1
|
McKibben LA, Layne MN, Albertorio-Sáez LM, Zhao Y, Branham EM, House SL, Beaudoin FL, An X, Stevens JS, Neylan TC, Clifford GD, Germine LT, Bollen KA, Rauch SL, Haran JP, Storrow AB, Lewandowski C, Musey PI, Hendry PL, Sheikh S, Jones CW, Punches BE, Swor RA, Hudak LA, Pascual JL, Seamon MJ, Datner EM, Peak DA, Merchant RC, Domeier RM, Rathlev NK, O’Neil BJ, Sanchez LD, Bruce SE, Sheridan JF, Harte SE, Kessler RC, Koenen KC, Ressler KJ, McLean SA, Linnstaedt SD. Peritraumatic C-reactive protein levels predict pain outcomes following traumatic stress exposure in a sex-dependent manner. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.12.03.24318221. [PMID: 39677432 PMCID: PMC11643190 DOI: 10.1101/2024.12.03.24318221] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/17/2024]
Abstract
Background Chronic pain following traumatic stress exposure (TSE) is common. Increasing evidence suggests inflammatory/immune mechanisms are induced by TSE, play a key role in the recovery process versus development of post-TSE chronic pain, and are sex specific. In this study, we tested the hypothesis that the inflammatory marker C-reactive protein (CRP) is associated with chronic pain after TSE in a sex-specific manner. Methods We utilized blood-plasma samples and pain questionnaire data from men (n=99) and (n=223) women enrolled in AURORA, a multi-site emergency department (ED)-based longitudinal study of TSE survivors. We measured CRP using Ella/ELISA from plasma samples collected in the ED ('peritraumatic CRP', n=322) and six months following TSE (n=322). Repeated measures mixed-effects models were used to assess the relationship between peritraumatic CRP and post-TSE chronic pain. Results Peritraumatic CRP levels significantly predicted post-TSE chronic pain, such that higher levels of CRP were associated with lower levels of pain over time following TSE, but only in men (men:β=-0.24, p=0.037; women:β=0.05, p=0.470). By six months, circulating CRP levels had decreased by more than half in men, but maintained similar levels in women (t(290)=1.926, p=0.055). More men with a decrease in CRP levels had decreasing pain over time versus women (men:83% women:65%; Z=2.21, p=0.027). Conclusions In men but not women, we found circulating peritraumatic CRP levels predict chronic pain outcomes following TSE and resolution of CRP levels in men over time might be associated with increased pain recovery. Further studies are needed to validate these results.
Collapse
Affiliation(s)
- Lauren A. McKibben
- Institute for Trauma Recovery, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27559, USA
- Department of Anesthesiology, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27559, USA
| | - Miranda N. Layne
- Institute for Trauma Recovery, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27559, USA
- Department of Anesthesiology, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27559, USA
| | - Liz Marie Albertorio-Sáez
- Institute for Trauma Recovery, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27559, USA
- Department of Anesthesiology, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27559, USA
| | - Ying Zhao
- Institute for Trauma Recovery, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27559, USA
- Department of Anesthesiology, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27559, USA
| | - Erica M. Branham
- Institute for Trauma Recovery, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27559, USA
- Department of Anesthesiology, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27559, USA
| | - Stacey L. House
- Department of Emergency Medicine, Washington University School of Medicine, St. Louis, MO, 63110, USA
| | - Francesca L. Beaudoin
- Department of Epidemiology, Brown University, Providence, RI, 02930, USA
- Department of Emergency Medicine, Brown University, Providence, RI, 02930, USA
| | - Xinming An
- Institute for Trauma Recovery, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27559, USA
- Department of Anesthesiology, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27559, USA
| | - Jennifer S. Stevens
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, 30329, USA
| | - Thomas C. Neylan
- Departments of Psychiatry and Neurology, University of California San Francisco, San Francisco, CA, 94143, USA
| | - Gari D. Clifford
- Department of Biomedical Informatics, Emory University School of Medicine, Atlanta, GA, 30332, USA
- Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA, 30332, USA
| | - Laura T. Germine
- Institute for Technology in Psychiatry, McLean Hospital, Belmont, MA, 02478, USA
- The Many Brains Project, Belmont, MA, 02478, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, 02115, USA
| | - Kenneth A. Bollen
- Department of Psychology and Neuroscience & Department of Sociology, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27559, USA
| | - Scott L. Rauch
- Institute for Technology in Psychiatry, McLean Hospital, Belmont, MA, 02478, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, 02115, USA
- Department of Psychiatry, McLean Hospital, Belmont, MA, 02478, USA
| | - John P. Haran
- Department of Emergency Medicine, University of Massachusetts Chan Medical School, Worcester, MA, 01655, USA
| | - Alan B. Storrow
- Department of Emergency Medicine, Vanderbilt University Medical Center, Nashville, TN, 37232, USA
| | | | - Paul I. Musey
- Department of Emergency Medicine, Indiana University School of Medicine, Indianapolis, IN, 46202, USA
| | - Phyllis L. Hendry
- Department of Emergency Medicine, University of Florida College of Medicine -Jacksonville, Jacksonville, FL, 32209, USA
| | - Sophia Sheikh
- Department of Emergency Medicine, University of Florida College of Medicine -Jacksonville, Jacksonville, FL, 32209, USA
| | - Christopher W. Jones
- Department of Emergency Medicine, Cooper Medical School of Rowan University, Camden, NJ, 08103, USA
| | - Brittany E. Punches
- Department of Emergency Medicine, Ohio State University College of Medicine, Columbus, OH, 43210, USA
- Ohio State University College of Nursing, Columbus, OH, 43210, USA
| | - Robert A. Swor
- Department of Emergency Medicine, Oakland University William Beaumont School of Medicine, Rochester, MI, 48309, USA
| | - Lauren A. Hudak
- Department of Emergency Medicine, Emory University School of Medicine, Atlanta, GA, 30329, USA
| | - Jose L. Pascual
- Department of Surgery, Department of Neurosurgery, University of Pennsylvania, Philadelphia, PA, 19104, USA
- Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Mark J. Seamon
- Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA
- Department of Surgery, Division of Traumatology, Surgical Critical Care and Emergency Surgery, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Elizabeth M. Datner
- Department of Emergency Medicine, Jefferson Einstein hospital, Jefferson Health, Philadelphia, PA, 19141, USA
- Department of Emergency Medicine, Sidney Kimmel Medical College, Thomas Jefferson University, Philadelphia, PA, 19107, USA
| | - David A. Peak
- Department of Emergency Medicine, Massachusetts General Hospital, Boston, MA, 02114, USA
- Department of Emergency Medicine, Harvard Medical School, Boston, MA, 02115, USA
| | - Roland C. Merchant
- Department of Emergency Medicine, Brigham and Women’s Hospital, Boston, MA, 02115, USA
| | - Robert M. Domeier
- Department of Emergency Medicine, Trinity Health-Ann Arbor, Ypsilanti, MI, 48197, USA
| | - Niels K. Rathlev
- Department of Emergency Medicine, University of Massachusetts Medical School-Baystate, Springfield, MA, 01107, USA
| | - Brian J. O’Neil
- Department of Emergency Medicine, Wayne State University, Detroit Receiving Hospital, Detroit, MI, 48202, USA
| | - Leon D. Sanchez
- Department of Emergency Medicine, Harvard Medical School, Boston, MA, 02115, USA
- Department of Emergency Medicine, Brigham and Women’s Hospital, Boston, MA, 02115, USA
| | - Steven E. Bruce
- Department of Psychological Sciences, University of Missouri - St. Louis, St. Louis, MO, 63121, USA
| | - John F. Sheridan
- Division of Biosciences, Ohio State University College of Dentistry, Columbus, OH, 43210, USA
- Institute for Behavioral Medicine Research, OSU Wexner Medical Center, Columbus, OH, 43211, USA
| | - Steven E. Harte
- Department of Anesthesiology, University of Michigan Medical School, Ann Arbor, MI, 48109, USA
- Department of Internal Medicine-Rheumatology, University of Michigan Medical School, Ann Arbor, MI, 48109, USA
| | - Ronald C. Kessler
- Department of Health Care Policy, Harvard Medical School, Boston, MA, 02115, USA
| | - Karestan C. Koenen
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, 02115, USA
| | - Kerry J. Ressler
- Department of Psychiatry, Harvard Medical School, Boston, MA, 02115, USA
- Division of Depression and Anxiety, McLean Hospital, Belmont, MA, 02478, USA
| | - Samuel A. McLean
- Department of Emergency Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27559, USA
- Institute for Trauma Recovery, Department of Psychiatry, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27559, USA
| | - Sarah D. Linnstaedt
- Institute for Trauma Recovery, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27559, USA
- Department of Anesthesiology, University of North Carolina at Chapel Hill, Chapel Hill, NC, 27559, USA
| |
Collapse
|
2
|
Son E, Gaither R, Lobo J, Zhao Y, McKibben LA, Arora R, Albertorio-Sáez L, Mickelson J, Wanstrath BJ, Bhatia S, Stevens JS, Jovanovic T, Koenen K, Kessler R, Ressler K, Beaudoin FL, McLean SA, Linnstaedt SD. Further evidence that peritraumatic 17β-estradiol levels influence chronic posttraumatic pain outcomes in women, data from both humans and animals. Pain 2024:00006396-990000000-00704. [PMID: 39287098 DOI: 10.1097/j.pain.0000000000003408] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2023] [Accepted: 08/14/2024] [Indexed: 09/19/2024]
Abstract
ABSTRACT Chronic posttraumatic pain (CPTP) is common after traumatic stress exposure (TSE) and disproportionately burdens women. We previously showed across 3 independent longitudinal cohort studies that, in women, increased peritraumatic 17β-estradiol (E2) levels were associated with substantially lower CPTP over 1 year. Here, we assessed this relationship in a fourth longitudinal cohort and also assessed the relationship between E2 and CPTP at additional time points post-TSE. Furthermore, we used a well-validated animal model of TSE to determine whether exogenous E2 administration protects against mechanical hypersensitivity. Using nested samples and data from the Advancing Understanding of RecOvery afteR traumA study (n = 543 samples, 389 participants), an emergency department-based prospective study of TSE survivors, we assessed the relationship between circulating E2 levels and CPTP in women and men using multivariate repeated-measures mixed modeling. Male and ovariectomized female Sprague Dawley rats were exposed to TSE and administered E2 either immediately after or 3 days post-TSE. Consistent with previous results, we observed an inverse relationship between peritraumatic E2 and longitudinal CPTP in women only (β = -0.137, P = 0.033). In animals, E2 protected against mechanical hypersensitivity in female ovariectomized rats only if administered immediately post-TSE. In conclusion, peritraumatic E2 levels, but not those at post-TSE time points, predict CPTP in women TSE survivors. Administration of E2 immediately post TSE protects against mechanical hypersensitivity in female rats. Together with previous findings, these data indicate that increased peritraumatic E2 levels in women have protective effects against CPTP development and suggest that immediate post-TSE E2 administration in women could be a promising therapeutic strategy for reducing risk of CPTP.
Collapse
Affiliation(s)
- Esther Son
- Department of Anesthesiology, University of North Carolina, Chapel Hill, NC, United States
- Institute for Trauma Recovery, University of North Carolina, Chapel Hill, NC, United States
| | - Rachel Gaither
- Department of Epidemiology, Brown University School of Public Health, Providence, RI, United States
| | - Jarred Lobo
- Department of Anesthesiology, University of North Carolina, Chapel Hill, NC, United States
- Institute for Trauma Recovery, University of North Carolina, Chapel Hill, NC, United States
| | - Ying Zhao
- Department of Anesthesiology, University of North Carolina, Chapel Hill, NC, United States
- Institute for Trauma Recovery, University of North Carolina, Chapel Hill, NC, United States
| | - Lauren A McKibben
- Department of Anesthesiology, University of North Carolina, Chapel Hill, NC, United States
- Institute for Trauma Recovery, University of North Carolina, Chapel Hill, NC, United States
| | - Rhea Arora
- Department of Anesthesiology, University of North Carolina, Chapel Hill, NC, United States
- Institute for Trauma Recovery, University of North Carolina, Chapel Hill, NC, United States
| | - Liz Albertorio-Sáez
- Department of Anesthesiology, University of North Carolina, Chapel Hill, NC, United States
- Institute for Trauma Recovery, University of North Carolina, Chapel Hill, NC, United States
| | - Jacqueline Mickelson
- Department of Anesthesiology, University of North Carolina, Chapel Hill, NC, United States
- Institute for Trauma Recovery, University of North Carolina, Chapel Hill, NC, United States
| | - Britannia J Wanstrath
- Department of Anesthesiology, University of North Carolina, Chapel Hill, NC, United States
- Institute for Trauma Recovery, University of North Carolina, Chapel Hill, NC, United States
| | - Simran Bhatia
- Department of Anesthesiology, University of North Carolina, Chapel Hill, NC, United States
- Institute for Trauma Recovery, University of North Carolina, Chapel Hill, NC, United States
| | - Jennifer S Stevens
- Department of Psychiatry, Emory University School of Medicine, Atlanta, GA, United States
| | - Tanja Jovanovic
- Department of Psychiatry and Behavioral Neurosciences, Wayne State University, Detroit, MI, United States
| | - Karestan Koenen
- Department of Epidemiology, Harvard TH Chan School of Public Health, Boston, MA, United States
| | - Ronald Kessler
- Department of Healthcare Policy, Harvard Medical School, Boston, MA, United States
| | - Kerry Ressler
- Department of Psychiatry at McLean Hospital, Harvard Medical School, Boston, MA, United States
| | - Francesca L Beaudoin
- Department of Epidemiology, Brown University School of Public Health, Providence, RI, United States
- Department of Health Services, Policy, and Practice, Brown University School of Public Health, Providence, RI, United States
| | - Samuel A McLean
- Institute for Trauma Recovery, University of North Carolina, Chapel Hill, NC, United States
- Department of Emergency Medicine, University of North Carolina, Chapel Hill, NC, United States
- Department of Psychiatry, University of North Carolina, Chapel Hill, NC, United States
| | - Sarah D Linnstaedt
- Department of Anesthesiology, University of North Carolina, Chapel Hill, NC, United States
- Institute for Trauma Recovery, University of North Carolina, Chapel Hill, NC, United States
| |
Collapse
|
3
|
Haas JW, Oakley PA, Ferrantelli JR, Katz EA, Moustafa IM, Harrison DE. Abnormal Static Sagittal Cervical Curvatures following Motor Vehicle Collisions: A Retrospective Case Series of 41 Patients before and after a Crash Exposure. Diagnostics (Basel) 2024; 14:957. [PMID: 38732372 PMCID: PMC11082978 DOI: 10.3390/diagnostics14090957] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2024] [Revised: 04/25/2024] [Accepted: 05/01/2024] [Indexed: 05/13/2024] Open
Abstract
Previous investigations have found a correlation between abnormal curvatures and a variety of patient complaints such as cervical pain and disability. However, no study has shown that loss of the cervical curve is a direct result of exposure to a motor vehicle collision (MVC). This investigation presents a retrospective consecutive case series of patients with both a pre-injury cervical lateral radiograph (CLR) and a post-injury CLR after exposure to an MVC. Computer analysis of digitized vertebral body corners on CLRs was performed to investigate the possible alterations in the geometric alignment of the sagittal cervical curve. METHODS Three spine clinic records were reviewed over a 2-year period, looking for patients where both an initial lateral cervical X-ray and an examination were performed prior to the patient being exposed to a MVC; afterwards, an additional exam and radiographic analysis were obtained. A total of 41 patients met the inclusion criteria. Examination records of pain intensity on numerical pain rating scores (NPRS) and neck disability index (NDI), if available, were analyzed. The CLRs were digitized and modeled in the sagittal plane using curve fitting and the least squares error approach. Radiographic variables included total cervical curve (ARA C2-C7), Chamberlain's line to horizontal (skull flexion), horizontal translation of C2 relative to C7, segmental translations (retrolisthesis and anterolisthesis), and circular modelling radii. RESULTS There were 15 males and 26 females with an age range of 8-65 years. Most participants were drivers (28) involved in rear-end impacts (30). The pre-injury NPRS was 2.7 while the post injury was 5.0; p < 0.001. The NDI was available on 24/41 (58.5%) patients and increased after the MVC from 15.7% to 32.8%, p < 0.001. An altered cervical curvature was identified following exposure to MVC, characterized by an increase in the mean radius of curvature (265.5 vs. 555.5, p < 0.001) and an approximate 8° reduction of lordosis from C2-C7; p < 0.001. The mid-cervical spine (C3-C5) showed the greatest curve reduction with an averaged localized mild kyphosis at these levels. Four participants (10%) developed segmental translations that were just below the threshold of instability, segmental translations < 3.5 mm. CONCLUSIONS The post-exposure MVC cervical curvature was characterized by an increase in radius of curvature, an approximate 8° reduction in C2-C7 lordosis, a mild kyphosis of the mid-cervical spine, and a slight increase in anterior translation of C2-C7 sagittal balance. The modelling result indicates that the post-MVC cervical sagittal alignment approximates a second-order buckling alignment, indicating a significant alteration in curve geometry. Future biomechanics experiments and clinical investigations are needed to confirm these findings.
Collapse
Affiliation(s)
- Jason W. Haas
- Chiropractic Biophysics NonProfit, Inc., Eagle, ID 83616, USA
| | - Paul A. Oakley
- Kinesiology and Health Science, York University, Toronto, ON M3J1P3, Canada;
| | | | | | - Ibrahim M. Moustafa
- Department of Physiotherapy, College of Health Sciences, University of Sharjah, Sharjah 27272, United Arab Emirates
- Neuromusculoskeletal Rehabilitation Research Group, RIMHS–Research Institute of Medical and Health Sciences, University of Sharjah, Sharjah 27272, United Arab Emirates
| | | |
Collapse
|
4
|
Fabbri A, Voza A, Riccardi A, Serra S, Iaco FD. The Pain Management of Trauma Patients in the Emergency Department. J Clin Med 2023; 12:jcm12093289. [PMID: 37176729 PMCID: PMC10179230 DOI: 10.3390/jcm12093289] [Citation(s) in RCA: 21] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2023] [Revised: 04/20/2023] [Accepted: 04/29/2023] [Indexed: 05/15/2023] Open
Abstract
The vast majority of injured patients suffer from pain. Systematic assessment of pain on admission to the emergency department (ED) is a cornerstone of translating the best treatment strategies for patient care into practice. Pain must be measured with severity scales that are validated in clinical practice, including for specific populations (such as children and older adults). Although primary care ED of trauma patients focuses on resuscitation, diagnosis and treatment, pain assessment and management remains a critical element as professionals are not prepared to provide effective and early therapy. To date, most EDs have pain assessment and management protocols that take into account the patient's hemodynamic status and clinical condition and give preference to non-pharmacological approaches where possible. When selecting medications, the focus is on those that are least disruptive to hemodynamic status. Pain relief may still be necessary in hemodynamically unstable patients, but caution should be exercised, especially when using opioids, as absorption may be impaired or shock may be exacerbated. The analgesic dose of ketamine is certainly an attractive option. Fentanyl is clearly superior to other opioids in initial resuscitation and treatment as it has minimal effects on hemodynamic status and does not cause central nervous system depression. Inhaled analgesia techniques and ultrasound-guided nerve blocks are also increasingly effective solutions. A multimodal pain approach, which involves the use of two or more drugs with different mechanisms of action, plays an important role in the relief of trauma pain. All EDs must have policies and promote the adoption of procedures that use multimodal strategies for effective pain management in all injured patients.
Collapse
Affiliation(s)
- Andrea Fabbri
- Emergency Department, AUSL Romagna, Presidio Ospedaliero Morgagni-Pierantoni, 47121 Forlì, Italy
| | - Antonio Voza
- Department of Biomedical Sciences, IRCCS Humanitas Research Hospital, 20089 Milano, Italy
| | | | - Sossio Serra
- Emergency Department, AUSL Romagna, Ospedale M. Bufalini, 47521 Cesena, Italy
| | - Fabio De Iaco
- Struttura Complessa di Medicina di Emergenza Urgenza, Ospedale Maria Vittoria, ASL Città di Torino, 10144 Torino, Italy
| |
Collapse
|
5
|
Beaudoin FL, Gaither R, DeLomba WC, McLean SA. Tolerability and efficacy of duloxetine for the prevention of persistent musculoskeletal pain after trauma and injury: a pilot three-group randomized controlled trial. Pain 2023; 164:855-863. [PMID: 36375173 PMCID: PMC10014491 DOI: 10.1097/j.pain.0000000000002782] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2022] [Accepted: 08/30/2022] [Indexed: 11/15/2022]
Abstract
ABSTRACT This study investigated the tolerability and preliminary efficacy of duloxetine as an alternative nonopioid therapeutic option for the prevention of persistent musculoskeletal pain (MSP) among adults presenting to the emergency department with acute MSP after trauma or injury. In this randomized, double-blind, placebo-controlled study, eligible participants (n = 78) were randomized to 2 weeks of a daily dose of one of the following: placebo (n = 27), 30 mg duloxetine (n = 24), or 60 mg duloxetine (n = 27). Tolerability, the primary outcome, was measured by dropout rate and adverse effects. Secondary outcomes assessed drug efficacy as measured by (1) the proportion of participants with moderate to severe pain (numerical rating scale ≥ 4) at 6 weeks (pain persistence); and (2) average pain by group over the six-week study period. We also explored treatment effects by type of trauma (motor vehicle collision [MVC] vs non-MVC). In both intervention groups, duloxetine was well tolerated and there were no serious adverse events. There was a statistically significant difference in pain over time for the 60 mg vs placebo group ( P = 0.03) but not for the 30 mg vs placebo group ( P = 0.51). In both types of analyses, the size of the effect of duloxetine was larger in MVC vs non-MVC injury. Consistent with the role of stress systems in the development of chronic pain after traumatic stress, our data indicate duloxetine may be a treatment option for reducing the transition from acute to persistent MSP. Larger randomized controlled trials are needed to confirm these promising results.
Collapse
Affiliation(s)
- Francesca L. Beaudoin
- Department of Epidemiology, Brown University School of Public Health, Providence, RI, United States
- Department of Emergency Medicine, The Alpert Medical School of Brown University, Providence, RI, United States
| | - Rachel Gaither
- Department of Epidemiology, Brown University School of Public Health, Providence, RI, United States
| | - Weston C. DeLomba
- Department of Emergency Medicine, The Alpert Medical School of Brown University, Providence, RI, United States
| | - Samuel A. McLean
- Department of Psychiatry, University of North Carolina, Chapel Hill, NC, United States
| |
Collapse
|
6
|
Beaudoin FL, An X, Basu A, Ji Y, Liu M, Kessler RC, Doughtery RF, Zeng D, Bollen KA, House SL, Stevens JS, Neylan TC, Clifford GD, Jovanovic T, Linnstaedt SD, Germine LT, Rauch SL, Haran JP, Storrow AB, Lewandowski C, Musey PI, Hendry PL, Sheikh S, Jones CW, Punches BE, Kurz MC, Swor RA, Murty VP, McGrath ME, Hudak LA, Pascual JL, Datner EM, Chang AM, Pearson C, Peak DA, Merchant RC, Domeier RM, Rathlev NK, Neil BJO, Sergot P, Sanchez LD, Bruce SE, Baker JT, Joormann J, Miller MW, Pietrzak RH, Barch DM, Pizzagalli DA, Sheridan JF, Smoller JW, Harte SE, Elliott JM, Koenen KC, Ressler KJ, McLean SA. Use of serial smartphone-based assessments to characterize diverse neuropsychiatric symptom trajectories in a large trauma survivor cohort. Transl Psychiatry 2023; 13:4. [PMID: 36609484 PMCID: PMC9823011 DOI: 10.1038/s41398-022-02289-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/29/2021] [Revised: 10/25/2022] [Accepted: 12/14/2022] [Indexed: 01/09/2023] Open
Abstract
The authors sought to characterize adverse posttraumatic neuropsychiatric sequelae (APNS) symptom trajectories across ten symptom domains (pain, depression, sleep, nightmares, avoidance, re-experiencing, anxiety, hyperarousal, somatic, and mental/fatigue symptoms) in a large, diverse, understudied sample of motor vehicle collision (MVC) survivors. More than two thousand MVC survivors were enrolled in the emergency department (ED) and completed a rotating battery of brief smartphone-based surveys over a 2-month period. Measurement models developed from survey item responses were used in latent growth curve/mixture modeling to characterize homogeneous symptom trajectories. Associations between individual trajectories and pre-trauma and peritraumatic characteristics and traditional outcomes were compared, along with associations within and between trajectories. APNS across all ten symptom domains were common in the first two months after trauma. Many risk factors and associations with high symptom burden trajectories were shared across domains. Both across and within traditional diagnostic boundaries, APNS trajectory intercepts, and slopes were substantially correlated. Across all domains, symptom severity in the immediate aftermath of trauma (trajectory intercepts) had the greatest influence on the outcome. An interactive data visualization tool was developed to allow readers to explore relationships of interest between individual characteristics, symptom trajectories, and traditional outcomes ( http://itr.med.unc.edu/aurora/parcoord/ ). Individuals presenting to the ED after MVC commonly experience a broad constellation of adverse posttraumatic symptoms. Many risk factors for diverse APNS are shared. Individuals diagnosed with a single traditional outcome should be screened for others. The utility of multidimensional categorizations that characterize individuals across traditional diagnostic domains should be explored.
Collapse
Affiliation(s)
- Francesca L Beaudoin
- Department of Epidemiology, Brown University, Providence, RI, USA
- Department of Emergency Medicine, Brown University, Providence, RI, USA
| | - Xinming An
- Institute for Trauma Recovery, Department of Anesthesiology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Archana Basu
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
| | - Yinyao Ji
- Institute for Trauma Recovery, Department of Psychiatry, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Mochuan Liu
- Institute for Trauma Recovery, Department of Psychiatry, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Department of Biostatistics, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, USA
| | - Ronald C Kessler
- Department of Health Care Policy, Harvard Medical School, Boston, MA, USA
| | | | - Donglin Zeng
- Department of Biostatistics, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, USA
| | - Kenneth A Bollen
- Department of Psychology and Neuroscience & Department of Sociology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Stacey L House
- Department of Emergency Medicine, Washington University School of Medicine, St. Louis, MO, USA
| | - Jennifer S Stevens
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, USA
| | - Thomas C Neylan
- Departments of Psychiatry and Neurology, University of California San Francisco, San Francisco, CA, USA
| | - Gari D Clifford
- Department of Biomedical Informatics, Emory University School of Medicine, Atlanta, GA, USA
- Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA, USA
| | - Tanja Jovanovic
- Department of Psychiatry and Behavioral Neurosciences, Wayne State University, Detroit, MA, USA
| | - Sarah D Linnstaedt
- Institute for Trauma Recovery, Department of Anesthesiology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Laura T Germine
- Institute for Technology in Psychiatry, McLean Hospital, Belmont, MA, USA
- The Many Brains Project, Belmont, MA, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
| | - Scott L Rauch
- Institute for Technology in Psychiatry, McLean Hospital, Belmont, MA, USA
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- Department of Psychiatry, McLean Hospital, Belmont, MA, USA
| | - John P Haran
- Department of Emergency Medicine, University of Massachusetts Medical School, Worcester, MA, USA
| | - Alan B Storrow
- Department of Emergency Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | | | - Paul I Musey
- Department of Emergency Medicine, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Phyllis L Hendry
- Department of Emergency Medicine, University of Florida College of Medicine -Jacksonville, Jacksonville, FL, USA
| | - Sophia Sheikh
- Department of Emergency Medicine, University of Florida College of Medicine -Jacksonville, Jacksonville, FL, USA
| | - Christopher W Jones
- Department of Emergency Medicine, Cooper Medical School of Rowan University, Camden, NJ, USA
| | - Brittany E Punches
- Department of Emergency Medicine, University of Cincinnati College of Medicine, Cincinnati, OH, USA
- College of Nursing, University of Cincinnati, Cincinnati, OH, USA
| | - Michael C Kurz
- Department of Emergency Medicine, University of Alabama School of Medicine, Birmingham, AL, USA
- Department of Surgery, Division of Acute Care Surgery, University of Alabama School of Medicine, Birmingham, AL, USA
- Center for Injury Science, University of Alabama at Birmingham, Birmingham, AL, USA
| | - Robert A Swor
- Department of Emergency Medicine, Oakland University William Beaumont School of Medicine, Rochester, MI, USA
| | - Vishnu P Murty
- Department of Psychology, Temple University, Philadelphia, PA, USA
| | - Meghan E McGrath
- Department of Emergency Medicine, Boston Medical Center, Boston, MA, USA
| | - Lauren A Hudak
- Department of Emergency Medicine, Emory University School of Medicine, Atlanta, GA, USA
| | - Jose L Pascual
- Department of Surgery, Department of Neurosurgery, University of Pennsylvania, Philadelphia, PA, USA
- Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Elizabeth M Datner
- Department of Emergency Medicine, Einstein Healthcare Network, Philadelphia, PA, USA
- Department of Emergency Medicine, Sidney Kimmel Medical College, Thomas Jefferson University, Philadelphia, PA, USA
| | - Anna M Chang
- Department of Emergency Medicine, Jefferson University Hospitals, Philadelphia, PA, USA
| | - Claire Pearson
- Department of Emergency Medicine, Wayne State University, Detroit, MI, USA
| | - David A Peak
- Department of Emergency Medicine, Massachusetts General Hospital, Boston, MA, USA
| | - Roland C Merchant
- Department of Emergency Medicine, Brigham and Women's Hospital, Boston, MA, USA
| | - Robert M Domeier
- Department of Emergency Medicine, Saint Joseph Mercy Hospital, Ypsilanti, MI, USA
| | - Niels K Rathlev
- Department of Emergency Medicine, University of Massachusetts Medical School-Baystate, Springfield, MA, USA
| | - Brian J O' Neil
- Department of Emergency Medicine, Wayne State University, Detroit, MI, USA
| | - Paulina Sergot
- Department of Emergency Medicine, McGovern Medical School, University of Texas Health, Houston, TX, USA
| | - Leon D Sanchez
- Department of Emergency Medicine, Beth Israel Deaconess Medical Center, Boston, MA, USA
- Department of Emergency Medicine, Harvard Medical School, Boston, MA, USA
| | - Steven E Bruce
- Department of Psychological Sciences, University of Missouri - St. Louis, St. Louis, MO, USA
| | | | - Jutta Joormann
- Department of Psychology, Yale University, West Haven, CT, USA
| | - Mark W Miller
- National Center for PTSD, Behavioral Science Division, VA Boston Healthcare System, Boston, MA, USA
- Department of Psychiatry, Boston University School of Medicine, Boston, MA, USA
| | - Robert H Pietrzak
- National Center for PTSD, Clinical Neurosciences Division, VA Connecticut Healthcare System, West Haven, CT, USA
- Department of Psychiatry, Yale School of Medicine, West Haven, CT, USA
| | - Deanna M Barch
- Department of Psychological & Brain Sciences, Washington University in St. Louis, St. Louis, MO, USA
| | - Diego A Pizzagalli
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- Division of Depression and Anxiety, McLean Hospital, Belmont, MA, USA
| | - John F Sheridan
- Department of Biosciences, OSU Wexner Medical Center, Columbus, OH, USA
- Institute for Behavioral Medicine Research, OSU Wexner Medical Center, Columbus, OH, USA
| | - Jordan W Smoller
- Department of Psychiatry, Psychiatric and Neurodevelopmental Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
- Stanley Center for Psychiatric Research, Broad Institute, Cambridge, MA, USA
| | - Steven E Harte
- Department of Anesthesiology, University of Michigan Medical School, Ann Arbor, MI, USA
- Department of Internal Medicine-Rheumatology, University of Michigan Medical School, Ann Arbor, MI, USA
| | - James M Elliott
- Kolling Institute of Medical Research, University of Sydney, St Leonards, NSW, Australia
- Faculty of Medicine and Health, University of Sydney, Northern Sydney Local, Health District, NSW, Australia
- Physical Therapy & Human Movement Sciences, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Karestan C Koenen
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, USA
| | - Kerry J Ressler
- Department of Psychiatry, Harvard Medical School, Boston, MA, USA
- Division of Depression and Anxiety, McLean Hospital, Belmont, MA, USA
| | - Samuel A McLean
- Institute for Trauma Recovery, Department of Psychiatry, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
- Department of Emergency Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
| |
Collapse
|
7
|
Wentz A, Wang R, Marshall B, Shireman T, Liu T, Merchant R. Opioid Analgesic Use After an Acute Pain Visit: Evidence from a Urolithiasis Patient Cohort. West J Emerg Med 2022; 23:864-871. [DOI: 10.5811/westjem.2022.8.56679] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2022] [Accepted: 08/13/2022] [Indexed: 11/13/2022] Open
Abstract
Introduction: Urolithiasis causes severe acute pain and is commonly treated with opioid analgesics in the emergency department (ED). We examined opioid analgesic use after episodes of acute pain.
Methods: Using data from a longitudinal trial of ED patients with urolithiasis, we constructed multivariable models to estimate the adjusted probability of opioid analgesic use 3, 7, 30, and 90 days after ED discharge. We used multiple imputation to account for missing data and weighting to account for the propensity to be prescribed an opioid analgesic at ED discharge. We used weighted multivariable regression to compare longitudinal opioid analgesic use for those prescribed vs not prescribed an opioid analgesic at discharge, stratified by reported pain at ED discharge.
Results: Among 892 adult ED patients with urolithiasis, 79% were prescribed an opioid analgesic at ED discharge. Regardless of reporting pain at ED discharge, those who were prescribed an opioid analgesic were significantly more likely to report using it one, three, and seven days after the visit in weighted multivariable analysis. Among those who were not prescribed an opioid analgesic, an estimated 21% (not reporting pain at ED discharge) and 30% (reporting pain at discharge) reported opioid analgesic use at day three. Among those prescribed an opioid analgesic, 49% (no pain at discharge) and 52% (with pain at discharge) reported using an opioid analgesic at day three.
Conclusion: Urolithiasis patients who received an opioid analgesic at ED discharge were more likely to continue using an opioid analgesic than those who did not receive a prescription at the initial visit, despite the time-limited nature of urolithiasis.
Collapse
Affiliation(s)
- Anna Wentz
- Brown University School of Public Health, Department of Epidemiology, Providence, Rhode Island
| | - Ralph Wang
- University of California, San Francisco, Department of Emergency Medicine, San Francisco, California
| | - Brandon Marshall
- Brown University School of Public Health, Department of Epidemiology, Providence, Rhode Island
| | - Theresa Shireman
- Brown University School of Public Health, Health Services Policy & Practice, Providence, Rhode Island
| | - Tao Liu
- Brown University School of Public Health, Data & Statistics Core of Brown Alcohol Research Center on HIV (ARCH), Providence, Rhode Island
| | - Roland Merchant
- Harvard Medical School, Brigham and Women’s Hospital Department of Emergency Medicine, Boston, Massachusetts
| |
Collapse
|
8
|
Punches BE, Stolz U, Freiermuth CE, Ancona RM, McLean SA, House SL, Beaudoin FL, An X, Stevens JS, Zeng D, Neylan TC, Clifford GD, Jovanovic T, Linnstaedt SD, Germine LT, Bollen KA, Rauch SL, Haran JP, Storrow AB, Lewandowski C, Musey PI, Hendry PL, Sheikh S, Jones CW, Kurz MC, Gentile NT, McGrath ME, Hudak LA, Pascual JL, Seamon MJ, Harris E, Chang AM, Pearson C, Peak DA, Merchant RC, Domeier RM, Rathlev NK, O’Neil BJ, Sanchez LD, Bruce SE, Pietrzak RH, Joormann J, Barch DM, Pizzagalli DA, Smoller JW, Luna B, Harte SE, Elliott JM, Kessler RC, Ressler KJ, Koenen KC, Lyons MS. Predicting at-risk opioid use three months after ed visit for trauma: Results from the AURORA study. PLoS One 2022; 17:e0273378. [PMID: 36149896 PMCID: PMC9506640 DOI: 10.1371/journal.pone.0273378] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2022] [Accepted: 08/07/2022] [Indexed: 11/18/2022] Open
Abstract
Objective Whether short-term, low-potency opioid prescriptions for acute pain lead to future at-risk opioid use remains controversial and inadequately characterized. Our objective was to measure the association between emergency department (ED) opioid analgesic exposure after a physical, trauma-related event and subsequent opioid use. We hypothesized ED opioid analgesic exposure is associated with subsequent at-risk opioid use. Methods Participants were enrolled in AURORA, a prospective cohort study of adult patients in 29 U.S., urban EDs receiving care for a traumatic event. Exclusion criteria were hospital admission, persons reporting any non-medical opioid use (e.g., opioids without prescription or taking more than prescribed for euphoria) in the 30 days before enrollment, and missing or incomplete data regarding opioid exposure or pain. We used multivariable logistic regression to assess the relationship between ED opioid exposure and at-risk opioid use, defined as any self-reported non-medical opioid use after initial ED encounter or prescription opioid use at 3-months. Results Of 1441 subjects completing 3-month follow-up, 872 participants were included for analysis. At-risk opioid use occurred within 3 months in 33/620 (5.3%, CI: 3.7,7.4) participants without ED opioid analgesic exposure; 4/16 (25.0%, CI: 8.3, 52.6) with ED opioid prescription only; 17/146 (11.6%, CI: 7.1, 18.3) with ED opioid administration only; 12/90 (13.3%, CI: 7.4, 22.5) with both. Controlling for clinical factors, adjusted odds ratios (aORs) for at-risk opioid use after ED opioid exposure were: ED prescription only: 4.9 (95% CI 1.4, 17.4); ED administration for analgesia only: 2.0 (CI 1.0, 3.8); both: 2.8 (CI 1.2, 6.5). Conclusions ED opioids were associated with subsequent at-risk opioid use within three months in a geographically diverse cohort of adult trauma patients. This supports need for prospective studies focused on the long-term consequences of ED opioid analgesic exposure to estimate individual risk and guide therapeutic decision-making.
Collapse
Affiliation(s)
- Brittany E. Punches
- College of Nursing, The Ohio State University, Columbus, OH, United States of America
- Department of Emergency Medicine College of Medicine, The Ohio State University, Columbus, OH, United States of America
- * E-mail:
| | - Uwe Stolz
- Department of Emergency Medicine, University of Cincinnati, Cincinnati, OH, United States of America
| | - Caroline E. Freiermuth
- Department of Emergency Medicine, University of Cincinnati, Cincinnati, OH, United States of America
- Center for Addiction Research, University of Cincinnati College of Medicine, Cincinnati, OH, United States of America
| | - Rachel M. Ancona
- Department of Emergency Medicine, Washington University School of Medicine, St. Louis, MO, United States of America
| | - Samuel A. McLean
- Department of Emergency Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States of America
- Department of Anesthesiology, Institute for Trauma Recovery, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States of America
| | - Stacey L. House
- Department of Emergency Medicine, Washington University School of Medicine, St. Louis, MO, United States of America
| | - Francesca L. Beaudoin
- Department of Emergency Medicine & Department of Health Services, Policy, and Practice, The Alpert Medical School of Brown University, Rhode Island Hospital and The Miriam Hospital, Providence, RI, United States of America
| | - Xinming An
- Department of Emergency Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States of America
| | - Jennifer S. Stevens
- Department of Psychiatry and Behavioral Sciences, Emory University School of Medicine, Atlanta, GA, United States of America
| | - Donglin Zeng
- Department of Biostatistics, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, United States of America
| | - Thomas C. Neylan
- Departments of Psychiatry and Neurology, University of California San Francisco, San Francisco, CA, United States of America
| | - Gari D. Clifford
- Department of Biomedical Informatics, Emory University School of Medicine, Atlanta, GA, United States of America
- Department of Biomedical Engineering, Georgia Institute of Technology and Emory University, Atlanta, GA, United States of America
| | - Tanja Jovanovic
- Department of Psychiatry and Behavioral Neurosciences, Wayne State University, Detroit, MA, United States of America
| | - Sarah D. Linnstaedt
- Department of Emergency Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States of America
| | - Laura T. Germine
- Institute for Technology in Psychiatry, McLean Hospital, Belmont, MA, United States of America
- The Many Brains Project, Belmont, MA, United States of America
- Department of Psychiatry, Harvard Medical School, Boston, MA, United States of America
| | - Kenneth A. Bollen
- Department of Psychology and Neuroscience & Department of Sociology, University of North Carolina at Chapel Hill, Chapel Hill, NC, United States of America
| | - Scott L. Rauch
- Institute for Technology in Psychiatry, McLean Hospital, Belmont, MA, United States of America
- Department of Psychiatry, Harvard Medical School, Boston, MA, United States of America
- Department of Psychiatry, McLean Hospital, Belmont, MA, United States of America
| | - John P. Haran
- Department of Emergency Medicine, University of Massachusetts Medical School, Worcester, MA, United States of America
| | - Alan B. Storrow
- Department of Emergency Medicine, Vanderbilt University Medical Center, Nashville, TN, United States of America
| | - Christopher Lewandowski
- Department of Emergency Medicine, Henry Ford Health System, Detroit, MI, United States of America
| | - Paul I. Musey
- Department of Emergency Medicine, Indiana University School of Medicine, Indianapolis, IN, United States of America
| | - Phyllis L. Hendry
- Department of Emergency Medicine, University of Florida College of Medicine -Jacksonville, Jacksonville, FL, United States of America
| | - Sophia Sheikh
- Department of Emergency Medicine, University of Florida College of Medicine -Jacksonville, Jacksonville, FL, United States of America
| | - Christopher W. Jones
- Department of Emergency Medicine, Cooper Medical School of Rowan University, Camden, NJ, United States of America
| | - Michael C. Kurz
- Department of Emergency Medicine, University of Alabama School of Medicine, Birmingham, AL, United States of America
- Department of Surgery, Division of Acute Care Surgery, University of Alabama School of Medicine, Birmingham, AL, United States of America
- Center for Injury Science, University of Alabama at Birmingham, Birmingham, AL, United States of America
| | - Nina T. Gentile
- Department of Emergency Medicine, Lewis Katz School of Medicine, Temple University, Philadelphia, PA, United States of America
| | - Meghan E. McGrath
- Department of Emergency Medicine, Boston Medical Center, Boston, MA, United States of America
| | - Lauren A. Hudak
- Department of Emergency Medicine, Emory University School of Medicine, Atlanta, GA, United States of America
| | - Jose L. Pascual
- Department of Surgery, Department of Neurosurgery, University of Pennsylvania, Pennsylvania, PA, United States of America
- Perelman School of Medicine, University of Pennsylvania, Pennsylvania, PA, United States of America
| | - Mark J. Seamon
- Perelman School of Medicine, University of Pennsylvania, Pennsylvania, PA, United States of America
- Department of Surgery, Division of Traumatology, Surgical Critical Care and Emergency Surgery, University of Pennsylvania, Pennsylvania, PA, United States of America
| | - Erica Harris
- Department of Emergency Medicine, Einstein Healthcare Network, Pennsylvania, PA, United States of America
- Department of Emergency Medicine, Sidney Kimmel Medical College, Thomas Jefferson University, Pennsylvania, PA, United States of America
| | - Anna M. Chang
- Department of Emergency Medicine, Jefferson University Hospitals, Pennsylvania, PA, United States of America
| | - Claire Pearson
- Department of Emergency Medicine, Wayne State University, Detroit, MA, United States of America
| | - David A. Peak
- Department of Emergency Medicine, Massachusetts General Hospital, Boston, MA, United States of America
| | - Roland C. Merchant
- Department of Emergency Medicine, Brigham and Women’s Hospital, Boston, MA, United States of America
| | - Robert M. Domeier
- Department of Emergency Medicine, Saint Joseph Mercy Hospital, Ypsilanti, MI, United States of America
| | - Niels K. Rathlev
- Department of Emergency Medicine, University of Massachusetts Medical School-Baystate, Springfield, MA, United States of America
| | - Brian J. O’Neil
- Department of Emergency Medicine, Wayne State University, Detroit, MA, United States of America
| | - Leon D. Sanchez
- Department of Emergency Medicine, Beth Israel Deaconess Medical Center, Boston, MA, United States of America
- Department of Emergency Medicine, Harvard Medical School, Boston, MA, United States of America
| | - Steven E. Bruce
- Department of Psychological Sciences, University of Missouri—St. Louis, St. Louis, MO, United States of America
| | - Robert H. Pietrzak
- National Center for PTSD, Clinical Neurosciences Division, VA Connecticut Healthcare System, West Haven, CT, United States of America
- Department of Psychiatry, Yale School of Medicine, New Haven, CT, United States of America
| | - Jutta Joormann
- Department of Psychology, Yale School of Medicine, New Haven, CT, United States of America
| | - Deanna M. Barch
- Department of Psychological & Brain Sciences, Washington University in St. Louis, MO, United States of America
| | - Diego A. Pizzagalli
- Department of Psychiatry, Harvard Medical School, Boston, MA, United States of America
- Division of Depression and Anxiety, McLean Hospital, Belmont, MA, United States of America
| | - Jordan W. Smoller
- Department of Psychiatry, Psychiatric and Neurodevelopmental Genetics Unit, Massachusetts General Hospital, Boston, MA, United States of America
- Stanley Center for Psychiatric Research, Broad Institute, Cambridge, MA, United States of America
| | - Beatriz Luna
- Department of Psychiatry, University of Pittsburgh, Pittsburgh, PA, United States of America
| | - Steven E. Harte
- Department of Anesthesiology, University of Michigan Medical School, Ann Arbor, MI, United States of America
- Department of Internal Medicine-Rheumatology, University of Michigan Medical School, Ann Arbor, MI, United States of America
| | - James M. Elliott
- Kolling Institute, University of Sydney, St Leonards, New South Wales, Australia
- Faculty of Medicine and Health, University of Sydney, Northern Sydney Local Health District, New South Wales, Australia
- Physical Therapy & Human Movement Sciences, Feinberg School of Medicine, Northwestern University, Chicago, IL, United States of America
| | - Ronald C. Kessler
- Department of Health Care Policy, Harvard Medical School, Boston, MA, United States of America
| | - Kerry J. Ressler
- Department of Psychiatry, Harvard Medical School, Boston, MA, United States of America
- Division of Depression and Anxiety, McLean Hospital, Belmont, MA, United States of America
| | - Karestan C. Koenen
- Department of Epidemiology, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA, United States of America
| | - Michael S. Lyons
- Department of Emergency Medicine, University of Cincinnati, Cincinnati, OH, United States of America
- Center for Addiction Research, University of Cincinnati College of Medicine, Cincinnati, OH, United States of America
| |
Collapse
|
9
|
Wyss R, Yanover C, El-Hay T, Bennett D, Platt RW, Zullo AR, Sari G, Wen X, Ye Y, Yuan H, Gokhale M, Patorno E, Lin KJ. Machine learning for improving high-dimensional proxy confounder adjustment in healthcare database studies: an overview of the current literature. Pharmacoepidemiol Drug Saf 2022; 31:932-943. [PMID: 35729705 PMCID: PMC9541861 DOI: 10.1002/pds.5500] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2021] [Revised: 06/01/2022] [Accepted: 06/05/2022] [Indexed: 11/10/2022]
Abstract
Controlling for large numbers of variables that collectively serve as 'proxies' for unmeasured factors can often improve confounding control in pharmacoepidemiologic studies utilizing administrative healthcare databases. There is a growing body of evidence showing that data-driven machine learning algorithms for high-dimensional proxy confounder adjustment can supplement investigator-specified variables to improve confounding control compared to adjustment based on investigator-specified variables alone. Consequently, there has been a recent focus on the development of data-driven methods for high-dimensional proxy confounder adjustment. In this paper, we discuss the considerations underpinning three areas for data-driven high-dimensional proxy confounder adjustment: 1) feature generation-transforming raw data into covariates (or features) to be used for proxy adjustment; 2) covariate prioritization, selection and adjustment; and 3) diagnostic assessment. We survey current approaches and recent advancements within each area, including the most widely used approach to proxy confounder adjustment in healthcare database studies (the high-dimensional propensity score or hdPS). We also discuss limitations of the hdPS and outline recent advancements that incorporate the principles of proxy adjustment with machine learning extensions to improve performance. We further discuss challenges and avenues of future development within each area. This manuscript is endorsed by the International Society for Pharmacoepidemiology (ISPE). This article is protected by copyright. All rights reserved.
Collapse
Affiliation(s)
- Richard Wyss
- Division of Pharmacoepidemioogy and Pharmacoeconomics, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | | | - Tal El-Hay
- KI Research Institute, Kfar Malal, Israel.,IBM Research-Haifa Labs, Haifa, Israel
| | - Dimitri Bennett
- Global Evidence and Outcomes, Takeda Pharmaceutical Company Ltd., Cambridge, MA, USA
| | | | - Andrew R Zullo
- Department of Health Services, Policy, and Practice, Brown University School of Public Health and Center of Innovation in Long-Term Services and Supports, Providence Veterans Affairs Medical Center, Providence, RI, USA
| | - Grammati Sari
- Real World Evidence Strategy Lead, Visible Analytics Ltd, Oxford, UK
| | - Xuerong Wen
- Health Outcomes, Pharmacy Practice, College of Pharmacy, University of Rhode Island, Kingston, RI, USA
| | - Yizhou Ye
- Global Epidemiology, AbbVie Inc. North Chicago, IL, USA
| | - Hongbo Yuan
- Canadian Agency for Drugs and Technologies in Health, Ottawa, Canada
| | - Mugdha Gokhale
- Pharmacoepidemiology, Center for Observational and Real-world Evidence, Merck, PA, USA
| | - Elisabetta Patorno
- Division of Pharmacoepidemioogy and Pharmacoeconomics, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA
| | - Kueiyu Joshua Lin
- Division of Pharmacoepidemioogy and Pharmacoeconomics, Brigham and Women's Hospital, Harvard Medical School, Boston, MA, USA.,Department of Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, USA
| |
Collapse
|
10
|
Lobo JJ, Ayoub LJ, Moayedi M, Linnstaedt SD. Hippocampal volume, FKBP5 genetic risk alleles, and childhood trauma interact to increase vulnerability to chronic multisite musculoskeletal pain. Sci Rep 2022; 12:6511. [PMID: 35444168 PMCID: PMC9021300 DOI: 10.1038/s41598-022-10411-9] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2021] [Accepted: 03/30/2022] [Indexed: 01/05/2023] Open
Abstract
Chronic multisite musculoskeletal pain (CMP) is common and highly morbid. However, vulnerability factors for CMP are poorly understood. Previous studies have independently shown that both small hippocampal brain volume and genetic risk alleles in a key stress system gene, FKBP5, increase vulnerability for chronic pain. However, little is known regarding the relationship between these factors and CMP. Here we tested the hypothesis that both small hippocampal brain volume and FKBP5 genetic risk, assessed using the tagging risk variant, FKBP5rs3800373, increase vulnerability for CMP. We used participant data from 36,822 individuals with available genetic, neuroimaging, and chronic pain data in the UK Biobank study. Although no main effects were observed, the interaction between FKBP5 genetic risk and right hippocampal volume was associated with CMP severity (β = -0.020, praw = 0.002, padj = 0.01). In secondary analyses, severity of childhood trauma further moderated the relationship between FKBP5 genetic risk, right hippocampal brain volume, and CMP (β = -0.081, p = 0.016). This study provides novel evidence that both FKBP5 genetic risk and childhood trauma moderate the relationship between right hippocampal brain volume and CMP. The data increases our understanding of vulnerability factors for CMP and builds a foundation for further work assessing causal relationships that might drive CMP development.
Collapse
Affiliation(s)
- Jarred J Lobo
- Institute for Trauma Recovery, University of North Carolina, Campus Box #7010, Chapel Hill, NC, 27599-7010, USA
- Department of Anesthesiology, University of North Carolina, Chapel Hill, NC, USA
| | - Lizbeth J Ayoub
- Centre for Multimodal Sensorimotor and Pain Research, Faculty of Dentistry, University of Toronto, Toronto, ON, Canada
- University of Toronto Centre for the Study of Pain, Toronto, ON, Canada
- Division of Clinical and Computational Neuroscience, Krembil Brain Institute, Toronto Western Hospital, University Health Network, Toronto, ON, Canada
| | - Massieh Moayedi
- University of Toronto Centre for the Study of Pain, Toronto, ON, Canada.
- Division of Clinical and Computational Neuroscience, Krembil Brain Institute, Toronto Western Hospital, University Health Network, Toronto, ON, Canada.
- Department of Dentistry, Lunenfeld-Tanenbaum Research Institute, Mount Sinai Hospital, Toronto, ON, Canada.
- Centre for Multimodal Sensorimotor and Pain Research, Faculty of Dentistry, University of Toronto, 123 Edward Street, Suite 501B, Toronto, ON, M5G 1G6, Canada.
| | - Sarah D Linnstaedt
- Institute for Trauma Recovery, University of North Carolina, Campus Box #7010, Chapel Hill, NC, 27599-7010, USA.
- Department of Anesthesiology, University of North Carolina, Chapel Hill, NC, USA.
| |
Collapse
|
11
|
Opioid Analgesics and Persistent Pain After an Acute Pain Emergency Department Visit: Evidence from a Cohort of Suspected Urolithiasis Patients. J Emerg Med 2021; 61:637-648. [PMID: 34690022 DOI: 10.1016/j.jemermed.2021.09.002] [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: 05/06/2021] [Revised: 07/19/2021] [Accepted: 09/11/2021] [Indexed: 11/21/2022]
Abstract
BACKGROUND Severe acute pain is still commonly treated with opioid analgesics in the United States, but this practice could prolong the duration of pain. OBJECTIVES Estimate the risk of experiencing persistent pain after opioid analgesic use after emergency department (ED) discharge among patients with suspected urolithiasis. METHODS We analyzed data collected for a longitudinal, multicenter clinical trial of ED patients with suspected urolithiasis. We constructed multilevel models to estimate the odds ratios (ORs) of reporting pain at 3, 7, 30, or 90 days after ED discharge, using multiple imputation to account for missing outcome data. We controlled for clinical, demographic, and institutional factors and used weighting to account for the propensity to be prescribed an opioid analgesic at ED discharge. RESULTS Among 2413 adult ED patients with suspected urolithiasis, 62% reported persistent pain 3 days after discharge. Participants prescribed an opioid analgesic at discharge were OR 2.51 (95% confidence interval [CI] 1.82-3.46) more likely to report persistent pain than those without a prescription. Those who reported using opioid analgesics 3 days after discharge were OR 2.24 (95% CI 1.77-2.84) more likely to report pain at day 7 than those not using opioid analgesics at day 3, and those using opioid analgesics at day 30 had OR 3.25 (95% CI 1.96-5.40) greater odds of pain at day 90. CONCLUSIONS Opioid analgesic prescription doubled the odds of persistent pain among ED patients with suspected urolithiasis. Limiting opioid analgesic prescribing at ED discharge for these patients might prevent persistent pain in addition to limiting access to these medications.
Collapse
|
12
|
|
13
|
Raman R, Fleming L. We Need to Talk About Codeine: an Implementation Study to reduce the number of Emergency Department patients discharged on high-strength co-codamol using the Behaviour Change Wheel. Emerg Med J 2021; 38:895-900. [PMID: 33658270 DOI: 10.1136/emermed-2020-209479] [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: 01/24/2020] [Revised: 02/08/2021] [Accepted: 02/13/2021] [Indexed: 11/03/2022]
Abstract
BACKGROUND The crisis of prescription opioid addiction in the USA is well-documented. Though opioid consumption per capita is lower in the UK, prescribing has increased dramatically in recent decades with an associated increase in deaths from prescription opioid overdose. At one Scottish Emergency Department high rates of prescribing of take-home co-codamol (30/500 mg) were observed, including for conditions where opioids are not recommended by national guidelines. An Implementation Science approach was adopted to investigate this. METHODS A Behaviour Change Wheel analysis suggested several factors contributing to high opioid prescribing: poor awareness of codeine addiction risk, poor knowledge of NICE (National Institute for Health and Care Excellence) guidelines on common painful conditions, mistaken assumptions about patient expectations and ready access to a large stock of take-home co-codamol. Based on this analysis a combined Education/Persuasion intervention was implemented over a 1-month period (January 2019) reaching 93% of prescribers. An Environmental Restructuring intervention was introduced at 4 months, and co-codamol prescriptions were monitored over a 12-month follow-up period. Unplanned re-attendances and complaints related to analgesia were monitored as balancing measures. RESULTS The Education/Persuasion intervention was associated with a 59% reduction in co-codamol prescribing that was maintained over 12 months. The Environmental Restructuring intervention was not associated with any further reduction in prescribing. No increase in unplanned re-attendances occurred during the study period and no complaints were received relating to pain control. CONCLUSIONS The increasing incidence of prescription opioid addiction in the UK suggests the need for all clinicians who write opioid prescriptions to re-evaluate their practice. This study suggests that knowledge of addiction risk and prescribing guidelines is poor among Emergency Department prescribers. We show that a rapid and sustained reduction in prescribing of take-home opioids is feasible in a UK Emergency Department, and that this reduction was not associated with any increase in unplanned re-attendances or complaints related to analgesia.
Collapse
Affiliation(s)
- Rajendra Raman
- Accident and Emergency, Victoria Hospital, Kirkcaldy, UK
| | - Laura Fleming
- Accident and Emergency, Victoria Hospital, Kirkcaldy, UK
| |
Collapse
|
14
|
Ozery-Flato M, Goldschmidt Y, Shaham O, Ravid S, Yanover C. Framework for identifying drug repurposing candidates from observational healthcare data. JAMIA Open 2020; 3:536-544. [PMID: 33623890 PMCID: PMC7886555 DOI: 10.1093/jamiaopen/ooaa048] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2020] [Revised: 09/11/2020] [Accepted: 09/17/2020] [Indexed: 11/14/2022] Open
Abstract
OBJECTIVE Observational medical databases, such as electronic health records and insurance claims, track the healthcare trajectory of millions of individuals. These databases provide real-world longitudinal information on large cohorts of patients and their medication prescription history. We present an easy-to-customize framework that systematically analyzes such databases to identify new indications for on-market prescription drugs. MATERIALS AND METHODS Our framework provides an interface for defining study design parameters and extracting patient cohorts, disease-related outcomes, and potential confounders in observational databases. It then applies causal inference methodology to emulate hundreds of randomized controlled trials (RCTs) for prescribed drugs, while adjusting for confounding and selection biases. After correcting for multiple testing, it outputs the estimated effects and their statistical significance in each database. RESULTS We demonstrate the utility of the framework in a case study of Parkinson's disease (PD) and evaluate the effect of 259 drugs on various PD progression measures in two observational medical databases, covering more than 150 million patients. The results of these emulated trials reveal remarkable agreement between the two databases for the most promising candidates. DISCUSSION Estimating drug effects from observational data is challenging due to data biases and noise. To tackle this challenge, we integrate causal inference methodology with domain knowledge and compare the estimated effects in two separate databases. CONCLUSION Our framework enables systematic search for drug repurposing candidates by emulating RCTs using observational data. The high level of agreement between separate databases strongly supports the identified effects.
Collapse
Affiliation(s)
| | - Yaara Goldschmidt
- Formerly Healthcare Informatics, IBM Research-Haifa, Mount Carmel Haifa, Israel
| | - Oded Shaham
- Formerly Healthcare Informatics, IBM Research-Haifa, Mount Carmel Haifa, Israel
| | - Sivan Ravid
- Healthcare Informatics, IBM Research-Haifa, Mount Carmel Haifa, Israel
| | - Chen Yanover
- Formerly Healthcare Informatics, IBM Research-Haifa, Mount Carmel Haifa, Israel
| |
Collapse
|
15
|
Carnide N, Hogg-Johnson S, Côté P, Koehoorn M, Furlan AD. Factors associated with early opioid dispensing compared with NSAID and muscle relaxant dispensing after a work-related low back injury. Occup Environ Med 2020; 77:637-647. [PMID: 32636331 DOI: 10.1136/oemed-2019-106380] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2019] [Revised: 03/31/2020] [Accepted: 04/22/2020] [Indexed: 11/04/2022]
Abstract
OBJECTIVES The objective of this historical cohort study was to determine the claimant and prescriber factors associated with receiving opioids at first postinjury dispense compared with non-steroidal anti-inflammatory drugs (NSAIDs) and skeletal muscle relaxants (SMRs) in a sample of workers' compensation claimants with low back pain (LBP) claims between 1998 and 2009 in British Columbia, Canada. METHODS Administrative workers' compensation, prescription and healthcare data were linked. The association between claimant factors (sociodemographics, occupation, diagnosis, comorbidities, pre-injury prescriptions and healthcare) and prescriber factors (sex, birth year, specialty) with drug class(es) at first dispense (opioids vs NSAIDs/SMRs) was examined with multilevel multinomial logistic regression. RESULTS Increasing days supplied with opioids in the previous year was associated with increased odds of receiving opioids only (1-14 days OR 1.62, 95% CI 1.51 to 1.75; ≥15 days OR 5.12, 95% CI 4.65 to 5.64) and opioids with NSAIDs/SMRs (1-14 days OR 1.49, 95% CI 1.39 to 1.60; ≥15 days OR 2.82, 95% CI 2.56 to 3.12). Other significant claimant factors included: pre-injury dispenses for NSAIDs, SMRs, antidepressants, anticonvulsants and sedative-hypnotics/anxiolytics; International Statistical Classification of Diseases and Related Health Problems, 9th Revision diagnosis; various pre-existing comorbidities; prior physician visits and hospitalisations; and year of injury, age, sex, health authority and occupation. Prescribers accounted for 25%-36% of the variability in the drug class(es) received, but prescriber sex, specialty and birth year did not explain observed between-prescriber variation. CONCLUSIONS During this period in the opioid crisis, early postinjury dispensing was multifactorial, with several claimant factors associated with receiving opioids at first prescription. Prescriber variation in drug class choice appears particularly important, but was not explained by basic prescriber characteristics.
Collapse
Affiliation(s)
- Nancy Carnide
- Institute for Work and Health, Toronto, Ontario, Canada
| | - Sheilah Hogg-Johnson
- Institute for Work and Health, Toronto, Ontario, Canada.,Research & Innovation, Canadian Memorial Chiropractic College, Toronto, Ontario, Canada.,Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada
| | - Pierre Côté
- Research & Innovation, Canadian Memorial Chiropractic College, Toronto, Ontario, Canada.,Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada.,Faculty of Health Sciences, Ontario Tech University, Oshawa, Ontario, Canada.,Centre for Disability Prevention and Rehabilitation, Ontario Tech University, Oshawa, Ontario, Canada
| | - Mieke Koehoorn
- Institute for Work and Health, Toronto, Ontario, Canada.,School of Population and Public Health, The University of British Columbia, Vancouver, British Columbia, Canada
| | - Andrea D Furlan
- Institute for Work and Health, Toronto, Ontario, Canada.,KITE, Toronto Rehabilitation Institute, University Health Network, Toronto, Ontario, Canada.,Department of Medicine, Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
| |
Collapse
|
16
|
Friedman BW, Ochoa LA, Naeem F, Perez HR, Starrels JL, Irizarry E, Chertoff A, Bijur PE, Gallagher EJ. Opioid Use During the Six Months After an Emergency Department Visit for Acute Pain: A Prospective Cohort Study. Ann Emerg Med 2020; 75:578-586. [PMID: 31685253 PMCID: PMC7188578 DOI: 10.1016/j.annemergmed.2019.08.446] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2019] [Revised: 08/16/2019] [Accepted: 08/22/2019] [Indexed: 10/25/2022]
Abstract
STUDY OBJECTIVE Despite the frequent use of opioids to treat acute pain, the long-term risks and analgesic benefits of an opioid prescription for an individual emergency department (ED) patient with acute pain are still poorly understood and inadequately quantified. Our objective was to determine the frequency of recurrent or persistent opioid use during the 6 months after the ED visit METHODS: This was a prospective, observational cohort study of opioid-naive patients presenting to 2 EDs for acute pain who were prescribed an opioid at discharge. Patients were followed by telephone 6 months after the ED visit. Additionally, we reviewed the statewide prescription monitoring program database. Outcomes included frequency of recurrent and persistent opioid use and frequency of persistent moderate or severe pain 6 months after the ED visit. Persistent opioid use was defined as filling greater than or equal to 6 prescriptions during the 6-month study period. RESULTS During 9 months beginning in November 2017, 733 patients were approached for participation. Four hundred eighty-four met inclusion criteria and consented to participate. Four hundred ten patients (85%) provided 6-month telephone data. The prescription monitoring database was reviewed for all 484 patients (100%). Most patients (317/484, 66%; 95% confidence interval 61% to 70%) filled only the initial prescription they received in the ED. One in 5 patients (102/484, 21%; 95% confidence interval 18% to 25%) filled at least 2 prescriptions within the 6-month period. Five patients (1%; 95% confidence interval 0% to 2%) met criteria for persistent opioid use. Of these 5 patients, all but 1 reported moderate or severe pain in the affected body part 6 months later. CONCLUSION Although 1 in 5 opioid-naive ED patients who received an opioid prescription for acute pain on ED discharge filled at least 2 opioid prescriptions in 6 months, only 1% had persistent opioid use. These patients with persistent opioid use were likely to report moderate or severe pain 6 months after the ED visit.
Collapse
Affiliation(s)
- Benjamin W Friedman
- Department of Emergency Medicine, Albert Einstein College of Medicine, Montefiore Medical Center, Bronx, NY.
| | - Lorena Abril Ochoa
- Department of Emergency Medicine, Albert Einstein College of Medicine, Montefiore Medical Center, Bronx, NY
| | - Farnia Naeem
- Medical College, Albert Einstein College of Medicine, Montefiore Medical Center, Bronx, NY
| | - Hector R Perez
- Division of General Internal Medicine, Albert Einstein College of Medicine, Montefiore Medical Center, Bronx, NY
| | - Joanna L Starrels
- Division of General Internal Medicine, Albert Einstein College of Medicine, Montefiore Medical Center, Bronx, NY
| | - Eddie Irizarry
- Department of Emergency Medicine, Albert Einstein College of Medicine, Montefiore Medical Center, Bronx, NY
| | - Andrew Chertoff
- Department of Emergency Medicine, Albert Einstein College of Medicine, Montefiore Medical Center, Bronx, NY
| | - Polly E Bijur
- Department of Emergency Medicine, Albert Einstein College of Medicine, Montefiore Medical Center, Bronx, NY
| | - E John Gallagher
- Department of Emergency Medicine, Albert Einstein College of Medicine, Montefiore Medical Center, Bronx, NY
| |
Collapse
|
17
|
Strayer RJ, Hawk K, Hayes BD, Herring AA, Ketcham E, LaPietra AM, Lynch JJ, Motov S, Repanshek Z, Weiner SG, Nelson LS. Management of Opioid Use Disorder in the Emergency Department: A White Paper Prepared for the American Academy of Emergency Medicine. J Emerg Med 2020; 58:522-546. [DOI: 10.1016/j.jemermed.2019.12.034] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2019] [Revised: 12/19/2019] [Accepted: 12/24/2019] [Indexed: 11/28/2022]
|
18
|
Scotina AD, Beaudoin FL, Gutman R. Matching estimators for causal effects of multiple treatments. Stat Methods Med Res 2019; 29:1051-1066. [PMID: 31138025 DOI: 10.1177/0962280219850858] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
Abstract
Matching estimators for average treatment effects are widely used in the binary treatment setting, in which missing potential outcomes are imputed as the average of observed outcomes of all matches for each unit. With more than two treatment groups, however, estimation using matching requires additional techniques. In this paper, we propose a nearest-neighbors matching estimator for use with multiple, nominal treatments, and use simulations to show that this method is precise and has coverage levels that are close to nominal. In addition, we implement the proposed inference methods to examine the effects of different medication regimens on long-term pain for patients experiencing motor vehicle collision.
Collapse
Affiliation(s)
- Anthony D Scotina
- Department of Mathematics and Statistics, Simmons University, Boston, MA, USA
| | - Francesca L Beaudoin
- Department of Health Services, Policy, and Practice, Brown University, Providence, RI, USA.,Department of Emergency Medicine, Brown University, Providence, RI, USA
| | - Roee Gutman
- Department of Biostatistics, Brown University, Providence, RI, USA
| |
Collapse
|
19
|
Abstract
PURPOSE We aimed to produce comprehensive guidelines and recommendations that can be utilized by orthopaedic practices as well as other specialties to improve the management of acute pain following musculoskeletal injury. METHODS A panel of 15 members with expertise in orthopaedic trauma, pain management, or both was convened to review the literature and develop recommendations on acute musculoskeletal pain management. The methods described by the Grading of Recommendations Assessment, Development, and Evaluation Working Group were applied to each recommendation. The guideline was submitted to the Orthopaedic Trauma Association (OTA) for review and was approved on October 16, 2018. RESULTS We present evidence-based best practice recommendations and pain medication recommendations with the hope that they can be utilized by orthopaedic practices as well as other specialties to improve the management of acute pain following musculoskeletal injury. Recommendations are presented regarding pain management, cognitive strategies, physical strategies, strategies for patients on long term opioids at presentation, and system implementation strategies. We recommend the use of multimodal analgesia, prescribing the lowest effective immediate-release opioid for the shortest period possible, and considering regional anesthesia. We also recommend connecting patients to psychosocial interventions as indicated and considering anxiety reduction strategies such as aromatherapy. Finally, we also recommend physical strategies including ice, elevation, and transcutaneous electrical stimulation. Prescribing for patients on long term opioids at presentation should be limited to one prescriber. Both pain and sedation should be assessed regularly for inpatients with short, validated tools. Finally, the group supports querying the relevant regional and state prescription drug monitoring program, development of clinical decision support, opioid education efforts for prescribers and patients, and implementing a department or organization pain medication prescribing strategy or policy. CONCLUSIONS Balancing comfort and patient safety following acute musculoskeletal injury is possible when utilizing a true multimodal approach including cognitive, physical, and pharmaceutical strategies. In this guideline, we attempt to provide practical, evidence-based guidance for clinicians in both the operative and non-operative settings to address acute pain from musculoskeletal injury. We also organized and graded the evidence to both support recommendations and identify gap areas for future research.
Collapse
|
20
|
Nikles J, Khan S, Leou J, Keijzers G, Ng J, Bond C, Nakamura G, Le R, Sterling M. Retrospective descriptive observational study of patients who presented to an Australian hospital emergency department with neck soft tissue injury. Emerg Med Australas 2019; 31:805-812. [PMID: 30895739 DOI: 10.1111/1742-6723.13253] [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] [Received: 06/05/2018] [Revised: 01/26/2019] [Accepted: 01/29/2019] [Indexed: 11/27/2022]
Abstract
OBJECTIVE To describe clinical presentation and management of neck soft tissue injury in an Australian ED. METHODS This is a retrospective cohort study conducted in a tertiary hospital ED in Queensland, Australia. This study included all patients aged 18-65 years presenting with neck sprain/strain in 2016. Main outcome measures are patient demographics, comorbidities, presentation, acute management and follow up. RESULTS Of 339 patients, 176 (52%) had cervical computed tomography (CT) scans and 3% plain radiographs. Two had fractures (CT yield of 2/176; 1.1%) and three were admitted with neurological symptoms, leaving 334 patients. Of 264 patients receiving medications in the ED, simple analgesia + oral opioid (146, 55.3%) was most frequently used, followed by simple analgesia (89, 33.7%) and opioid + benzodiazepine +/- simple analgesia (16, 6%). Opioids were prescribed for 169 (64%) (including i.v. opioids for 34 [12.9%] and for 85/97 (88%) with pain scores ≤4), and benzodiazepines for 22 (8.3%). Ten (3%) were referred for physiotherapy management in ED and eight (2.4%) for outpatient physiotherapy follow up. Of 113/334 (33.8%) receiving discharge prescription, 60 (53.1%) were prescribed oral opioid + simple analgesia, 37 (32.7%) oral opioids and seven (6.2%) opioids + benzodiazepines; 205 (61%) were discharged without a recorded follow-up plan. CONCLUSIONS There is large practice variation in management of neck soft tissue injury in ED. Over half of the patients received CT scans with modest yield. Opioids were commonly used both in ED and on discharge. There is need for a standard management plan to be developed for patients presenting with acute neck soft tissue injury.
Collapse
Affiliation(s)
- Jane Nikles
- RECOVER Injury Research Centre, The University of Queensland, Brisbane, Queensland, Australia.,NHMRC Centre of Research Excellence in Recovery Following Road Traffic Injuries, The University of Queensland, Brisbane, Queensland, Australia
| | - Subaat Khan
- NHMRC Centre of Research Excellence in Recovery Following Road Traffic Injuries, The University of Queensland, Brisbane, Queensland, Australia
| | - John Leou
- Department of Emergency Medicine, Gold Coast University Hospital, Gold Coast, Queensland, Australia.,School of Medicine, Griffith University, Gold Coast, Queensland, Australia
| | - Gerben Keijzers
- Department of Emergency Medicine, Gold Coast University Hospital, Gold Coast, Queensland, Australia.,School of Medicine, Griffith University, Gold Coast, Queensland, Australia.,School of Medicine, Bond University, Gold Coast, Queensland, Australia
| | - Joanna Ng
- School of Medicine, Griffith University, Gold Coast, Queensland, Australia
| | - Catherine Bond
- School of Medicine, Griffith University, Gold Coast, Queensland, Australia
| | - Gota Nakamura
- School of Medicine, Griffith University, Gold Coast, Queensland, Australia
| | - Rhonda Le
- School of Medicine, Griffith University, Gold Coast, Queensland, Australia
| | - Michele Sterling
- RECOVER Injury Research Centre, The University of Queensland, Brisbane, Queensland, Australia.,NHMRC Centre of Research Excellence in Recovery Following Road Traffic Injuries, The University of Queensland, Brisbane, Queensland, Australia
| |
Collapse
|
21
|
Strauss DH, Santhanam DR, McLean SA, Beaudoin FL. Study protocol for a randomised, double-blind, placebo-controlled clinical trial of duloxetine for the treatment and prevention of musculoskeletal pain: altering the transition from acute to chronic pain (ATTAC pain). BMJ Open 2019; 9:e025002. [PMID: 30842115 PMCID: PMC6430024 DOI: 10.1136/bmjopen-2018-025002] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/25/2018] [Revised: 12/03/2018] [Accepted: 01/22/2019] [Indexed: 12/12/2022] Open
Abstract
INTRODUCTION Chronic musculoskeletal pain affects a substantial portion of adults visiting the emergency department (ED). Current treatment is limited in scope and does not effectively reduce musculoskeletal pain in patients. The study will evaluate the use of duloxetine, a serotonin-norepinephrine reuptake inhibitor Food and Drug Administration approved for the treatment of chronic pain, as a promising option in its prevention. The proposed study may present a well-tolerated and effective non-opioid treatment for patients with acute musculoskeletal pain that may also be effective in preventing the transition to persistent or chronic musculoskeletal pain. METHODS AND ANALYSIS The primary outcome of this study will be to assess the tolerability and preliminary effectiveness of duloxetine in patients with acute musculoskeletal pain. The study will take place at two EDs in Rhode Island, USA. The study will involve randomisation to one of three arms: duloxetine 30 mg, duloxetine 60 mg or placebo. Tolerability will be assessed by comparing the proportion of participants that report an adverse event and that drop-out across the three study arms. Effectiveness will be determined by self-reported pain over 6 weeks of follow-up. Specifically, we will compare the proportion of participants with persistent pain (ongoing pain at 6-week follow-up), across the three study arms. 60 adults (aged 18-59) presenting to the ED with acute axial musculoskeletal pain within 7 days of onset are expected to be enrolled in the proposed study. ETHICS AND DISSEMINATION Ethics approval was obtained by the Institutional Review Board (IRB). These results will be published in a peer reviewed scientific journal and presented at one or more scientific conferences. TRIAL REGISTRATION NUMBER NCT03315533.
Collapse
Affiliation(s)
- Daniel H Strauss
- Emergency Medicine, Rhode Island Hospital, Providence, Rhode Island, USA
| | - Divya R Santhanam
- Biology and Medicine, Brown University, Providence, Rhode Island, USA
| | - Samuel A McLean
- Emergency Medicine and Anesthesiology, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Francesca L Beaudoin
- Emergency Medicine, Brown University Warren Alpert Medical School, Providence, Rhode Island, USA
- Health Services, Policy, and Practice, Brown University School of Public Health, Providence, Rhode Island, USA
| |
Collapse
|
22
|
Reduction of opioid prescribing through the sharing of individual physician opioid prescribing practices. Am J Emerg Med 2019; 37:118-122. [DOI: 10.1016/j.ajem.2018.09.052] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2018] [Revised: 09/28/2018] [Accepted: 09/29/2018] [Indexed: 11/22/2022] Open
|
23
|
Abstract
Medicine use as part of multimodal management for whiplash-associated disorders (WAD) is common: neck pain is the cardinal symptom, mental health conditions are common, and some individuals may have neurological signs and symptoms. Almost half of the individuals with WAD have ongoing pain and disability. However, medicine use during acute and chronic recovery periods for WAD management is unknown. We analysed medicine use during acute (<12 weeks) and chronic (12 weeks to 2 years) postinjury periods in adults claiming compensation for WAD in the no-fault jurisdiction of Victoria, Australia (n = 2871). Compared with males, females were more likely to have only nonopioid analgesic and/or NSAID claims during the acute postinjury period (odds ratio = 1.35 [95% confidence interval: 1.08-1.68]). However, high medicine use was more likely in males (1.39 [1.16-1.67]), middle-aged claimants (35-44 years) (1.74 [1.12-2.56]), and claimants with a common law claim (2.96 [2.38-3.68]). During both acute and chronic postinjury periods, over half of the pharmaceutical claimants were prescribed NSAIDs and weak opioid medicines, and over one quarter were prescribed benzodiazepines. Antidepressant use was high during the chronic period. The proportion of strong opioid claimants quadrupled between 2000/2001 (5.5%) and 2012/2013 (23.4%). Opioid consumption, expressed as oral morphine equivalent, was double in males than in females (z = -5.4, P < 0.001), and higher in middle-aged than in younger or older claimants (χ = 13.9, P < 0.001). The high opioid, benzodiazepine, and antidepressant medicine use in this study is concerning and highlights the need for pharmaceutical approaches that balance pain management while minimising risk.
Collapse
|
24
|
Nikles J, Keijzers G, De Silva MID, Khan S, Sterling M. Use of and attitudes to the role of medication for acute whiplash injury: A preliminary survey of emergency department doctors. Emerg Med Australas 2018; 31:471-474. [PMID: 30317691 DOI: 10.1111/1742-6723.13190] [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: 04/12/2018] [Revised: 08/20/2018] [Accepted: 09/19/2018] [Indexed: 11/28/2022]
Abstract
OBJECTIVE Describe current practice of medication prescribing for acute whiplash-associated disorders (WAD) in the ED and explore attitudes towards pregabalin prescription for WAD. METHODS Questionnaire-based survey in two EDs collected data on demographics and self-reported medication prescribing for WAD. Comfort in various scenarios for pregabalin prescribing was rated. RESULTS A total of 145/170 (85%) doctors responded; 42.8% were junior doctors. Self-reported medications prescribed were nonsteroidal anti-inflammatory drug (77.9% [95% confidence interval (CI) 70.1-84.2]), paracetamol (75.2% [95% CI 67.2-81.8]), opioids (43.5% [95% CI 35.3-51.9]) and benzodiazepines (11.0% [95% CI 6.6-17.6]). Most were comfortable to prescribe pregabalin in evidence-based or advised-by-specialists scenarios. CONCLUSIONS Opioids appear to be over-prescribed. Further research into pregabalin prescription in ED is warranted.
Collapse
Affiliation(s)
- Jane Nikles
- RECOVER Injury Research Centre, The University of Queensland, Brisbane, Queensland, Australia.,NHMRC Centre of Research Excellence in Road Traffic Injury Recovery, The University of Queensland, Brisbane, Queensland, Australia
| | - Gerben Keijzers
- Department of Emergency Medicine, Gold Coast University Hospital, Gold Coast, Queensland, Australia.,School of Medicine, Bond University, Gold Coast, Queensland, Australia
| | | | - Subaat Khan
- Menzies Health Institute, Griffith University, Gold Coast, Queensland, Australia
| | - Michele Sterling
- RECOVER Injury Research Centre, The University of Queensland, Brisbane, Queensland, Australia.,NHMRC Centre of Research Excellence in Road Traffic Injury Recovery, The University of Queensland, Brisbane, Queensland, Australia
| |
Collapse
|
25
|
Zhu H, Gao Y, Zhang C, Zheng X. A Prospective Evaluation of Patient-Reported Opioid Utilization After Nonoperative Treatment of Fractures and Dislocations. J Bone Joint Surg Am 2018; 100:1177-1183. [PMID: 30020123 DOI: 10.2106/jbjs.17.01475] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
BACKGROUND Prescription of opioid analgesics is currently a common practice to relieve pain for musculoskeletal injuries in many regions of the world, especially in the United States and Canada. However, overprescription may underlie opioid misuse. Details on the utilization of prescribed opioids after nonoperative treatment of fractures and dislocations and whether consumption is related to injury location are unknown. METHODS A total of 1,513 consecutive patients in China who underwent nonoperative treatment of a fracture and/or dislocation and who were prescribed opioids were studied over a 3-month period. Demographic information, alcohol consumption, smoking status, injury location, volume of prescription, and consumption patterns were recorded and were summarized. RESULTS The mean number of opioid pills prescribed was 14.7, and the mean patient-reported number of pills consumed was 7.2. Overall, 152 patients (10.0%) reported taking no prescribed opioid analgesics, and 924 patients (61.1%) ceased their prescribed opioids prior to completing the regimen. Injury location, alcohol consumption, and type of fracture or dislocation were all significantly associated with the patient-reported number of opioid pills consumed (p < 0.05). Patients with fracture and/or dislocation of the wrist or forearm (9.4 pills for 3.8 days); ankle, tibia, or fibula (9.3 pills for 3.7 days); or elbow or humerus (9.1 pills for 3.7 days) used more opioid pills compared with patients with injuries at other locations (not exceeding 6.4 pills and 3 days). When compared with patients who had no, low, or moderate daily alcohol consumption, there was more opioid use in patients with high daily alcohol consumption (8.5 pills for 3.4 days) and those with very high daily alcohol consumption (11.3 pills for 4.7 days). Patients with a dislocation and/or displaced fracture reported consuming 8.2 pills for 3.3 days, which was more than the consumption in patients with a nondisplaced fracture (6.2 pills for 2.5 days) and patients with an avulsion fracture (6.2 pills for 2.5 days). CONCLUSIONS Surgeons and patients should try to avoid opioids if possible after nonoperatively treated fractures and dislocations. If opioids are used, surgeons should prescribe the smallest dose for the shortest time after considering the injury location and type of fracture or dislocation. LEVEL OF EVIDENCE Prognostic Level IV. See Instructions for Authors for a complete description of levels of evidence.
Collapse
Affiliation(s)
- Hongyi Zhu
- Department of Orthopaedic Surgery, Shanghai Jiaotong University Affiliated Sixth People's Hospital, Shanghai, People's Republic of China
| | - Yanchun Gao
- Department of Orthopaedic Surgery, Shanghai Jiaotong University Affiliated Sixth People's Hospital, Shanghai, People's Republic of China
| | - Changqing Zhang
- Department of Orthopaedic Surgery, Shanghai Jiaotong University Affiliated Sixth People's Hospital, Shanghai, People's Republic of China
| | - Xianyou Zheng
- Department of Orthopaedic Surgery, Shanghai Jiaotong University Affiliated Sixth People's Hospital, Shanghai, People's Republic of China
| |
Collapse
|
26
|
Information needs of patients with whiplash associated disorders: A Delphi study of patient beliefs. Musculoskelet Sci Pract 2018; 33:29-34. [PMID: 29073494 DOI: 10.1016/j.msksp.2017.10.009] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/05/2017] [Revised: 10/11/2017] [Accepted: 10/16/2017] [Indexed: 11/23/2022]
Abstract
BACKGROUND Whiplash associated disorders (WAD) result in significant personal and economic costs. Patient education and reassurance are recommended treatments for acute WAD but the information needs of patients have not been investigated. OBJECTIVES To determine what information whiplash-injured patients believe is important to help recovery in the acute stage of injury. DESIGN A Delphi design survey series with three rounds. METHOD Thirty-three participants who had sustained a whiplash injury within the last three years were invited to participate. Participants were asked to provide five statements, in response to an open-ended question, regarding what they believed was the most important information to provide to patients following a whiplash injury. Nineteen patients responded and 85 statements were collected and reviewed independently by two of the authors to remove duplicates. The importance of the remaining items was rated by the participants in the second survey round. Items rated by >50% of participants as important were included in the third survey round. To be deemed key information, >80% of participants had to rate an item as important in this final round. RESULTS Eighteen items met the criteria for key information. These points addressed four areas: assessment and treatment, recovery and symptoms, patient attitudes during treatment and relationships with health practitioners. CONCLUSIONS The key information points endorsed by patients in this study may provide useful information to constitute a basis for reassurance and education provided to patients with WAD. The results also suggest that improved relationships between patients with whiplash and health practitioners is required.
Collapse
|
27
|
Nikles J, Keijzers G, Mitchell G, Schug S, Ware R, McLean SA, Connelly L, Gibson S, Farrell SF, Sterling M. Pregabalin versus placebo in targeting pro-nociceptive mechanisms to prevent chronic pain after whiplash injury in at-risk individuals - a feasibility study for a randomised controlled trial. Trials 2018; 19:44. [PMID: 29343280 PMCID: PMC5773126 DOI: 10.1186/s13063-018-2450-9] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2017] [Accepted: 01/03/2018] [Indexed: 02/07/2023] Open
Abstract
BACKGROUND Whiplash-associated disorders (WAD) are an enormous and costly burden to Australian society. Up to 50% of people who experience a whiplash injury will never fully recover. Whiplash is resistant to treatment and no early management approach has yet been shown to prevent chronic pain. The early presence of central sensitization is associated with poor recovery. Pregabalin's effects on central sensitization indicate the potential to prevent or modulate these processes after whiplash injury and to improve health outcomes, but this has not been investigated. This paper describes the protocol for a feasibility study for a randomised controlled trial of pregabalin plus evidence-based advice compared to placebo plus evidence-based advice for individuals with acute whiplash injury who are at risk of poor recovery. METHODS This double blind, placebo-controlled randomised feasibility study will examine the feasibility and potential effectiveness of pregabalin and evidence-based advice (intervention) compared to placebo and evidence-based advice (control) for individuals with acute whiplash injury at risk of poor recovery. Thirty participants (15 per group) aged 18-65 years with Grade II WAD, within 48 hours of injury and currently experiencing at least moderate pain (NRS: ≥ 5/10) will be recruited from Emergency Departments of public hospitals in Queensland, Australia. Pregabalin will be commenced at 75 mg bd and titrated up to 300 mg bd as tolerated for 4 weeks followed by 1 week of weaning. RESULTS The feasibility of trial procedures will be tested, as well as the potential effect of the intervention on the outcomes. The primary outcome of neck pain intensity at 3 months from randomisation will be compared between the treatment groups using standard analysis of variance techniques. DISCUSSION Feasibility and potential effectiveness data will inform an appropriately powered full trial, which if successful, will provide an effective and cost-effective intervention for a costly and treatment resistant condition. It will also have implications for the early management of other traumatic conditions beyond whiplash. TRIAL REGISTRATION Clinical Trials Primary Registry: Australian and New Zealand Clinical Trials Registry. CLINICAL TRIAL REGISTRATION NUMBER ACTRN12617000059369 . Date of Registration: 11/01/2017. Primary Trial Sponsor: The University of Queensland, Brisbane QLD 4072 Australia.
Collapse
Affiliation(s)
- J. Nikles
- Recover Injury Research Centre, NHMRC Centre of Research Excellence in Recovery Following Road Traffic Injuries, The University of Queensland, Herston, Australia
| | - G. Keijzers
- Department of Emergency Medicine, Gold Coast Hospital and Health Service, Gold Coast, Queensland Australia
- School of Medicine, Bond University, Gold Coast, QLD Australia
- School of Medicine, Griffith University, Gold Coast, QLD Australia
| | - G. Mitchell
- Faculty of Medicine, The University of Queensland, Herston, Australia
| | - S. Schug
- School of Medicine and Pharmacology, The University of Western Australia, Perth, Australia
| | - R. Ware
- Menzies Health Institute Queensland, Griffith University, Brisbane, Australia
| | - S. A. McLean
- Institute for Trauma Recovery, Department of Anesthesiology, University of North Carolina School of Medicine, Chapel Hill, USA
| | - L. Connelly
- Recover Injury Research Centre, NHMRC Centre of Research Excellence in Recovery Following Road Traffic Injuries, The University of Queensland, Herston, Australia
- Centre for the Business and Economics of Health, University of Queensland, Brisbane, Australia
- Dipartimento di Sociologia e Diritto dell’Economia, University of Bologna, Bologna, Italy
| | - S. Gibson
- Caulfield Pain Management and Research Centre, Melbourne, Australia
| | - S. F. Farrell
- Recover Injury Research Centre, NHMRC Centre of Research Excellence in Recovery Following Road Traffic Injuries, The University of Queensland, Herston, Australia
- Menzies Health Institute Queensland, Griffith University, Brisbane, Australia
| | - M. Sterling
- Recover Injury Research Centre, NHMRC Centre of Research Excellence in Recovery Following Road Traffic Injuries, The University of Queensland, Herston, Australia
- Menzies Health Institute Queensland, Griffith University, Brisbane, Australia
| |
Collapse
|
28
|
Nikles J, Yelland M, Bayram C, Miller G, Sterling M. Management of Whiplash Associated Disorders in Australian general practice. BMC Musculoskelet Disord 2017; 18:551. [PMID: 29284446 PMCID: PMC5747169 DOI: 10.1186/s12891-017-1899-0] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/19/2017] [Accepted: 12/08/2017] [Indexed: 11/27/2022] Open
Abstract
Background Whiplash Associated Disorders (WAD) are common and costly, and are usually managed initially by general practitioners (GPs). How GPs manage WAD is largely unstudied, though there are clinical guidelines. Our aim was to ascertain the rate of management (percentage of encounters) of WAD among patients attending Australian general practice, and to review management of these problems, including imaging, medications and other treatments. Methods We analysed data from 2013 to 2016 collected by different random samples of approximately 1000 general practitioners (GPs) per year. Each GP collected data about 100 consecutive consultations for BEACH (Bettering the Evaluation and Care of Health), an Australian national study of general practice encounters. Main outcome measures were: the proportion of encounters involving management of WAD; management including imaging, medications and other treatments given; appropriateness of treatment assessed against published clinical guidelines. Results Of 291,100 encounters from 2919 GP participants (a nationally representative sample), WAD were managed at 137 encounters by 124 GPs (0.047%). Management rates were 0.050% (females) and 0.043% (males). For 63 new cases (46%), 19 imaging tests were ordered, most commonly neck/cervical spine x-ray (52.6% of tests for new cases), and neck/cervical spine CT scan (31.6%). One or more medications were prescribed/supplied for 53.3% of WAD. NSAIDs (11.7 per 100 WAD problems) and compound analgesics containing paracetamol and opioids (10.2 per 100 WAD problems) were the commonest medications used by GPs overall. Paracetamol alone was used in 8 per 100 WAD problems. The most frequent clinical/procedural treatments for WAD were physical medicine/rehabilitation (16.1 per 100 WAD problems), counselling (6.6), and general advice/education (5.8). Conclusions GPs refer about 30% of new cases for imaging (possibly overutilising imaging), and prescribe a range of drugs, approximately 22% of which are outside clinical guidelines. These findings suggest a need for further education of GPs, including indications for imaging after whiplash injury, identification of those more likely to develop chronic WAD, and medication management guidelines. WAD carry a large personal and economic burden, so the impact of improvements in GP management is potentially significant.
Collapse
Affiliation(s)
- Jane Nikles
- RECOVER Injury Research Centre NHMRC Centre of Research Excellence in Recovery Following Road Traffic Injuries The University of Queensland, Herston, Australia.
| | - Michael Yelland
- School of Medicine, Griffith University, Brisbane, Qld, Australia
| | - Clare Bayram
- Family Medicine Research Centre, Sydney School of Public Health, University of Sydney, Sydney, Australia
| | - Graeme Miller
- Family Medicine Research Centre, Sydney School of Public Health, University of Sydney, Sydney, Australia
| | - Michele Sterling
- RECOVER Injury Research Centre NHMRC Centre of Research Excellence in Recovery Following Road Traffic Injuries The University of Queensland, Herston, Australia
| |
Collapse
|