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MacFarlane AJ, Ritter B, Uffer J, Feng L, Streicher A, Haider MN, Duquin TR. Greater Mental Health Burden is Associated With Poor Postoperative Pain Control and Increased Opioid Utilization Following Total Shoulder Arthroplasty. J Shoulder Elb Arthroplast 2024; 8:24715492231223665. [PMID: 38186672 PMCID: PMC10771065 DOI: 10.1177/24715492231223665] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Revised: 11/20/2023] [Accepted: 12/11/2023] [Indexed: 01/09/2024] Open
Abstract
Background Prolonged opioid use is associated with higher complications and worse patient-reported outcomes following total shoulder arthroplasty (TSA). Identified risk factors for prolonged postoperative use are related to several medical comorbidities, gender, diagnoses of anxiety or depressive disorders, and preoperative opioid use. In this study, we hypothesized that patient-reported mental health characteristics can help to identify patients at risk of worse postoperative pain control, worse sleep, and higher opioid utilization following TSA. Methods Ninety-three consecutive patients were asked to fill out 2 mental health questionnaires prior to undergoing TSA. Following surgery, patients filled out a daily pain diary to track their daily pain, pain medication use, and quality and duration of their sleep for 30 days. Preoperative opioid use and postoperative refill were determined by the New York State Prescription Monitoring Program. Mixed-model linear regressions were conducted. Significance was defined as p < 0.05. Results Postoperative opioid refill was associated with female gender, preoperative opioid therapy, higher inpatient opioid use, worse anxiety, depression, somatization, and pain catastrophizing scores. The number of days using opioids postoperatively was associated with worse pain catastrophizing scale (PCS) and somatization scores (patient health questionnaire-15). Preoperative opioid therapy was associated with worse somatization scores, whereas no opioids used after surgery were associated with better somatization scores. Worse sleep quality and duration were associated with worse PCS scores. Conclusion A greater mental health burden is associated with worse postoperative pain control and higher opioid utilization during the acute postoperative period. This is especially evident in the pain catastrophizing and somatization domains.
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Affiliation(s)
| | - Benjamin Ritter
- Jacobs School of Medicine and Biomedical Sciences, State University of New York at Buffalo, Buffalo, New York
| | - Joshua Uffer
- Jacobs School of Medicine and Biomedical Sciences, State University of New York at Buffalo, Buffalo, New York
| | - Lin Feng
- UBMD Orthopaedics and Sports Medicine, Buffalo, New York
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Wang D, Chen W, Zhang L, Wang Z, Qian Y, Li T, Sun J. Dexamethasone as additive of local infiltration analgesia reduces opioids consumption after simultaneous bilateral total hip or knee arthroplasty: a randomized controlled double-blind trial. J Orthop Surg Res 2023; 18:715. [PMID: 37736729 PMCID: PMC10514997 DOI: 10.1186/s13018-023-04164-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/08/2023] [Accepted: 09/04/2023] [Indexed: 09/23/2023] Open
Abstract
PURPOSE A randomized controlled double-blind trial was conducted to evaluate the effects of adding dexamethasone to the local infiltration analgesia (LIA) mixture on frequency of patient controlled analgesia (PCA) and opioids consumption after simultaneous bilateral total hip or knee arthroplasty (THA or TKA). METHODS 108 patients who received simultaneous bilateral THA or TKA were randomly divided into dexamethasone group and normal saline (NS) group. The main difference between two groups was whether or not dexamethasone was added to the LIA mixture. The main outcome was the cumulative consumption of opioids within 24 h. The secondary outcome were the total cumulative consumption of opioids during postoperative hospitalization, consumption of opioids drug for rescue analgesia, frequency of PCA, postoperative Visual Analogue Scale (VAS), and complications. RESULTS Cumulative consumption of opioids in the 24 h was similar between two groups (P = 0.17). Total cumulative consumption of opioids in the dexamethasone group during postoperative hospitalization was significantly lower (P = 0.03). No significant difference in the consumption of opioids drug for rescue analgesia between two groups within 24 h, while the frequency of PCA was significantly different (P = 0.04). VAS of dexamethasone group and NS group were similar during postoperative hospitalization, while the incidence of postoperative nausea and vomiting (PONV) in dexamethasone group was lower than that in NS group. CONCLUSIONS Adding dexamethasone to LIA in the simultaneous bilateral THA or TKA can effectively reduce the total cumulative consumption of opioids and the frequency of PCA, as well as reduce the incidence of PONV. Trial Registration The trial has been registered in the Chinese Clinical Trial Registry (Registration Number: ChiCTR2100042551, Date: 23/01/2021).
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Affiliation(s)
- Dasai Wang
- Orthopedic Center, Nanjing Jiangbei Hospital, Nanjing, 210043, Jiangsu, People's Republic of China
- Department of Orthopedics Surgery, The First Affiliated Hospital of Wannan Medical College, Wuhu, 241000, Anhui, People's Republic of China
| | - Wang Chen
- Department of Orthopedics Surgery, The Second Affiliated Hospital of Harbin Medical University, Harbin, 150000, Heilongjiang, People's Republic of China
| | - Leshu Zhang
- Department of Orthopedics Surgery, The Second Affiliated Hospital of Harbin Medical University, Harbin, 150000, Heilongjiang, People's Republic of China
| | - Zhigang Wang
- Orthopedic Center, Nanjing Jiangbei Hospital, Nanjing, 210043, Jiangsu, People's Republic of China
| | - Yu Qian
- Department of Orthopedics Surgery, Nanjing Drum Tower Hospital Group Suqian Hospital, Suqian, 223800, Jiangsu, People's Republic of China
| | - Tao Li
- Orthopedic Center, Nanjing Jiangbei Hospital, Nanjing, 210043, Jiangsu, People's Republic of China.
| | - Jianning Sun
- Department of Orthopedics Surgery, Nanjing Drum Tower Hospital Group Suqian Hospital, Suqian, 223800, Jiangsu, People's Republic of China.
- Department of Orthopedics Surgery, The Affiliated Hospital of Xuzhou Medical University, Xuzhou, 221000, Jiangsu, People's Republic of China.
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Abstract
BACKGROUND Many children with tibial fractures are currently being managed as outpatients. It is unclear how much opiates should be prescribed to ensure adequate analgesia at home without overprescription. This study aimed to evaluate the risk factors for requiring opiates following admission for tibial fractures and to estimate opiate requirements for children being discharged directly from the emergency department (ED). METHODS All children aged 4 to 16 years admitted with closed tibial fractures being treated in a molded circumferential above-knee plaster cast between October 2015 and April 2020 were included. Case notes were reviewed to identify demographics, analgesic prescriptions, and complications. Risk factors were analyzed using logistic regression. RESULTS A total of 75 children were included, of which 64% were males. The mean age was 9.5 (SD 3.4) years. Opiates were required by 36 (48%) children in the first 24 hours following admission. The median number of opiate doses in the first 48 hours was 0 (range: 0 to 5), with 93% of children receiving ≤3 doses. The odds of requiring opiates in the first 24 hours were unchanged for age above 10 years [odds ratio (OR)=0.85, 95% confidence interval (CI): 0.33-2.23], male sex (OR=1.58, 95% CI: 0.59-4.19), high-energy injury (OR=1.65, 95% CI: 0.45-6.04), presence of a fibula fracture (OR=2.21, 95% CI: 0.72-6.76), or need for fracture reduction in the ED (OR=0.57, 95% CI: 0.20-1.65). No children developed compartment syndrome, and the mean length of stay was 1.4 (SD 1.2) days. No children were readmitted following discharge. CONCLUSIONS We have found no cases of compartment syndrome or extensive requirement for opiates following closed tibial fractures treated in plaster cast. These children are candidates to be discharged directly from the ED. We have not identified any specific risk factors for the targeting of opiate analgesics. We recommend a guideline prescription of 6 doses of opiates for direct discharge from the ED to ensure adequate analgesia without overprescription. LEVEL OF EVIDENCE Level IV-case series.
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Hernigou P. The Seductive Poppy: Are Orthopaedists Able to Prevent a Second Wave of the Opium Pandemic with Outpatient Surgery?: Commentary on an article by Nathan H. Varady, SB, et al.: "Opioid Use Following Inpatient Versus Outpatient Total Joint Arthroplasty". J Bone Joint Surg Am 2021; 103:e23. [PMID: 33710005 DOI: 10.2106/jbjs.20.02106] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Affiliation(s)
- Philippe Hernigou
- Orthopedic Department, Henri Mondor Hospital, University Paris East, Paris, France
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Goplen CM, Kang SH, Randell JR, Jones CA, Voaklander DC, Churchill TA, Beaupre LA. Effect of preoperative long-term opioid therapy on patient outcomes after total knee arthroplasty: an analysis of multicentre population-based administrative data. Can J Surg 2021; 64:E135-E143. [PMID: 33666382 PMCID: PMC8064248 DOI: 10.1503/cjs.007319] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022] Open
Abstract
Background Up to 40% of patients are receiving opioids at the time of total knee arthroplasty (TKA) in the United States despite evidence suggesting opioids are ineffective for pain associated with arthritis and have substantial risks. Our primary objective was to determine whether preoperative opioid users had worse knee pain and physical function outcomes 12 months after TKA than patients who were opioid-naive preoperatively; our secondary objective was to determine the prevalence of opioid use before and after TKA in Alberta, Canada. Methods In this retrospective analysis of population-based data, we identified adult patients who underwent TKA between 2013 and 2015 in Alberta. We used multivariable linear regression to examine the association between preoperative opioid use and Western Ontario and McMaster Universities Osteoarthritis Index (WOMAC) pain and physical function scores 12 months after TKA, adjusting for potentially confounding variables. Results Of the 1907 patients, 592 (31.0%) had at least 1 opioid dispensed before TKA, and 124 (6.5%) were classified as long-term opioid users. Long-term opioid users had worse adjusted WOMAC pain and physical function scores 12 months after TKA than patients who were opioid-naive preoperatively (pain score β = 7.7, 95% confidence interval [CI] 4.0 to 11.6; physical function score β = 7.8, 95% CI 4.0 to 11.6; p < 0.001 for both). The majority (89 ([71.8%]) of patients who were long-term opioid users preoperatively were dispensed opioids 180–360 days after TKA, compared to 158 (12.0%) patients who were opioid-naive preoperatively. Conclusion A substantial number of patients were dispensed opioids before and after TKA, and patients who received opioids preoperatively had worse adjusted pain and functional outcome scores 12 months after TKA than patients who were opioid-naive preoperatively. These results suggest that patients prescribed opioids preoperatively should be counselled judiciously regarding expected outcomes after TKA.
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Affiliation(s)
- C Michael Goplen
- From the Department of Surgery, University of Alberta, Edmonton, Alta. (Goplen, Beaupre, Churchill); the School of Public Health, University of Alberta, Edmonton, Alta. (Randell, Jones, Voaklander); the Department of Physical Therapy, University of Alberta, Edmonton, Alta. (Randell, Jones, Beaupre); and the Alberta Bone and Joint Institute, Calgary, Alta. (Kang)
| | - Sung Hyun Kang
- From the Department of Surgery, University of Alberta, Edmonton, Alta. (Goplen, Beaupre, Churchill); the School of Public Health, University of Alberta, Edmonton, Alta. (Randell, Jones, Voaklander); the Department of Physical Therapy, University of Alberta, Edmonton, Alta. (Randell, Jones, Beaupre); and the Alberta Bone and Joint Institute, Calgary, Alta. (Kang)
| | - Jason R Randell
- From the Department of Surgery, University of Alberta, Edmonton, Alta. (Goplen, Beaupre, Churchill); the School of Public Health, University of Alberta, Edmonton, Alta. (Randell, Jones, Voaklander); the Department of Physical Therapy, University of Alberta, Edmonton, Alta. (Randell, Jones, Beaupre); and the Alberta Bone and Joint Institute, Calgary, Alta. (Kang)
| | - C Allyson Jones
- From the Department of Surgery, University of Alberta, Edmonton, Alta. (Goplen, Beaupre, Churchill); the School of Public Health, University of Alberta, Edmonton, Alta. (Randell, Jones, Voaklander); the Department of Physical Therapy, University of Alberta, Edmonton, Alta. (Randell, Jones, Beaupre); and the Alberta Bone and Joint Institute, Calgary, Alta. (Kang)
| | - Donald C Voaklander
- From the Department of Surgery, University of Alberta, Edmonton, Alta. (Goplen, Beaupre, Churchill); the School of Public Health, University of Alberta, Edmonton, Alta. (Randell, Jones, Voaklander); the Department of Physical Therapy, University of Alberta, Edmonton, Alta. (Randell, Jones, Beaupre); and the Alberta Bone and Joint Institute, Calgary, Alta. (Kang)
| | - Thomas A Churchill
- From the Department of Surgery, University of Alberta, Edmonton, Alta. (Goplen, Beaupre, Churchill); the School of Public Health, University of Alberta, Edmonton, Alta. (Randell, Jones, Voaklander); the Department of Physical Therapy, University of Alberta, Edmonton, Alta. (Randell, Jones, Beaupre); and the Alberta Bone and Joint Institute, Calgary, Alta. (Kang)
| | - Lauren A Beaupre
- From the Department of Surgery, University of Alberta, Edmonton, Alta. (Goplen, Beaupre, Churchill); the School of Public Health, University of Alberta, Edmonton, Alta. (Randell, Jones, Voaklander); the Department of Physical Therapy, University of Alberta, Edmonton, Alta. (Randell, Jones, Beaupre); and the Alberta Bone and Joint Institute, Calgary, Alta. (Kang)
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Keohane D, Sheridan GA, Harty J. Perioperative dexamethasone administration reduces 'on-demand' opioid requirements in bilateral total hip arthroplasty. Ir J Med Sci 2021; 190:1423-1427. [PMID: 33439413 DOI: 10.1007/s11845-020-02486-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2020] [Accepted: 12/16/2020] [Indexed: 10/22/2022]
Abstract
BACKGROUND Bilateral joint arthroplasty is currently not common, but its usage is expected to increase in the future. This may result in larger amounts of opioids being consumed by patients due to anticipated increased pain and prolonged recovery from this procedure. AIM We describe the impact of perioperative steroid administration in a cohort of bilateral total hip arthroplasties (THAs) (44 hips) in relation to post-operative opioid consumption. METHODS We report a single-surgeon consecutive case series of simultaneously performed bilateral THAs. Nine patients received two doses of 8 mg IV dexamethasone in the perioperative setting. There were 13 patients in the control group that received no dexamethasone. The primary outcome measure was post-operative analgesic requirements (mg/mcg). Secondary outcomes included post-operative pain according to the visual analogue score (VAS), anti-emetic requirements (mg) and length of stay (days). RESULTS The mean 'on-demand' Oxynorm® (IR oxycodone) usage in the 'steroid' group was lower than the 'non-steroid' group (47 mg vs 111 mg) (p = 0.005). There was also a significant decrease in the mean consumption of pregabalin in the 'steroid' group when compared with the 'non-steroid' group-464 mg versus 570 mg (p = 0.000). There was no reduction in the requirement of 'regularly' prescribed opioid analgesic medications. VAS analysis demonstrated no significant difference between the two groups at any timepoint. The 'steroid' group did have a trend towards a lower total LOS at 4.6 days compared with 5.5 days in the 'non-steroid' group (p = 0.0503). CONCLUSIONS We recommend the use of perioperative steroids in bilateral THA to reduce the consumption of potentially problematic opioid-based analgesics.
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Affiliation(s)
- David Keohane
- Department of Orthopaedics, Cork University Hospital, Wilton, Cork, Ireland.
| | - Gerard A Sheridan
- Department of Orthopaedics, Cork University Hospital, Wilton, Cork, Ireland
| | - James Harty
- Department of Orthopaedics, Cork University Hospital, Wilton, Cork, Ireland
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Barnes RH, Shapiro JA, Woody N, Chen F, Olcott CW, Del Gaizo DJ. Reducing Opioid Prescriptions Lowers Consumption Without Detriment to Patient-Reported Pain Interference Scores After Total Hip and Knee Arthroplasties. Arthroplast Today 2020; 6:919-924. [PMID: 33204789 PMCID: PMC7653012 DOI: 10.1016/j.artd.2020.09.017] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/26/2020] [Revised: 09/11/2020] [Accepted: 09/27/2020] [Indexed: 11/21/2022] Open
Abstract
BACKGROUND Opioid addiction is endemic in the United States. We developed a standardized opioid-prescribing schedule (SOPS) after total hip arthroplasty (THA) and total knee arthroplasty (TKA) and evaluated opioid usage alongside Patient-Reported Outcomes Measurement Information System (PROMIS) pain interference scores. We hypothesized that opioid usage would be less than prescribed and reducing prescription would decrease consumption without negatively impacting the PROMIS scores. METHODS A prospective observational study was performed on all patients undergoing primary THA and TKA from April 7, 2018, to August 10, 2019. Opioid consumption and pain interference were determined 2 weeks after discharge via telephone and email surveys. SOPSs were implemented during the study. Outcomes were compared in patients before and after the SOPS. RESULTS A total of 715 patients met inclusion criteria; 201 patients completed surveys. Before the SOPS, the mean opioid prescription was 81.2 ± 15.3 tablets for THA and 82.9 ± 10.6 for TKA. The mean usage was 35.1 ± 29.4 tablets and 35.4 ± 33.4, respectively. After the SOPS, the mean usage decreased to 19.4 ± 16.8 (P = .04) and 31.6 ± 20.9 (P = .52), respectively. After implementation of a second SOPS for THA, the mean number of tablets consumed was 21.5 ± 18.6 (P = .05 compared with pre-SOPS). The PROMIS 6B responses in patients who underwent THA demonstrated no significant changes. PROMIS 6B responses for TKA showed an increase in interference with recreational activities (P = .04) and tasks away from home (P = .04), but otherwise had no significant impact on reported scores. CONCLUSIONS Implementation of the SOPS reduced postoperative opioid prescription and consumption without significantly impacting the reported pain interference, supporting the need to decrease opioid prescription after THA and TKA.
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Affiliation(s)
- Ryan H. Barnes
- Department of Orthopaedics, University of North Carolina at Chapel Hill Hospital, Chapel Hill, NC, USA
| | - Joshua A. Shapiro
- Department of Orthopaedics, University of North Carolina at Chapel Hill Hospital, Chapel Hill, NC, USA
| | - Nathan Woody
- Department of Anesthesiology, University of North Carolina at Chapel Hill Hospital, Chapel Hill, NC, USA
| | - Fei Chen
- Department of Anesthesiology, University of North Carolina at Chapel Hill Hospital, Chapel Hill, NC, USA
| | - Christopher W. Olcott
- Department of Orthopaedics, University of North Carolina at Chapel Hill Hospital, Chapel Hill, NC, USA
| | - Daniel J. Del Gaizo
- Department of Orthopaedics, University of North Carolina at Chapel Hill Hospital, Chapel Hill, NC, USA
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Keohane D, Sheridan G, Harty J. Perioperative steroid administration improves knee function and reduces opioid consumption in bilateral total knee arthroplasty. J Orthop 2020; 22:449-453. [PMID: 33093753 PMCID: PMC7557967 DOI: 10.1016/j.jor.2020.10.004] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/28/2020] [Accepted: 10/04/2020] [Indexed: 11/20/2022] Open
Abstract
INTRODUCTION The benefits of steroid usage have been well described for unilateral total knee arthroplasty (TKA), however it's benefits in bilateral TKA has not been well published in the literature. We describe the impact of perioperative steroid administration in a cohort of bilateral TKAs (74 knees) with regard to immediate postoperative knee function, postoperative knee strength and opioid consumption. MATERIALS AND METHODS We report on a single-surgeon consecutive case series of simultaneously-performed bilateral TKAs. Eighteen patients received 2 doses of 8 mg IV dexamethasone in the perioperative setting. There were 19 patients in the control group. Primary outcome measures were day 1 postoperative knee flexion (degrees), knee strength and postoperative analgesic requirements (mg/mcg). Morphine dose equivalents (MDE) were calculated to compare all opioid-based analgesics. Secondary outcomes included post-operative pain according to the VAS (at 24, 48 and 72 h), anti-emetic requirements (mg) and length of stay (days). RESULTS The mean knee flexion achieved day 1 in the steroid group was 70.1°(σ = 17.64, 95% CI 64.1-76.0) compared to 55.8° in the non-steroid group (σ = 19.8, 95% CI 49.2-62.3) (p = 0.0008). Regarding the straight leg raise, 88.9% of the steroid group were able to achieve this compared to only 55.2% of the non-steroid group (p = 0.002). There was a reduction in the MDE requirement per patient across all medications for the 'steroid' group. Both Targin® (p = 0.03) (Prolonged-Release Oxycodone) and Fentanyl (p = 0.01) requirements were significantly reduced in the 'steroid' group. CONCLUSION We recommend the use of perioperative steroids in bilateral TKA to allow accelerated rehabilitation, improved immediate knee function and an overall reduction in the consumption of potentially problematic opioid-based analgesics.
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Affiliation(s)
| | | | - James Harty
- Cork University Hospital, Wilton, Cork, Ireland
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Katz JN, Williams EE. Challenges in Conducting Research at the Intersection of Opioids and Orthopaedics. J Bone Joint Surg Am 2020; 102 Suppl 1:15-20. [PMID: 32251135 DOI: 10.2106/jbjs.20.00142] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Affiliation(s)
- Jeffrey N Katz
- Division of Rheumatology, Immunity, and Inflammation (J.N.K.), Department of Orthopedic Surgery (J.N.K.), and The Orthopaedic and Arthritis Center for Outcomes Research (OrACORe) (J.N.K. and E.E.W.), Brigham and Women's Hospital, Boston, Massachusetts.,Harvard Medical School, Boston, Massachusetts
| | - Emma E Williams
- Division of Rheumatology, Immunity, and Inflammation (J.N.K.), Department of Orthopedic Surgery (J.N.K.), and The Orthopaedic and Arthritis Center for Outcomes Research (OrACORe) (J.N.K. and E.E.W.), Brigham and Women's Hospital, Boston, Massachusetts
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The Variable Effects of NSAIDs on Osteotomy Healing and Opioid Consumption. JOURNAL OF THE AMERICAN ACADEMY OF ORTHOPAEDIC SURGEONS GLOBAL RESEARCH AND REVIEWS 2020; 4:JAAOSGlobal-D-20-00039. [PMID: 32377618 PMCID: PMC7188274 DOI: 10.5435/jaaosglobal-d-20-00039] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/12/2020] [Accepted: 03/15/2020] [Indexed: 01/12/2023]
Abstract
In an effort to fight the opioid epidemic, an NSAID pain protocol was created for osteotomy patients. The study asked if NSAIDs negatively affect bone healing or reduce the need for opioids.
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Katakam A, Karhade AV, Schwab JH, Chen AF, Bedair HS. Development and validation of machine learning algorithms for postoperative opioid prescriptions after TKA. J Orthop 2020; 22:95-99. [PMID: 32300270 DOI: 10.1016/j.jor.2020.03.052] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/07/2020] [Accepted: 03/26/2020] [Indexed: 12/16/2022] Open
Abstract
Objective The aims of this study were to develop machine learning algorithms for preoperative prediction of prolonged opioid prescriptions after TKA and to identify variables that can predict the probability of this adverse outcome. Methods Five algorithms were developed for prediction of prolonged postoperative opioid prescriptions. Results The stochastic gradient boosting (SGB) model had the best performance. Age, history of preoperative opioid use, marital status, diagnosis of diabetes, and several preoperative medications were predictive of prolonged postoperative opioid prescriptions. Conclusion The SGB algorithm developed could help improve preoperative identification of TKA patients at risk for prolonged postoperative opioid prescriptions.
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Affiliation(s)
- Akhil Katakam
- Department of Orthopaedic Surgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Aditya V Karhade
- Department of Orthopaedic Surgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Joseph H Schwab
- Department of Orthopaedic Surgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Antonia F Chen
- Department of Orthopaedic Surgery, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Hany S Bedair
- Department of Orthopaedic Surgery, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
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Snyder MA, Sympson AN, Wurzelbacher SJ. Integrated clinical pathways with watertight, multi-layer closure to improve patient outcomes in total hip and knee joint arthroplasty. J Orthop 2020; 18:191-196. [PMID: 32042225 PMCID: PMC7000436 DOI: 10.1016/j.jor.2019.09.018] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/25/2019] [Accepted: 09/11/2019] [Indexed: 01/26/2023] Open
Abstract
The number of primary total hip and knee replacement surgeries is increasing primarily due to an aging population. There is also a concomitant increase in the number of complications which could be attributed to high variation in arthroplasty techniques, peri-operative methods and the absence of integrated clinical pathways (ICP) to mitigate risks such as surgical site infections (SSIs). The implementation of ICPs incorporating watertight, multi-layer closure could increase the preventative effectiveness against joint prosthetic adverse events. The objective of this review is to describe the ICPs implemented by one US facility to help address ten adverse events synergistically.
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Affiliation(s)
| | - Alexandra N. Sympson
- Corresponding author. Academic Research Coordinator of Orthopaedics, TriHealth Hatton Research Institute, Good Samaritan Hospital, 375 Dixmyth Avenue, Cincinnati, OH, 45220, USA.
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