervention (p = 0.902). No significant difference was found with discharge opioid prescriptions between the two groups. Conclusion: Order sets within EMR systems appear to have a significant influence on physician prescribing behaviors and removing these automated orders for opioids should be considered.

  • Research Article
  • Cite Count Icon 12
  • 10.1177/23259671231159063
Opioid Prescription Patterns 90 Days After Arthroscopic Rotator Cuff Repair: A 10-Year National Database Analysis.
  • Apr 1, 2023
  • Orthopaedic journal of sports medicine
  • Wesley Day + 6 more

Arthroscopic rotator cuff repair (ARCR) is a common procedure that typically requires opioid prescription for postoperative pain management. To investigate the current prescription patterns and factors influencing 90-day postoperative opioid prescription trends for opioid-naïve patients who underwent ARCR. Case series; Level of evidence, 4. Opioid-naïve adult patients who underwent ARCR between January 2010 and September 2020 and had a record of opioid prescriptions during the 90-day postoperative period were identified in the PearlDiver Mariner91 national administrative database. Exclusions included patients with prior shoulder procedures, a history of chronic pain, and opioid prescription records dated earlier than 4 weeks before surgery. Covariates included age group, sex, Elixhauser Comorbidity Index, and prescriber specialty (orthopaedic or nonorthopaedic). The primary outcome-90-day postoperative morphine milligram equivalents (MMEs) prescribed per patient-was compared using univariate and multivariate regression analyses, and 90-day postoperative opioid prescription trends over the 10-year study period were analyzed with linear regression. In total, 55,345 ARCR cases were identified. The mean ± SD amount prescribed within the first 90 days was 742.4 ± 256.5 MMEs, and the median was 487.5 MMEs. Multivariate linear regression analysis predicted higher 90-day postoperative MMEs for female patients and younger patients (P < .01 for both). From 2010 to 2020, there was a 66% decrease in mean MME prescribed per patient (▵ = 660.4 MME; P < .01), with a mean reduction of 55.1 MME per patient per year. In 2020, the mean 90-day postoperative amount prescribed was 341.1 MME, which is equivalent to 51 tablets of 5-mg oxycodone (Percocet). Female sex and younger age were predictors of more MME being prescribed after ARCR. While opioid prescriptions following ARCR have substantially decreased over the past decade, the amount prescribed warrants further attention.

  • Research Article
  • Cite Count Icon 91
  • 10.2106/jbjs.18.00943
Mandatory Prescription Limits and Opioid Utilization Following Orthopaedic Surgery.
  • May 15, 2019
  • Journal of Bone and Joint Surgery
  • Daniel B.C Reid + 5 more

Since 2016, over half of the states in the United States have passed mandatory limits on opioid prescriptions, with limited evidence of effectiveness. In this study, we evaluated postoperative opioid prescriptions following orthopaedic surgery before and after the implementation of one of the earliest such laws. Following the implementation of state legislation limiting opioid prescriptions for opioid-naïve patients, 2 patient cohorts (pre-law and post-law) were compared. Both opioid-tolerant and opioid-naïve patients undergoing 6 common orthopaedic procedures (total knee arthroplasty, rotator cuff repair, anterior cruciate ligament reconstruction, open reduction and internal fixation for a distal radial fracture, open reduction and internal fixation for an ankle fracture, and lumbar discectomy) met inclusion criteria. Patients undergoing >1 primary procedure in the same operative session were excluded. All benzodiazepine and opioid prescriptions from 30 days before to 90 days after the surgical procedure were recorded. Logistic regression was performed to determine risk factors for prolonged postoperative opioid use. In this study, 836 pre-law patients were compared with 940 post-law patients. The 2 groups were similar with regard to demographic variables, baseline opioid tolerance, and recent benzodiazepine use (all p > 0.05). Post-law, for all patients, there were decreases in the initial prescription pill quantity (49.65 pills pre-law and 22.08 pills post-law; p < 0.001) and the total morphine milligram equivalents (MMEs) (417.67 MMEs pre-law and 173.86 MMEs post-law; p < 0.001), regardless of patient preoperative opioid exposure (all p < 0.001). Additionally, there were decreases in the mean cumulative 30-day MMEs (790.01 MMEs pre-law and 524.61 MMEs post-law; p < 0.001) and the 30 to 90-day MMEs (243.51 MMEs pre-law and 208.54 MMEs post-law; p = 0.008). Despite being specifically exempted from the legislation, opioid-tolerant patients likewise experienced a significant decrease in cumulative 30-day MMEs (1,304.08 MMEs pre-law and 1,015.19 MMEs post-law; p = 0.0016). Opioid-tolerant patients required more postoperative opioids at all time points and had an increased likelihood of prolonged opioid use compared with those who were opioid-naïve preoperatively (odds ratio, 8.73 [95% confidence interval, 6.21 to 12.29]). A clinically important and significant reduction in opioid utilization after orthopaedic surgery was observed following the implementation of statewide mandatory opioid prescription limits. After implementation of mandatory opioid prescription regulations, a clinically important and significant decline in the volume of opioids dispensed in the short term and intermediate term following orthopaedic surgery was observed. Furthermore, important clinical predictors of prolonged postoperative opioid use, including preoperative opioid use and preoperative benzodiazepine use, were identified. These findings have important implications for public health, as well as the potential to influence policymakers and to change practice among orthopaedic surgeons.

  • Research Article
  • Cite Count Icon 4
  • 10.1097/corr.0000000000002414
Race, Gender, and Primary Language Were Not Associated With Changes in Opioid Prescribing in Children: Results From a Single Institution, 2010 to 2020.
  • Sep 20, 2022
  • Clinical Orthopaedics &amp; Related Research
  • Brian Bentzlin Begley + 8 more

Patients should be prescribed medication based on their medical condition, without prejudice because of their race, gender, or primary language. However, previous research has shown that men are prescribed more medication than women, patients who are White are prescribed more medications than patients who are non-White, and English-speaking people are prescribed more medications than non-English-speaking patients. However, it is unclear whether these differences also occur in pediatric orthopaedic populations. We asked: (1) Was the amount of opiates prescribed at discharge associated with patient age, gender, race, or primary language? (2) Did the amount of opiates prescribed to patients at discharge change from 2010 to 2020? In a single center, between January 2010 and December 2019, we treated 331 patients younger than 18 years surgically for upper and lower long-bone extremity fractures. Patients were considered eligible if they had a nonpathologic fracture. Femur fractures were not included. Based on these criteria, all patients were eligible. The mean age was 12 ± 4 years. The mean weight was 57 ± 33 kg. Among these patients, 76% (253 of 331) were boys and 24% (78 of 331) were girls. From the hospital discharge records, we recorded the amount of opiates prescribed at the time of discharge as measured by morphine milligram equivalents (MMEs). We examined the association of age, gender, race, primary language, weight, and year of treatment using this measurement. We determined a patient's race retrospectively by information given by their parents at time of admission. We did not attempt to contact patients to obtain more nuanced information about their racial background. These data were obtained from the electronic health record. The Wilcoxon rank sum test, t-test, or chi-square test was used to assess associations depending on the distribution of variables, as appropriate. Because opioids as measured in MMEs is zero-inflated, a two-part model analysis was used to adjust for confounding variables. One component of the model was for the probability of having any opiate prescription and another was for the mean number of opioids received. Findings were considered statistically significant if p values were < 0.05. In total, 57% (189 of 331) of children were prescribed opiates at discharge after surgery for long-bone fractures. Opiate MMEs increased with patient age (r = 0.38; p < 0.01). Boys and girls showed no difference in the amounts of pain medication (adjusted odds ratio [OR] 1.38 [95% confidence interval (CI) 0.80 to 2.39]; p = 0.71; adjusted opioid difference: 0.35 MME [95% CI -51.7 to 52.4]; p = 0.99), nor were there differences between patients who were White and those who were non-White (adjusted OR 0.78 [95% CI 0.49 to 1.23]; p = 0.28; adjusted opioid difference: 21.5 MME [95% CI -19.3 to 62.4]; p = 0.30), or between patients for whom English was there primary language and those for whom English was not their primary language (adjusted OR 1.16 [95% CI 0.52 to 2.57]; p = 0.71; adjusted opioid difference: 22.7 MME [95% CI -55.7 to 101.3]; p = 0.57) when adjusted for age and weight. There was no change in opioid prescription amounts from 2010 to 2020 after adjusting for changes in patient age across years (Spearman r = -0.08; p = 0.16). Fairness in opioid prescribing based on race, gender, or primary language is possible. Additional research is needed to determine what factors in our institution led to this result. We suggest that prescribers should apply consistent protocols based on factors such as weight or injury type rather than making individual decisions for each patient. This will lead to fairer opioid prescribing to patients from different race and gender groups. Level III, therapeutic study.

  • Research Article
  • Cite Count Icon 1
  • 10.1177/23259671231202242
Effects of Opioid-Limiting Legislation in the State of Ohio on Opioid Prescriptions After Shoulder Arthroscopy.
  • Nov 1, 2023
  • Orthopaedic Journal of Sports Medicine
  • John T Strony + 7 more

Recent studies have shown that legislation regulating opioid prescriptions in the United States has been successful in reducing the morphine milligram equivalent (MME) prescribed after certain orthopaedic procedures. To (1) determine the effect of Ohio's legislation limiting opioid prescriptions after shoulder arthroscopy and (2) identify risk factors associated with prolonged opioid use and increased postoperative opioid dosing. Cohort study; Level of evidence, 3. We reviewed the data of patients who underwent shoulder arthroscopy between January 1, 2016, and March 31, 2020. Patients were classified according to the date of legislation passage (August 31, 2017) as before legislation (PRE) or on/after legislation (POST). Patients were also classified based on the number of opioid prescriptions filled within 30 days of surgery as opioid-tolerant (at least 1 prescription) or opioid-naïve (zero prescriptions). We recorded patient characteristics, medical comorbidities, and surgical details, as well as the number of opioid prescriptions, MME per prescription from 30 days preoperatively to 90 days postoperatively, and the number of gamma-aminobutyric acid (GABA) analogues and benzodiazepine prescriptions from 30 days preoperatively to the date of surgery. Differences between cohorts were compared with the Fisher exact test and Wilcoxon test. A covariate-adjusted regression analysis was used to evaluate risk factors associated with increased postoperative opioid dosing. Overall, 279 patients (n = 97 PRE; n = 182 POST; n = 42 opioid-tolerant; n = 237 opioid-naïve) were included in the final analysis. There was a significant reduction in the cumulative MME prescribed in the immediate (0-7 days) postoperative period (PRE, 450 MME vs POST, 315 MME), the first 30 postoperative days (PRE, 590 MME vs POST, 375 MME), and the first 90 postoperative days (PRE, 600 MME vs POST, 420 MME) (P < .001 for all). The opioid-tolerant cohort had higher MME at every time point in the postoperative period (P < .001). Consumption of preoperative opioid (β = 1682.5; P < .001), benzodiazepine (β = 468.09; P < .001), and GABA analogue (β = 251.37; P = .04) was associated with an increase in the cumulative MME prescribed. Opioid prescription-limiting legislation in Ohio significantly reduced the cumulative MME prescribed in the first 30 days postoperatively for both opioid-naïve and opioid-tolerant patients after shoulder arthroscopy. Consumption of opioids, benzodiazepines, and GABA analogues preoperatively was associated with increased postoperative opioid dosage.

  • Research Article
  • Cite Count Icon 12
  • 10.1002/pds.4964
Age and postoperative opioid prescriptions: a population-based cohort study of opioid-naïve adults.
  • Feb 13, 2020
  • Pharmacoepidemiology and Drug Safety
  • Jennifer Bethell + 6 more

Opioids are commonly prescribed for acute pain after surgery. However, it is unclear whether these prescriptions are usually modified to account for patient age and, in particular, opioid-related risks among older adults. We therefore sought to describe postoperative opioid prescriptions filled by opioid-naïve adults undergoing four common surgical procedures. This retrospective cohort study used individually linked surgery and prescription opioid dispensing data from Ontario, Canada to create a population-based sample of 135 659 opioid-naïve adults who underwent one of four surgical procedures (laparoscopic cholecystectomy, laparoscopic appendectomy, knee meniscectomy, or breast excision) between 2013 and 2017. Patient age, in years, was categorized as 18 to 64, 65 to 69, 70 to 74, and 75 and over. Postoperative opioid prescriptions were identified as those filled on or within 6 days of surgical discharge date. For those who filled a prescription, we assessed the total morphine milligram equivalent (MME) dose, types of opioids, and any subsequent opioid prescriptions filled within 30 days of surgical discharge date. Results were presented stratified by surgical procedure. For three of the four surgical procedures we assessed, the proportion of patients who filled a postoperative opioid prescription decreased with age (P < 0.001 for trend), and there was a small shift in the type of opioid (more codeine or tramadol and less oxycodone; P < 0.001 for trend). However, the total MME dose of the initial prescription(s) filled showed minimal age-related trends. The proportion of opioid-naïve patients filling postoperative opioid prescriptions decreases with age. However, postoperative opioid prescription dosage is not typically different in older adults.

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