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Koehlmoos TP, Madsen C, Banaag A, Mitro JP, Schoenfeld AJ, Learn PA, Cooper Z, Weissman JS. The Comparative Effectiveness and Provider-induced Demand Collaboration Project: A Pioneering Military-Civilian Academic Partnership to Build Health Services Research Capacity for the Military Health System. Mil Med 2024; 189:e871-e877. [PMID: 37656504 DOI: 10.1093/milmed/usad346] [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: 04/10/2023] [Revised: 07/24/2023] [Accepted: 08/22/2023] [Indexed: 09/02/2023] Open
Abstract
INTRODUCTION Like civilian health systems, the United States Military Health System (MHS) confronts challenges in achieving the aims of reducing cost, and improving quality, access, and safety, but historically has lacked coordinated health services research (HSR) capabilities that enabled knowledge translation and iterative learning from its wealth of data. A military-civilian academic partnership called the Comparative Effectiveness and Provider-Induced Demand Collaboration (EPIC), formed in 2011, demonstrated early proof-of-concept in using the MHS claims database for research focused on drivers of variation in health care. This existing partnership was reorganized in 2015 and its topics expanded to meet the need for HSR in support of emerging priorities and to develop current and HSR capacity within the MHS. MATERIALS AND METHODS A Donabedian framework of structure, process, and outcomes was applied to support the project, through a core of principal investigators, researchers, analysts, and administrators. Within this framework, new researchers and student trainees learn foundations of HSR while performing secondary analysis of claims data from the MHS Data Repository (MDR) focusing on Health and Readiness, Pediatrics, Policy, Surgery, Trauma, and Women's Health. RESULTS Since 2015, the project has trained 25 faculty, staff, and providers; 51 students and residents; 21 research fellows across multiple disciplines; and as of 2022, produced 107 peer-reviewed publications and 130 conference presentations, across all five themes and six cores. Research results have been incorporated into Federal and professional policy guidelines. Major research areas include opioid usage and prescribing, value-based care, and racial disparities. EPIC researchers provide direct support to MHS leaders and enabling expertise to clinical providers. CONCLUSIONS EPIC, through its Donabedian framework and utilization of the MHS Data Repository as a research tool, generates actionable findings and builds capacity for continued HSR across the MHS. Eight years after its reorganization in 2015, EPIC continues to provide a platform for capacity building and knowledge translation.
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Affiliation(s)
- Tracey Pérez Koehlmoos
- Center for Health Services Research, Uniformed Services University of the Health Sciences, Bethesda, MD 20814, USA
| | - Cathaleen Madsen
- Center for Health Services Research, Uniformed Services University of the Health Sciences, Bethesda, MD 20814, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine, Inc., Bethesda, MD 20817, USA
| | - Amanda Banaag
- Center for Health Services Research, Uniformed Services University of the Health Sciences, Bethesda, MD 20814, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine, Inc., Bethesda, MD 20817, USA
| | - Jessica Pope Mitro
- Department of Global and Community Health, George Mason University, Fairfax, VA 22030, USA
| | - Andrew J Schoenfeld
- Department of Orthopaedic Surgery, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02115, USA
| | - Peter A Learn
- Department of Surgery, Uniformed Services University of the Health Sciences, Bethesda, MD 20814, USA
| | - Zara Cooper
- Center for Surgery and Public Health, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02120, USA
| | - Joel S Weissman
- Center for Surgery and Public Health, Brigham and Women's Hospital, Harvard Medical School, Boston, MA 02120, USA
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Johnson AS, Brismée JM, Hooper TL, Hintz CN, Hando BR. Incidence and Risk Factors for Bone Stress Injuries in United States Air Force Special Warfare Trainees. Mil Med 2024:usae017. [PMID: 38324749 DOI: 10.1093/milmed/usae017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2023] [Revised: 01/01/2024] [Accepted: 01/15/2024] [Indexed: 02/09/2024] Open
Abstract
OBJECTIVES To determine (1) the incidence rate of lower extremity (LE) bone stress injuries (BSIs) in United States Air Force Special Warfare (AFSPECWAR) trainees during the first 120 days of training, and (2) factors associated with sustaining a LE BSI. DESIGN Retrospective cohort study. METHODS AFSPECWAR Airmen (n = 2,290, mean age = 23.7 ± 3.6 years) entering an intensive 8-week preparatory course "SW-Prep" between October 2017 and May 2021. We compared anthropometric measurements, previous musculoskeletal injury (MSKI), fitness measures, and prior high-impact sports participation in those that did and did not suffer a BSI during the 120-day observation period using independent t-tests and chi-square tests. A multivariable binary logistic regression was used to determine factors associated with suffering a BSI. RESULTS A total of 124 AFSPECWAR trainees suffered a BSI during the surveillance period, yielding an incidence proportion of 5.41% and an incidence rate of 1.4 BSIs per 100 person-months. The multivariate logistic regression revealed that lower 2-minute sit-up scores, no prior history of participation in a high-impact high-school sport, and a history of prior LE MSKI were associated with suffering a BSI. A receiver operator characteristic curve analysis yielded an area under the curve (AUC) of 0.727. CONCLUSION BSI incidence proportion for our sample was similar to those seen in other military settings. Military trainees without a history of high-impact sports participation who achieve lower scores on sit-ups tests and have a history of LE MSKI have a higher risk for developing a LE BSI during the first 120 days of AFSPECWAR training.
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Affiliation(s)
- Andrew S Johnson
- Operational Medicine Squadron, USAF Special Warfare, San Antonio, TX 78245, USA
| | - Jean-Michel Brismée
- Department of Rehabilitation Sciences, Center for Rehabilitation Research, Texas Tech University Health Sciences Center, Lubbock, TX 79430, USA
| | - Troy L Hooper
- Department of Rehabilitation Sciences, Center for Rehabilitation Research, Texas Tech University Health Sciences Center, Lubbock, TX 79430, USA
| | - Courtney N Hintz
- Operational Medicine Squadron, USAF Special Warfare, San Antonio, TX 78245, USA
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Spoonemore SL, McConnell RC, Owen WE, Young JL, Clewley DJ, Rhon DI. The influence of pain-related comorbidities on pain intensity and pain-related psychological distress in patients presenting with musculoskeletal pain. Braz J Phys Ther 2023; 27:100532. [PMID: 37611373 PMCID: PMC10468365 DOI: 10.1016/j.bjpt.2023.100532] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/02/2022] [Revised: 06/22/2023] [Accepted: 08/04/2023] [Indexed: 08/25/2023] Open
Abstract
BACKGROUND Musculoskeletal pain (MSP) is the largest contributor to chronic pain and frequently occurs alongside other medical comorbidities. OBJECTIVE Explore the relationships between the presence of pain-related comorbidities, pain intensity, and pain-related psychological distress in patients with MSP. METHODS A longitudinal assessment of individuals 18-90 years old in the Midwestern United States beginning a new episode of physical therapy for MSP. Electronic medical records were assessed the full year prior for care-seeking of diagnoses for pain-related comorbidities (anxiety, metabolic disorder, chronic pain, depression, nicotine dependence, post-traumatic stress disorder, sleep apnea, and sleep insomnia). Pain intensity and pain-related psychological distress (Optimal Screening for Prediction of Referral and Outcome - Yellow Flags tool) were captured during the physical therapy evaluation. Generalized linear models were used to assess the association between pain intensity, psychological distress, and pain-related co-morbidities. Models were adjusted for variables shown in the literature to influence pain. RESULTS 532 participants were included in the cohort (56.4% female; median age of 59 years, Interquartile Range [IQR]:47, 69). Comorbid depression (beta coefficient (β) = 0.7; 95%CI: 0.2, 1.2), spine versus lower extremity pain ((β = 0.6; 95%CI: 0.1, 1.1), and prior surgery (β = 0.8, 95%CI: 0.3, 1.4) were associated with higher pain intensity scores. No pain-related comorbidities were associated with pain-related psychological distress (yellow flag count or number of domains). Female sex was associated with less pain-related psychological distress (β = -0.2, 95%CI: -0.3, -0.02). CONCLUSIONS Depression was associated with greater pain intensity. No comorbidities were able to account for the extent of pain-related psychological distress.
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Affiliation(s)
- Steven L Spoonemore
- Doctor of Science in Physical Therapy Program, Bellin College, Green Bay, WI, United States; U.S. Public Health Service, Intrepid Spirit Center, Fort Carson, CO, United States.
| | - Ryan C McConnell
- Doctor of Science in Physical Therapy Program, Bellin College, Green Bay, WI, United States; Department of Physical Therapy, Belmont University, Nashville, TN, United States
| | - William E Owen
- Doctor of Science in Physical Therapy Program, Bellin College, Green Bay, WI, United States
| | - Jodi L Young
- Doctor of Science in Physical Therapy Program, Bellin College, Green Bay, WI, United States
| | - Derek J Clewley
- Physical Therapy Division, Duke University School of Medicine, Durham, NC, United States
| | - Daniel I Rhon
- Doctor of Science in Physical Therapy Program, Bellin College, Green Bay, WI, United States; Department of Rehabilitation Medicine, School of Medicine, The Uniformed Services University of Health Sciences, Bethesda, MD, United States
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Hando BR, Bryant J, Pav V, Haydu L, Hogan K, Mata J, Butler C. Musculoskeletal injuries in US Air Force Tactical Air Control Party trainees: an 11-year longitudinal retrospective cohort study and presentation of a musculoskeletal injury classification matrix. BMJ Mil Health 2023:military-2023-002417. [PMID: 37220991 DOI: 10.1136/military-2023-002417] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2023] [Accepted: 05/05/2023] [Indexed: 05/25/2023]
Abstract
INTRODUCTION Little is known of the epidemiology of musculoskeletal injuries (MSKIs) in US Air Force Special Warfare (AFSPECWAR) Tactical Air Control Party trainees. The purpose of this longitudinal retrospective cohort study was to (1) report the incidence and type of MSKI sustained by AFSPECWAR trainees during and up to 1 year following training, (2) identify factors associated with MSKI, and (3) develop and present the MSKI classification matrix used to identify and categorise injuries in this study. METHODS Trainees in the Tactical Air Control Party Apprentice Course between fiscal years 2010-2020 were included. Diagnosis codes were classified as MSKI or non-MSKI using a classification matrix. Incidence rates and incidence proportion for injury types and regions were calculated. Measures were compared for differences between those who did and did not sustain an MSKI during training. A Cox proportional hazards model was used to identify factors associated with MSKI. RESULTS Of the 3242 trainees, 1588 (49%) sustained an MSKI during training and the cohort sustained MSKIs at a rate of 16 MSKI per 100 person-months. Overuse/non-specific lower extremity injuries predominated. Differences were seen in some baseline measures between those who did and did not sustain an MSKI. Factors retained in the final Cox regression model were age, 1.5-mile run times and prior MSKI. CONCLUSION Slower run times and higher age were associated with an increased likelihood of MSKI. Prior MSKI was the strongest predictor of MSKI during training. Trainees sustained MSKIs at a higher rate than graduates in their first year in the career field. The MSKI matrix was effective in identifying and categorising MSKI over a prolonged (12-year) surveillance period and could be useful for future injury surveillance efforts in the military or civilian settings. Findings from this study could inform future injury mitigation efforts in military training environments.
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Affiliation(s)
- Ben R Hando
- Kennell and Associates Inc, Falls Church, Virginia, USA
| | - J Bryant
- Human Performance Squadron, Special Warfare Training Wing, US Air Force, San Antonio, Texas, USA
| | - V Pav
- Kennell and Associates Inc, Falls Church, Virginia, USA
| | - L Haydu
- Special Warfare Training Wing, Human Performance Squadron, US Air Force, San Antonio, Texas, USA
| | - K Hogan
- Special Warfare Training Wing, Human Performance Squadron, US Air Force Education and Training Command, San Antonio, Texas, USA
| | - J Mata
- Special Warfare Training Wing, Human Performance Squadron, US Air Force, San Antonio, Texas, USA
| | - C Butler
- Special Warfare Training Wing, Human Performance Squadron, US Air Force Education and Training Command, San Antonio, Texas, USA
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Young JL, Sell TC, Boeth R, Foster K, Greenlee TA, Rhon DI. What is the Incidence of Subsequent Adjacent Joint Injury After Patellofemoral Pain? Clin Rehabil 2023:2692155231157177. [PMID: 36793225 DOI: 10.1177/02692155231157177] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/17/2023]
Abstract
OBJECTIVE To investigate the incidence of subsequent lumbar spine, hip, and ankle-foot injuries after a diagnosis of patellofemoral pain. DESIGN Retrospective cohort study. SETTING Military Health System. PARTICIPANTS Individuals (n = 92,319) ages 17-60 diagnosed with patellofemoral pain between 2010-2011. INTERVENTIONS Therapeutic exercise. MAIN OUTCOME MEASURES Frequency of adjacent joint injuries in the 2-year period after initial patellofemoral pain injury, and hazard ratios (HR) with 95% confidence interval (CI) and Kaplan-Meier survival curves for risk of adjacent joint injury based on receiving therapeutic exercise for the initial injury. RESULTS After initial patellofemoral pain diagnosis, 42,983 (46.6%) individuals sought care for an adjacent joint injury. Of these, 19,587 (21.2%) were subsequently diagnosed with a lumbar injury, 2837 (3.1%) a hip injury, and 10,166 (11.0%) an ankle-foot injury. One in five (19.5%; n = 17,966) received therapeutic exercise which reduced the risk of having a subsequent lumbar (HR = 0.78, 95% CI 0.76-0.81), hip (HR = 0.93, 95% CI 0.87-0.98) or ankle-foot (HR = 0.86, 95% CI 0.83-0.90) injury. CONCLUSION The results suggest that a high number of individuals with patellofemoral pain will sustain an adjacent joint injury within 2 years although causal relationships cannot be determined. Receiving therapeutic exercise for the initial knee injury reduced the risk of sustaining an adjacent joint injury. This study helps provide normative data for subsequent injury rates in this population and guide development of future studies designed to understand causal factors.
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Affiliation(s)
- Jodi L Young
- 15638Physical Therapy Department, Bellin College, Green Bay, WI, USA.,104849The Geneva Foundation, Tacoma, WA, USA
| | - Timothy C Sell
- 2351Department of Orthopedic Surgery, Atrium Health Musculoskeletal Institute, Charlotte, NC, USA
| | - Riley Boeth
- 104849The Geneva Foundation, Tacoma, WA, USA
| | - Kaitlyn Foster
- 104849The Geneva Foundation, Tacoma, WA, USA.,Department of Rehabilitation Medicine, 3998Brooke Army Medical Center, San Antonio, TX, USA
| | - Tina A Greenlee
- 104849The Geneva Foundation, Tacoma, WA, USA.,Department of Rehabilitation Medicine, 3998Brooke Army Medical Center, San Antonio, TX, USA
| | - Daniel I Rhon
- 104849The Geneva Foundation, Tacoma, WA, USA.,Department of Rehabilitation Medicine, 3998Brooke Army Medical Center, San Antonio, TX, USA.,Department of Rehabilitation Medicine, School of Medicine, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
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Foster KS, Greenlee TA, Fraser JJ, Young JL, Rhon DI. The Influence of Therapeutic Exercise after Ankle Sprain on the Incidence of Subsequent Knee, Hip, and Lumbar Spine Injury. Med Sci Sports Exerc 2023; 55:177-185. [PMID: 36084225 DOI: 10.1249/mss.0000000000003035] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
Abstract
PURPOSE This study aimed to investigate the burden of knee, hip, and lumbar spine disorders occurring in the year after an ankle sprain and the influence therapeutic exercise (TE) has on this burden. METHODS A total of 33,361 individuals diagnosed with ankle sprain in the Military Health System between 2010 and 2011 were followed for 1 yr. The prevalence of knee, hip, and lumbar care-seeking injuries sustained after sprain was identified. Relationships between demographic groups, ankle sprain type, and use of TE with rate of proximal injuries were evaluated using Cox proportional hazard models to determine hazard rate effect modification by attribute. The observed effect of TE for ankle sprain on rate of injury to proximal joints was evaluated using Kaplan-Meier survival analyses. RESULTS Of the total cohort, 20.5% ( n = 6848) of patients sustained a proximal injury. Specifically, 10.1% of the cohort sustained a knee ( n = 3356), 2.9% a hip ( n = 973), and 10.3% a lumbar injury ( n = 3452). Less than half of the cohort received TE after initial sprain. Patients that did were less likely to have subsequent knee (HR = 0.87, 95% confidence interval [CI] = 0.80-0.94), hip (HR = 0.68, 95% CI = 0.58-0.79), or lumbar (HR = 0.82, 95% CI = 0.76-0.89) injuries. CONCLUSIONS One in five individuals that sought care for an ankle sprain experienced a proximal joint injury in the following year. TE for the management of the initial ankle sprain reduced the likelihood of proximal injury diagnosis and should be considered in treatment plans for return to work and sport protocols after ankle sprains.
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Affiliation(s)
- Kaitlyn S Foster
- Department of Rehabilitation Medicine, Brooke Army Medical Center, San Antonio, TX
| | - Tina A Greenlee
- Department of Rehabilitation Medicine, Brooke Army Medical Center, San Antonio, TX
| | - John J Fraser
- Directorate for Operational Readiness and Health, Naval Health Research Center, San Diego, CA
| | - Jodi L Young
- Doctor of Science Program in Physical Therapy, Bellin College, Green Bay, WI
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Denic-Roberts H, Engel LS, Buchanich JM, Miller RG, Talbott EO, Thomas DL, Cook GA, Costacou T, Rusiecki JA. Risk of longer-term neurological conditions in the Deepwater Horizon Oil Spill Coast Guard Cohort Study - Five years of follow-up. Environ Health 2023; 22:12. [PMID: 36694171 PMCID: PMC9875433 DOI: 10.1186/s12940-022-00941-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2022] [Accepted: 11/14/2022] [Indexed: 05/23/2023]
Abstract
BACKGROUND Long-term neurological health risks associated with oil spill cleanup exposures are largely unknown. We aimed to investigate risks of longer-term neurological conditions among U.S. Coast Guard (USCG) responders to the 2010 Deepwater Horizon (DWH) oil spill. METHODS We used data from active duty members of the DWH Oil Spill Coast Guard Cohort Study (N=45224). Self-reported oil spill exposures were ascertained from post-deployment surveys. Incident neurological outcomes were classified using International Classification of Diseases, 9th Revision, codes from military health encounter records up to 5.5 years post-DWH. We used Cox Proportional Hazards regression to calculate adjusted hazard ratios (aHR) and 95% confidence intervals (CI) for various incident neurological diagnoses (2010-2015). Oil spill responder (n=5964) vs. non-responder (n= 39260) comparisons were adjusted for age, sex, and race, while within-responder comparisons were additionally adjusted for smoking. RESULTS Compared to those not responding to the spill, spill responders had reduced risks for headache (aHR=0.84, 95% CI: 0.74-0.96), syncope and collapse (aHR=0.74, 95% CI: 0.56-0.97), and disturbance of skin sensation (aHR=0.81, 95% CI: 0.68-0.96). Responders reporting ever (n=1068) vs. never (n=2424) crude oil inhalation exposure were at increased risk for several individual and grouped outcomes related to headaches and migraines (aHR range: 1.39-1.83). Crude oil inhalation exposure was also associated with elevated risks for an inflammatory nerve condition, mononeuritis of upper limb and mononeuritis multiplex (aHR=1.71, 95% CI: 1.04-2.83), and tinnitus (aHR=1.91, 95% CI: 1.23-2.96), a condition defined by ringing in one or both ears. Risk estimates for those neurological conditions were higher in magnitude among responders reporting exposure to both crude oil and oil dispersants than among those reporting crude oil only. CONCLUSION In this large study of active duty USCG responders to the DWH disaster, self-reported spill cleanup exposures were associated with elevated risks for longer-term neurological conditions.
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Affiliation(s)
- Hristina Denic-Roberts
- Department of Epidemiology, School of Public Health, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
- Department of Preventive Medicine and Biostatistics, Uniformed Services University of the Health Sciences, 4301 Jones Bridge Road, Room E-2009, Bethesda, MD, 20814, USA
| | - Lawrence S Engel
- Department of Epidemiology, Gillings School of Public Health, University of North Carolina, Chapel Hill, North Carolina, USA
| | - Jeanine M Buchanich
- Department of Biostatistics, School of Public Health, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Rachel G Miller
- Department of Epidemiology, School of Public Health, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Evelyn O Talbott
- Department of Epidemiology, School of Public Health, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Dana L Thomas
- United States Coast Guard Headquarters, Directorate of Health, Safety, and Work Life, Washington, D.C., USA
| | - Glen A Cook
- Department of Neurology, Uniformed Services University of the Health Sciences, Bethesda, Maryland, USA
| | - Tina Costacou
- Department of Epidemiology, School of Public Health, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Jennifer A Rusiecki
- Department of Preventive Medicine and Biostatistics, Uniformed Services University of the Health Sciences, 4301 Jones Bridge Road, Room E-2009, Bethesda, MD, 20814, USA.
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Hai T, Agimi Y, Stout K. Clusters of conditions among US service members diagnosed with mild TBI from 2017 through 2019. Front Neurol 2022; 13:976892. [DOI: 10.3389/fneur.2022.976892] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2022] [Accepted: 10/17/2022] [Indexed: 11/10/2022] Open
Abstract
BackgroundMany US Military Service Members (SMs) newly diagnosed with mild Traumatic Brain Injury (mTBI) may exhibit a range of symptoms and comorbidities, making for a complex patient profile that challenges clinicians and healthcare administrators. This study used clustering techniques to determine if conditions co-occurred as clusters among those newly injured with mTBI and up to one year post-injury.MethodsWe measured the co-occurrence of 41 conditions among SMs diagnosed with mTBI within the acute phase, one or three months post-mTBI diagnosis, and chronic phase, one year post-mTBI diagnosis. Conditions were identified from the literature, clinical subject matter experts, and mTBI care guidelines. The presence of conditions were based on medical encounters recorded within the military health care data system. Through a two-step approach, we identified clusters. Principal component analysis (PCA) determined the optimal number of clusters, and hierarchical cluster analyses (HCA) identified the composition of clusters. Further, we explored how the composition of these clusters changed over time.ResultsOf the 42,018 SMs with mTBI, 23,478 (55.9%) had at least one condition of interest one-month post-injury, 26,831 (63.9%) three months post-injury, and 29,860 (71.1%) one year post injury. Across these three periods, six clusters were identified. One cluster included vision, cognitive, ear, and sleep disorders that occurred one month, three months, and one year post-injury. Another subgroup included psychological conditions such as anxiety, depression, PTSD, and other emotional symptoms that co-occurred in the acute and chronic phases post-injury. Nausea and vomiting symptoms clustered with cervicogenic symptoms one month post-injury, but later shifted to other clusters. Vestibular disorders clustered with sleep disorders and headache disorders one-month post-injury and included numbness and neuropathic pain one year post-injury. Substance abuse symptoms, alcohol disorders, and suicidal attempt clustered one year post-injury in a fifth cluster. Speech disorders co-occurred with headache disorders one month and one year post-injury to form a sixth cluster.ConclusionPCA and HCA identified six distinct subgroups among newly diagnosed mTBI patients during the acute and chronic phases post-injury. These subgroups may help clinicians better understand the complex profile of SMs newly diagnosed with mTBI.
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Foster KS, Greenlee TA, Young JL, Janney CF, Rhon DI. How Common is Subsequent Posterior Tibial Tendon Dysfunction or Tarsal Tunnel Syndrome After Ankle Sprain Injury? J Knee Surg 2022; 35:1181-1191. [PMID: 35944572 DOI: 10.1055/s-0042-1751246] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Posterior tibial tendon dysfunction (PTTD) and tarsal tunnel syndrome (TTS) are debilitating conditions reported to occur after ankle sprain due to their proximity to the ankle complex. The objective of this study was to investigate the incidence of PTTD and TTS in the 2 years following an ankle sprain and which variables are associated with its onset. In total, 22,966 individuals in the Military Health System diagnosed with ankle sprain between 2010 and 2011 were followed for 2 years. The incidence of PTTD and TTS after ankle sprain was identified. Binary logistic regression was used to identify potential demographic or medical history factors associated with PTTD or TTS. In total, 617 (2.7%) received a PTTD diagnosis and 127 (0.6%) received a TTS diagnosis. Active-duty status (odds ratio [OR] 2.18, 95% confidence interval [CI] 1.70-2.79), increasing age (OR 1.03, 95% CI 1.02-1.04), female sex (OR 1.58, 95% CI 1.28-1.95), and if the sprain location was specified by the diagnosis (versus unspecified location) and did not include a fracture contributed to significantly higher (p < 0.001) risk of developing PTTD. Greater age (OR 1.06, 95% CI 1.03-1.09), female sex (OR 2.73, 95% CI 1.74-4.29), history of metabolic syndrome (OR 1.73, 95% CI 1.03-2.89), and active-duty status (OR 2.28, 95% CI 1.38-3.77) also significantly increased the odds of developing TTS, while sustaining a concurrent ankle fracture with the initial ankle sprain (OR 0.45, 95% CI 0.28-0.70) significantly decreased the odds. PTTD and TTS were not common after ankle sprain. However, they still merit consideration as postinjury sequelae, especially in patients with persistent symptoms. Increasing age, type of sprain, female sex, metabolic syndrome, and active-duty status were all significantly associated with the development of one or both subsequent injuries. This work provides normative data for incidence rates of these subsequent injuries and can help increase awareness of these conditions, leading to improved management of refractory ankle sprain injuries.
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Affiliation(s)
- Kaitlyn S Foster
- Department of Rehabilitation Medicine, Brooke Army Medical Center, San Antonio, Texas
| | - Tina A Greenlee
- Department of Rehabilitation Medicine, Brooke Army Medical Center, San Antonio, Texas
| | - Jodi L Young
- Doctor of Science Program in Physical Therapy, Bellin College, Green Bay, Wisconsin
| | - Cory F Janney
- Naval Medical Center San Diego, San Diego, California
| | - Daniel I Rhon
- Department of Rehabilitation Medicine, Brooke Army Medical Center, San Antonio, Texas.,Department of Rehabilitation Medicine, School of Medicine, Uniformed Services University of the Health Sciences, Bethesda, Maryland
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Young JL, Schroeder JD, Westrick RB, Nowak M, Rhon DI. A Population-Level Summary of Health Care Utilization for the Management of Patellar Tendinopathy in the Military Health System. J Knee Surg 2022; 35:1071-1078. [PMID: 35850134 DOI: 10.1055/s-0042-1751266] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Patellar tendinopathy (PT) is a common nontraumatic orthopaedic disorder of the knee suffered by many service members. Understanding the make-up of usual care for PT at the system level can better frame current clinical gaps and areas that need improvement. Exercise therapy is recommended as a core treatment for PT, but it is unclear how often it is used as a part of usual care for PT within the Military Health System (MHS). The purpose of the study was to identify interventions used in the management of PT and the timing of these interventions. A secondary purpose was to determine if exercise therapy use was associated with reduced recurrence of knee pain. In total, 4,719 individuals aged 17 to 50 years in the MHS diagnosed with PT between 2010 and 2011 were included. Pharmacological and nonpharmacological interventions, visits to specialty providers, and imaging services were captured. Descriptive statistics were used to report the findings. Interventions were further categorized as being part of initial care (within the first 7 days), the initial episode of care (within the first 60 days), or the 2-year time period after diagnosis. Linear regression assessed the relationship between the number of exercise therapy visits in the initial episode of care and recurrences of knee pain. In total, 50.6% of this cohort had no more than one medical visit total for PT. Exercise therapy (18.2%) and nonsteroidal anti-inflammatory drugs (4.3%) were the two most used interventions in the initial episode of care. Radiographs were ordered for 23.1% of the cohort in the initial episode of care. The number of exercise therapy visits a patient received during the initial episode of care was not associated with recurrences of knee pain. Half of the individuals received no further care beyond an initial visit for the diagnosis of PT. Exercise therapy was the most common intervention used during the initial episode of care, but exercise therapy did not influence the recurrence of knee pain.
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Affiliation(s)
- Jodi L Young
- Department of Physical Therapy Program, Bellin College, Green Bay, Wisconsin
| | - Jeremy D Schroeder
- Sports and Exercise Medicine, Madigan Army Medical Center, Tacoma, Washington
| | - Richard B Westrick
- Military Performance Division, US Army Research Institute of Environmental Medicine, Natick, Massachusetts
| | - Matthew Nowak
- Department of Orthopaedic Surgery, Madigan Army Medical Center, Tacoma, Washington
| | - Daniel I Rhon
- Military Performance Division, US Army Research Institute of Environmental Medicine, Natick, Massachusetts
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11
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Cook CE, Saad M, Tucker CJ, Min KS, Westrick RB, Rhon DI. Differences in Outcomes between Patellar Dislocations Managed in Emergent versus Non-Emergent Care Settings. J Knee Surg 2022; 35:1056-1062. [PMID: 35820435 DOI: 10.1055/s-0042-1749079] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Patellar dislocations occur at a much higher rate in military than civilian populations. Past population-level studies have shown that surgical management is as good as or superior to conservative care and may reduce future reoccurrences. Although in acute cases and in civilian clinics, patellar dislocations are usually managed first in an emergent care setting, previous work suggests this can lead to increased costs. This study compared differences in downstream care type and intensity of services based on whether initial care occurred in emergent or non-emergent care settings. In our sample of 1,523 Military Health System (MHS) beneficiaries with patellar dislocation and 2-year follow-up, we found non-significant differences in costs, intensity of services, and rates of surgical repair regardless of whether the patient was initially seen in an emergent versus non-emergent care setting. Although we found significant increases in the use of imaging, patellar dislocation-related medical visits, and frequency of closed treatment approaches in emergent care settings, these values were very small and likely not clinically significant. These findings, which included all the patellar dislocations reported across the entire MHS in a 24-month period, suggest that neither emergent nor non-emergent care settings are likely to influence the long-term care received by the individual.
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Affiliation(s)
- Chad E Cook
- Department of Orthopaedics, Duke University, Durham, North Carolina.,Department of Population Health Sciences, Durham, North Carolina.,Division of Musculoskeletal and Surgical Sciences, Duke Clinical Research Institute, Durham, North Carolina
| | - Mohammad Saad
- Department of Orthopaedics, Duke University, Durham, North Carolina
| | - Christopher J Tucker
- Department of Orthopaedic Surgery, Walter Reed National Military Medical Center, Bethesda, Maryland.,Department of Surgery, Uniformed Services University of Health Sciences, 4301 Jones Bridge Road, Bethesda, Maryland
| | - Kyong S Min
- Department of Orthopedic Surgery, Tripler Army Medical Center, Honolulu, Hawaii
| | - Richard B Westrick
- Military Performance Division, US Army Research Institute of Environmental Medicine, Natick, Massachusetts
| | - Daniel I Rhon
- Department of Orthopedic Surgery, Tripler Army Medical Center, Honolulu, Hawaii.,Military Performance Division, US Army Research Institute of Environmental Medicine, Natick, Massachusetts
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12
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Cook CE, Zhou L, Bolognesi M, Sheean AJ, Barlow BT, Rhon DI. Does Surgery for Concomitant Cruciate and Meniscus Injuries Increase or Decrease Subsequent Comorbidities at 2 Years? J Knee Surg 2022; 35:1063-1070. [PMID: 35850133 DOI: 10.1055/s-0042-1750046] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Concomitant cruciate and meniscus injuries of the knee are generally associated with acute trauma and commonly treated with surgical intervention. Comorbidities (simultaneous presence of two or more medical conditions) may be acquired from changes in activity levels and lifestyle after an injury and/or treatment. This study aimed to compare differences in comorbidity proportions between surgical and nonsurgical approaches in Military Health System beneficiaries who had concurrent cruciate and meniscus injuries. The retrospective case control design included 36-month data that were analyzed to reflect 12 months prior to injury/surgery and 24 months after injury/surgery. A comparison of differences within and between groups in surgical and nonsurgical approaches was calculated and logistic regression was used to determine if surgery increased or decreased the odds of comorbidities at 24 months. In our sample of 2,438 individuals with concurrent meniscus and cruciate injury, 79.1% (n = 1,927) received surgical intervention and 20.9% (n = 511) elected for nonoperative management. All comorbidities demonstrated significant within-group differences from pre- to postsurgery for those with a surgical intervention; approximately, half the comorbidities increased (i.e., concussion or traumatic brain injury, insomnia, other sleep disorders, anxiety, posttraumatic stress disorder, and tobacco abuse disorder), whereas the other half decreased (i.e., chronic pain, apnea, cardiovascular disease, metabolic syndrome, mental health other, depression, and substance abuse disorders). The odds of acquiring a comorbid diagnosis after surgery reflected the bivariate comparisons with half increasing and half decreasing in odds. To our knowledge, this is the first study to explore comorbidity changes with a control group for individuals with concurrent meniscus and cruciate injuries.
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Affiliation(s)
- Chad E Cook
- Departmant of Orthopaedics, Duke University, Durham, North Carolina.,Department of Population Health Sciences, Durham, North Carolina.,Duke Clinical Research Institute, Durham, North Carolina
| | - Liang Zhou
- Tripler Army Medical Center, Oahu, Hawaii
| | | | - Andrew J Sheean
- Department of Orthopaedic Surgery, Brooke Army Medical Center, San Antonio, TX
| | | | - Daniel I Rhon
- Duke Clinical Research Institute, Durham, North Carolina.,Department of Rehabilitation Medicine, Brooke Army Medical Center, San Antonio, TX.,Naval Medical Center San Diego, San Diego, CA
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13
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Rhon DI, Kim M, Asche CV, Allison SC, Allen CS, Deyle GD. Cost-effectiveness of Physical Therapy vs Intra-articular Glucocorticoid Injection for Knee Osteoarthritis: A Secondary Analysis From a Randomized Clinical Trial. JAMA Netw Open 2022; 5:e2142709. [PMID: 35072722 PMCID: PMC8787617 DOI: 10.1001/jamanetworkopen.2021.42709] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
Abstract
IMPORTANCE Physical therapy and glucocorticoid injections are initial treatment options for knee osteoarthritis, but available data indicate that most patients receive one or the other, suggesting they may be competing interventions. The initial cost difference for treatment can be substantial, with physical therapy often being more expensive at the outset, and cost-effectiveness analysis can aid patients and clinicians in making decisions. OBJECTIVE To investigate the incremental cost-effectiveness between physical therapy and intra-articular glucocorticoid injection as initial treatment strategies for knee osteoarthritis. DESIGN, SETTING, AND PARTICIPANTS This economic evaluation is a secondary analysis of a randomized clinical trial performed from October 1, 2012, to May 4, 2017. Health economists were blinded to study outcomes and treatment allocation. A randomized sample of patients seen in primary care and physical therapy clinics with a radiographically confirmed diagnosis of knee osteoarthritis were evaluated from the clinical trial with 96.2% follow-up at 1 year. INTERVENTIONS Physical therapy or glucocorticoid injection. MAIN OUTCOMES AND MEASURES The main outcome was incremental cost-effectiveness between 2 alternative treatments. Acceptability curves of bootstrapped incremental cost-effectiveness ratios (ICERs) were used to identify the proportion of ICERs under the specific willingness-to-pay level ($50 000-$100 000). Health care system costs (total and knee related) and health-related quality-of-life based on quality-adjusted life-years (QALYs) were obtained. RESULTS A total of 156 participants (mean [SD] age, 56.1 [8.7] years; 81 [51.9%] male) were randomized 1:1 and followed up for 1 year. Mean (SD) 1-year knee-related medical costs were $2113 ($4224) in the glucocorticoid injection group and $2131 ($1015) in the physical therapy group. The mean difference in QALY significantly favored physical therapy at 1 year (0.076; 95% CI, 0.02-0.126; P = .003). Physical therapy was the more cost-effective intervention, with an ICER of $8103 for knee-related medical costs, with a 99.2% probability that results fall below the willingness-to-pay threshold of $100 000. CONCLUSIONS AND RELEVANCE A course of physical therapy was cost-effective compared with a course of glucocorticoid injections for patients with knee osteoarthritis. These results suggest that, although the initial cost of delivering physical therapy may be higher than an initial course of glucocorticoid injections, 1-year total knee-related costs are equivalent, and greater improvement in QALYs may justify the initial higher costs. TRIAL REGISTRATION ClinicalTrials.gov Identifier: NCT01427153.
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Affiliation(s)
- Daniel I. Rhon
- Department of Rehabilitation Medicine, Brooke Army Medical Center, JBSA Fort Sam Houston, Texas
- Department of Rehabilitation Medicine, Uniformed Services University of Health Sciences, Bethesda, Maryland
| | - Minchul Kim
- Department of Internal Medicine, University of Illinois College of Medicine at Peoria, Peoria
| | - Carl V. Asche
- Department of Internal Medicine, University of Illinois College of Medicine at Peoria, Peoria
| | - Stephen C. Allison
- Department of Rehabilitation Medicine, Brooke Army Medical Center, JBSA Fort Sam Houston, Texas
| | - Chris S. Allen
- Department of Rehabilitation, College of Allied Health Sciences, University of Cincinnati, Cincinnati, Ohio
| | - Gail D. Deyle
- Department of Rehabilitation Medicine, Brooke Army Medical Center, JBSA Fort Sam Houston, Texas
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14
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Racial and Socioeconomic Disparities in CKD in the Context of Universal Health Care Provided by the Military Health System. Kidney Med 2022; 4:100381. [PMID: 35072045 PMCID: PMC8767122 DOI: 10.1016/j.xkme.2021.08.015] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Rationale & Objective Health-impeding social determinants of health—including reduced access to care—contribute to racial and socioeconomic disparities in chronic kidney disease (CKD). The Military Health System (MHS) provides an opportunity to assess a large, diverse population for CKD disparities in the context of universal health care. Study Design Cross-sectional study. Setting & Participants MHS beneficiaries aged 18 to 64 years receiving care between October 1, 2015, and September 30, 2018. Predictors Race, sponsor’s rank (a proxy for socioeconomic status and social class), median household income by sponsor’s zip code, and marital status. Outcome CKD prevalence, defined by International Classification of Diseases, Tenth Revision codes and/or a validated, laboratory value-based electronic phenotype. Analytical Approach Multivariable logistic regression compared CKD prevalence by predictors, controlling separately for confounders (age, sex, active-duty status, sponsor’s service branch, and depression) and mediators (hypertension, diabetes, HIV, and body mass index). Results Of 3,330,893 beneficiaries, 105,504 (3.2%) had CKD. In confounder-adjusted models, the CKD prevalence was higher in Black versus White beneficiaries (OR, 1.67; 95% CI, 1.64-1.70), but lower in single versus married beneficiaries (OR, 0.77; 95% CI, 0.76-0.79). The prevalence of CKD was increased among those with a lower military rank and among those with a lower median household income in a nearly dose-response fashion (P < 0.0001). Associations were attenuated when further adjusting for suspected mediators. Limitations The cross-sectional design prevents causal inferences. We may have underestimated the CKD prevalence, given a lack of data for laboratory tests conducted outside the MHS and the use of a specific CKD definition. The transient nature of the MHS population may limit the accuracy of zip code–level median household income data. Conclusions Racial and socioeconomic CKD disparities exist in the MHS despite universal health care coverage. The existence of CKD disparities by rank and median household income suggests that social risks may contribute to both racial and socioeconomic disparities despite access to universal health care coverage.
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Denic-Roberts H, Rowley N, Haigney MC, Christenbury K, Barrett J, Thomas DL, Engel LS, Rusiecki JA. Acute and longer-term cardiovascular conditions in the Deepwater Horizon Oil Spill Coast Guard Cohort. ENVIRONMENT INTERNATIONAL 2022; 158:106937. [PMID: 34688052 PMCID: PMC8688193 DOI: 10.1016/j.envint.2021.106937] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/19/2021] [Revised: 08/25/2021] [Accepted: 10/11/2021] [Indexed: 05/31/2023]
Abstract
INTRODUCTION In 2010, the U.S. Coast Guard (USCG) led a clean-up response to the Deepwater Horizon (DWH) oil spill. Human studies evaluating acute and longer-term cardiovascular conditions associated with oil spill-related exposures are sparse. Thus, we aimed to investigate prevalent and incident cardiovascular symptoms/conditions in the DHW Oil Spill Coast Guard Cohort. METHODS Self-reported oil spill exposures and cardiovascular symptoms were ascertained from post-deployment surveys (n = 4,885). For all active-duty cohort members (n = 45,193), prospective cardiovascular outcomes were classified via International Classification of Diseases, 9th Edition from military health encounter records up to 5.5 years post-DWH. We used log-binomial regression to calculate adjusted prevalence ratios (aPRs) and 95% confidence intervals (CIs) in the cross-sectional analyses and Cox Proportional Hazards regression to calculate adjusted hazard ratios (aHR) and 95% CIs for incident cardiovascular diagnoses during 2010-2015 and stratifying by earlier (2010-2012) and later (2013-2015) time periods. RESULTS Prevalence of chest pain was associated with increasing levels of crude oil exposure via inhalation (aPRhigh vs. none = 2.00, 95% CI = 1.16-3.42, p-trend = 0.03) and direct skin contact (aPRhigh vs. none = 2.72, 95% CI = 1.30-5.16, p-trend = 0.03). Similar associations were observed for sudden heartbeat changes and for being in the vicinity of burning oil exposure. In prospective analyses, responders (vs. non-responders) had an elevated risk for mitral valve disorders during 2013-2015 (aHR = 2.12, 95% CI = 1.15-3.90). Responders reporting ever (vs. never) crude oil inhalation exposure were at increased risk for essential hypertension, particularly benign essential hypertension during 2010-2012 (aHR = 2.00, 95% CI = 1.08-3.69). Responders with crude oil inhalation exposure also had an elevated risk for palpitations during 2013-2015 (aHR = 2.54, 95% CI = 1.36-4.74). Cardiovascular symptoms/conditions aPR and aHR estimates were generally stronger among responders reporting exposure to both crude oil and oil dispersants than among those reporting neither. CONCLUSIONS In this large study of the DWH oil spill USCG responders, self-reported spill clean-up exposures were associated with acute and longer-term cardiovascular symptoms/conditions.
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Affiliation(s)
- Hristina Denic-Roberts
- Department of Preventive Medicine and Biostatistics, Uniformed Services University of the Health Sciences, Bethesda, MD, USA; Oak Ridge Institute for Science and Education, MD, USA
| | - Nicole Rowley
- Department of Laboratory Animal Resources, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
| | - Mark C Haigney
- Department of Medicine, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
| | - Kate Christenbury
- Social & Scientific Systems, Inc., A DLH Holdings Corp Company ("DLH"), Durham, NC, USA
| | - John Barrett
- Department of Preventive Medicine and Biostatistics, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
| | - Dana L Thomas
- United States Coast Guard Headquarters, Directorate of Health, Safety, and Work Life, Washington, D.C., USA
| | - Lawrence S Engel
- Department of Epidemiology, Gillings School of Public Health, University of North Carolina, Chapel Hill, NC, USA
| | - Jennifer A Rusiecki
- Department of Preventive Medicine and Biostatistics, Uniformed Services University of the Health Sciences, Bethesda, MD, USA.
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16
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Rusiecki JA, Denic-Roberts H, Thomas DL, Collen J, Barrett J, Christenbury K, Engel LS. Incidence of chronic respiratory conditions among oil spill responders: Five years of follow-up in the Deepwater Horizon Oil Spill Coast Guard Cohort study. ENVIRONMENTAL RESEARCH 2022; 203:111824. [PMID: 34364859 PMCID: PMC8616774 DOI: 10.1016/j.envres.2021.111824] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/31/2021] [Revised: 07/30/2021] [Accepted: 07/30/2021] [Indexed: 05/30/2023]
Abstract
BACKGROUND Over ten years after the Deepwater Horizon (DWH) oil spill, our understanding of long term respiratory health risks associated with oil spill response exposures is limited. We conducted a prospective analysis in a cohort of U.S. Coast Guard personnel with universal military healthcare. METHODS For all active duty cohort members (N = 45,193) in the DWH Oil Spill Coast Guard Cohort Study we obtained medical encounter data from October 01, 2007 to September 30, 2015 (i.e., ~2.5 years pre-spill; ~5.5 years post-spill). We used Cox Proportional Hazards regressions to calculate adjusted hazard ratios (aHR), comparing risks for incident respiratory conditions/symptoms (2010-2015) for: responders vs. non-responders; responders reporting crude oil exposure, any inhalation of crude oil vapors, and being in the vicinity of burning crude oil versus responders without those exposures. We also evaluated self-reported crude oil and oil dispersant exposures, combined. Within-responder comparisons were adjusted for age, sex, and smoking. RESULTS While elevated aHRs for responder/non-responder comparisons were generally weak, within-responder comparisons showed stronger risks with exposure to crude oil. Notably, for responders reporting exposure to crude oil via inhalation, there were elevated risks for allsinusitis (aHR = 1.48; 95%CI, 1.06-2.06), unspecified chronic sinusitis (aHR = 1.55; 95%CI, 1.08-2.22), chronic obstructive pulmonary disease (COPD) and other allied conditions (aHR = 1.43; 95%CI, 1.00-2.06), and dyspnea and respiratory abnormalities (aHR = 1.29; 95%CI, 1.00-1.67); there was a suggestion of elevated risk for diseases classified as asthma and reactive airway diseases (aHR = 1.18; 95%CI, 0.98-1.41), including the specific condition, asthma (aHR = 1.35; 95%CI, 0.80-2.27), the symptom, shortness of breath (aHR = 1.50; 95%CI, 0.89-2.54), and the overall classification of chronic respiratory conditions (aHR = 1.18; 95%CI, 0.98-1.43). Exposure to both crude oil and dispersant was positively associated with elevated risk for shortness of breath (HR = 2.24; 95%CI, 1.09-4.64). CONCLUSIONS Among active duty Coast Guard personnel, oil spill clean-up exposures were associated with moderately increased risk for longer term respiratory conditions.
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Affiliation(s)
- Jennifer A Rusiecki
- Department of Preventive Medicine and Biostatistics, Uniformed Services University of the Health Sciences, Bethesda, MD, USA.
| | - Hristina Denic-Roberts
- Department of Preventive Medicine and Biostatistics, Uniformed Services University of the Health Sciences, Bethesda, MD, USA; Oak Ridge Institute for Science and Education, MD, USA
| | - Dana L Thomas
- United States Coast Guard Headquarters, Directorate of Health, Safety, and Work Life, Washington, D.C., USA
| | - Jacob Collen
- Department of Medicine, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
| | - John Barrett
- Department of Preventive Medicine and Biostatistics, Uniformed Services University of the Health Sciences, Bethesda, MD, USA
| | - Kate Christenbury
- Social & Scientific Systems, a DLH Corporation Holding Company, Durham, NC, USA
| | - Lawrence S Engel
- Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina, Chapel Hill, NC, USA
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Delayed Rehabilitation Is Associated With Recurrence and Higher Medical Care Use After Ankle Sprain Injuries in the United States Military Health System. J Orthop Sports Phys Ther 2021; 51:619-627. [PMID: 34847698 DOI: 10.2519/jospt.2021.10730] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
OBJECTIVE To investigate the influence of time taken to begin musculoskeletal rehabilitation on injury recurrence and ankle-related medical care use at 1 year after ankle sprain. DESIGN Retrospective cohort study of all beneficiaries of the US Military Health System seeking care for an ankle sprain over a 4-year period. METHODS Individuals were classified according to whether they did or did not receive physical rehabilitation. For those who received rehabilitation (n = 6150), linear relationships (with appropriate covariate controls) were analyzed with generalized linear models and generalized additive models to measure the effects of rehabilitation timing on injury recurrence and injury-related medical care use (costs and visits) at 1 year after injury. The nonlinear effect of rehabilitation timing on the probability of recurrence was assessed. RESULTS Approximately 1 in 4 people received rehabilitation. The probability of ankle sprain recurrence increased for each day that rehabilitation was not provided during the first week. The probability of ankle sprain recurrence plateaued until about 2 months after initial injury, then increased again, with 2 times greater odds of recurrence compared to those who received physical rehabilitation within the first month. When rehabilitation care was delayed, recurrence (odds ratio [OR] = 1.28), number of foot/ankle-related visits (OR = 1.22), and foot/ankle-related costs increased (OR = 1.13; up to $1400 per episode). CONCLUSION The earlier musculoskeletal rehabilitation care started after an ankle sprain, the lower the likelihood of recurrence and the downstream ankle-related medical costs incurred. J Orthop Sports Phys Ther 2021;51(12):619-627. doi:10.2519/jospt.2021.10730.
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18
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Cook CE, Sheean AJ, Zhou L, Min KS, Rhon DI. Does Surgery for Cruciate Ligament and Meniscus Injury Increase the Risk of Comorbidities at 2 Years in the Military System? J Knee Surg 2021; 36:465-474. [PMID: 34610640 DOI: 10.1055/s-0041-1736197] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
This study aims to determine whether surgery for cruciate ligament (anterior or posterior) or meniscus injury increased risks of subsequent comorbidities in beneficiaries of the Military Health System. The study was a retrospective case-control design in which individuals with cruciate or meniscus injuries were divided into two groups (surgery or none). Data were pulled 12 months prior and 24 months following each respective event and presence of comorbidities were compared between the two groups. Bivariate analyses and logistic regression were used to determine if surgery increased the odds of comorbidities. Participants included 1,686 with a cruciate ligament injury (30.1% treated surgically) and 13,146 with a meniscus injury (44.4% treated surgically). Bivariate comparisons of surgery versus nonsurgical treatment found multiple significant differences. After adjusting for covariates, a significant (p < 0.05) protective effect was seen only for meniscus surgery for concussion, insomnia, other mental health disorders, depression, and substance abuse. Surgery had no increased/decreased risk of comorbidities for cruciate ligament injuries. For meniscus injuries, surgery demonstrated a protective effect for six of the comorbidities we assessed. The treatment approach (surgery vs. nonsurgical) did not change the risk of comorbidities in those with a cruciate ligament injury. It is noteworthy that three of the six comorbidities involved mental health disorders. Although the study design does not allow for determination of causation, these findings should compel future prospective study designs that could confirm these findings.
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Affiliation(s)
- Chad E Cook
- Departmant of Orthopaedics, Duke University, Durham, North Carolina.,Department of Population Health Sciences, Durham, North Carolina.,Duke Clinical Research Institute, Durham, North Carolina
| | - Andrew J Sheean
- Department of Orthopaedic Surgery, Brooke Army Medical Center, San Antonio, Texas
| | - Liang Zhou
- Department of Orthopaedic Surgery, Tripler Army Medical Center, Honolulu, Hawaii
| | - Kyong S Min
- Department of Orthopaedic Surgery, Tripler Army Medical Center, Honolulu, Hawaii
| | - Daniel I Rhon
- Duke Clinical Research Institute, Durham, North Carolina.,Department of Rehabilitation Medicine, Brooke Army Medical Center, San Antonio, Texas
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Rhon DI, Greenlee TA, Cook CE, Westrick RB, Umlauf JA, Fraser JJ. Fractures and Chronic Recurrence are Commonly Associated with Ankle Sprains: a 5-year Population-level Cohort of Patients Seen in the U.S. Military Health System. Int J Sports Phys Ther 2021; 16:1313-1322. [PMID: 34631252 PMCID: PMC8486414 DOI: 10.26603/001c.27912] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2021] [Accepted: 08/05/2021] [Indexed: 12/26/2022] Open
Abstract
BACKGROUND Whereas ankle-foot injuries are ubiquitous and affect ~16% of military service-members, granularity of information pertaining to ankle sprain subgroups and associated variables is lacking. The purpose of this study was to characterize and contextualize the burden of ankle sprain injuries in the U.S. Military Health System. METHODS This was a retrospective cohort study of beneficiaries seeking care for ankle sprains, utilizing data from the Military Health System Data Repository from 2009 to 2013. Diagnosis and procedural codes were used to identify and categorize ankle sprains as isolated lateral, isolated medial, concomitant medial/lateral, unspecified, or concomitant ankle sprain with a malleolar or fibular fracture. Patient characteristics, frequency of recurrence, operative cases, and injury-related healthcare costs were analyzed. RESULTS Of 30,910 patients included, 68.4% were diagnosed with unspecified ankle sprains, 22.8% with concomitant fractures, (6.9%) with isolated lateral sprains, (1.7%) with isolated medial sprains and 0.3% with combined medial/lateral sprains. Pertaining to recurrence, 44.2% had at least one recurrence. Sprains with fractures were ~2-4 times more likely to have surgery within one year following injury (36.2% with fractures; 9.7% with unspecified sprains) and had the highest ankle-related downstream costs. CONCLUSION Fractures were a common comorbidity of ankle sprain (one in five injuries), and operative care occurred in 16.4% of cases. Recurrence in this cohort approximates the 40% previously reported in individuals with first-time ankle sprain who progress to chronic ankle instability. Future epidemiological studies should consider reporting on subcategories of ankle sprain injuries to provide a more granular assessment of the distribution of severity. LEVEL OF EVIDENCE 3b.
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Affiliation(s)
- Daniel I Rhon
- Military Performance Division, United States Army Research Institute of Environmental Medicine; Department of Rehabilitation Medicine, Brooke Army Medical Center
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20
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Hai T, Agimi Y, Stout K. Prevalence of Comorbidities in Active and Reserve Service Members Pre and Post Traumatic Brain Injury, 2017-2019. Mil Med 2021; 188:e270-e277. [PMID: 34423819 PMCID: PMC9825245 DOI: 10.1093/milmed/usab342] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2021] [Revised: 07/30/2021] [Accepted: 08/10/2021] [Indexed: 01/11/2023] Open
Abstract
OBJECTIVE To understand the prevalence of comorbidities associated with traumatic brain injury (TBI) patients among active and reserve service members in the U.S. Military. METHODS Active and reserve SMs diagnosed with an incident TBI from January 2017 to October 2019 were selected. Nineteen comorbidities associated with TBI as identified in the literature and by clinical subject matter experts were described in this article. Each patient's medical encounters were evaluated from 6 months before to 2 years following the initial TBI diagnoses date in the Military Data Repository, if data were available. Time-to-event analyses were conducted to assess the cumulative prevalence over time of each comorbidity to the incident TBI diagnosis. RESULTS We identified 47,299 TBI patients, of which most were mild (88.8%), followed by moderate (10.5%), severe (0.5%), and of penetrating (0.2%) TBI severity. Two years from the initial TBI diagnoses, the top five comorbidities within our cohort were cognitive disorders (51.9%), sleep disorders (45.0%), post-traumatic stress disorder (PTSD; 36.0%), emotional disorders (22.7%), and anxiety disorders (22.6%) across severity groups. Cognitive, sleep, PTSD, and emotional disorders were the top comorbidities seen within each TBI severity group. Comorbidities increased pre-TBI to post-TBI; the more severe the TBI, the greater the prevalence of associated comorbidities. CONCLUSION A large proportion of our TBI patients are afflicted with comorbidities, particularly post-TBI, indicating many have a complex profile. The military health system should continue tracking comorbidities associated with TBI within the U.S. Military and devise clinical practices that acknowledge the complexity of the TBI patient.
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Affiliation(s)
- Tajrina Hai
- Traumatic Brain Injury Center of Excellence, Silver Spring, MD 20910, USA,General Dynamics Information Technology, Falls Church, VA 22042, USA
| | - Yll Agimi
- Traumatic Brain Injury Center of Excellence, Silver Spring, MD 20910, USA,General Dynamics Information Technology, Falls Church, VA 22042, USA
| | - Katharine Stout
- Traumatic Brain Injury Center of Excellence, Silver Spring, MD 20910, USA
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21
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Timing of physical therapy for individuals with patellofemoral pain and the influence on healthcare use, costs and recurrence rates: an observational study. BMC Health Serv Res 2021; 21:751. [PMID: 34320969 PMCID: PMC8320186 DOI: 10.1186/s12913-021-06768-8] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2021] [Accepted: 07/12/2021] [Indexed: 12/05/2022] Open
Abstract
Background Early physical therapy has been shown to decrease downstream healthcare use, costs and recurrence rates in some musculoskeletal conditions, but it has not been investigated in individuals with patellofemoral pain. The purpose was to evaluate how the use and timing of physical therapy influenced downstream healthcare use, costs, and recurrence rates. Methods Seventy-four thousand four hundred eight individuals aged 18 to 50 diagnosed with patellofemoral pain between 2010 and 2011 in the Military Health System were categorized based on use and timing of physical therapy (first, early, or delayed). Healthcare use, costs, and recurrence rates were compared between the groups using descriptive statistics and a binary logit regression. Results The odds for receiving downstream healthcare use (i.e. imaging, prescription medications, and injections) were lowest in those who saw a physical therapist as the initial contact provider (physical therapy first), and highest in those who had delayed physical therapy (31–90 days after patellofemoral pain diagnosis). Knee-related costs for those receiving physical therapy were lowest in the physical therapy first group ($1,136, 95% CI $1,056, $1,217) and highest in the delayed physical therapy group ($2,283, 95% CI $2,192, $2,374). Recurrence rates were lowest in the physical therapy first group (AOR = 0.55, 95% CI 0.37, 0.79) and highest in the delayed physical therapy group (AOR = 1.78, 95% CI 1.36, 2.33). Conclusions For individuals with patellofemoral pain using physical therapy, timing is likely to influence outcomes. Healthcare use and costs and the odds of having a recurrence of knee pain were lower for patients who had physical therapy first or early compared to having delayed physical therapy.
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Young JL, Snodgrass SJ, Cleland JA, Rhon DI. The relationship between knee radiographs and the timing of physical therapy in individuals with patellofemoral pain. PM R 2021; 14:496-503. [PMID: 34288533 DOI: 10.1002/pmrj.12678] [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: 01/06/2021] [Revised: 07/07/2021] [Accepted: 07/09/2021] [Indexed: 11/06/2022]
Abstract
BACKGROUND Routine knee radiographs are discouraged for individuals with non-traumatic knee pain, but they are often still ordered despite limited evidence for their value in guiding treatment choices. Radiograph utilization may delay the use of physical therapy, which has been associated with improved outcomes and lower long-term costs. OBJECTIVE To examine the relationship between obtaining knee radiographs for patients with patellofemoral pain (PFP) and the timing of physical therapy, and the association between ordering radiographs for patients who use physical therapy and the likelihood of knee pain recurrence. STUDY DESIGN Retrospective cohort. SETTING United States Military Health System civilian and military clinics. PATIENTS 23,332 individuals aged 18 to 50 diagnosed with PFP between 2010 and 2011 in the United States Military Health System who received physical therapy. INTERVENTIONS Physical therapy provided to individuals who did or did not receive an initial radiograph. MAIN OUTCOME MEASURES Timing of physical therapy and recurrence of knee pain were compared between groups (with and without initial radiographs). RESULTS If radiographs were used, the odds of initiating physical therapy (aOR = 0.78; 95% CI 0.64 to 0.94) within 30 days of the initial diagnosis were significantly lower. The mean days from diagnosis to initiating physical therapy was 12.1 (95% CI 9.1 to 16.1) if patients had radiographs versus 6.9 (95% CI 5.2 to 9.1) without. The odds of knee pain recurrence were no greater if radiographs were used (aOR = 1.01; 95% CI 0.83 to 1.22). CONCLUSIONS Receiving knee radiographs as part of initial care for PFP was associated with delayed initiation of physical therapy, but there was no association between early knee radiographs and recurrence of knee pain. Routine use of radiographs for PFP is not warranted, and can potentially delay appropriate treatment. This article is protected by copyright. All rights reserved.
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Affiliation(s)
- Jodi L Young
- Doctor of Science in Physical Therapy, Bellin College, 3201 Eaton Rd., Green Bay, WI, USA.,Discipline of Physiotherapy, School of Health Sciences, The University of Newcastle, University Dr., Callaghan, NSW, Australia
| | - Suzanne J Snodgrass
- Discipline of Physiotherapy, School of Health Sciences, The University of Newcastle, University Dr., Callaghan, NSW, Australia
| | - Joshua A Cleland
- Doctor of Physical Therapy Program, Department of Public Health and Community Medicine, Tufts University School of Medicine, Boston, MA, USA
| | - Daniel I Rhon
- Discipline of Physiotherapy, School of Health Sciences, The University of Newcastle, University Dr., Callaghan, NSW, Australia.,TX, USA.,Physical Therapy Department, Baylor University, Stanley, TX, USA
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Norton JM, Grunwald L, Banaag A, Olsen C, Narva AS, Marks E, Koehlmoos TP. CKD Prevalence in the Military Health System: Coded Versus Uncoded CKD. Kidney Med 2021; 3:586-595.e1. [PMID: 34401726 PMCID: PMC8350811 DOI: 10.1016/j.xkme.2021.03.015] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022] Open
Abstract
Rationale & Objective Chronic kidney disease (CKD) is common but often goes unrecorded. Study Design Cross-sectional. Setting & Participants Military Health System (MHS) beneficiaries aged 18 to 64 years who received care during fiscal years 2016 to 2018. Predictors Age, sex, active duty status, race, diabetes, hypertension, and numbers of kidney test results. Outcomes We defined CKD by International Classification of Diseases, Tenth Revision (ICD-10) code and/or a positive result on a validated electronic phenotype that uses estimated glomerular filtration rate and measures of proteinuria with evidence of chronicity. We defined coded CKD by the presence of an ICD-10 code. We defined uncoded CKD by a positive e-phenotype result without an ICD-10 code. Analytical Approach We compared coded and uncoded populations using 2-tailed t tests (continuous variables) and Pearson χ2 test for independence (categorical variables). Results The MHS population included 3,330,893 beneficiaries. Prevalence of CKD was 3.2%, based on ICD code and/or positive e-phenotype result. Of those identified with CKD, 63% were uncoded. Compared with beneficiaries with coded CKD, those with uncoded CKD were younger (aged 45 ± 13 vs 52 ± 11 years), more often women (54.4% vs 37.6%) and active duty (20.2% vs 12.5%), and less often of Black race (18.5% vs 31.5%) or with diabetes (23.5% vs 43.5%) or hypertension (46.6% vs 77.1%; P < 0.001). Beneficiaries with coded (vs uncoded) CKD had greater numbers of kidney test results (P < 0.001). Limitations Use of cross-sectional administrative data prevents inferences about causality. The CKD e-phenotype may fail to capture CKD in individuals without laboratory data and may underestimate CKD. Conclusions The prevalence of CKD in the MHS is ~3.2%. Beneficiaries with well-known CKD risk factors, such as older age, male sex, Black race, diabetes, and hypertension, were more likely to be coded, suggesting that clinicians may be missing CKD in groups traditionally considered lower risk, potentially resulting in suboptimal care.
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Affiliation(s)
- Jenna M Norton
- Department of Preventive Medicine and Biostatistics, Uniformed Services University of the Health Sciences, Bethesda, MD
| | - Lindsay Grunwald
- Henry M Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD
| | - Amanda Banaag
- Henry M Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD
| | - Cara Olsen
- Department of Preventive Medicine and Biostatistics, Uniformed Services University of the Health Sciences, Bethesda, MD
| | - Andrew S Narva
- College of Agriculture, Urban Sustainability & Environmental Sciences, University of the District of Columbia, Washington, DC
| | - Eric Marks
- Department of Preventive Medicine and Biostatistics, Uniformed Services University of the Health Sciences, Bethesda, MD.,Division of Nephrology, Department of Medicine, Uniformed Services University of the Health Sciences, Bethesda, MD
| | - Tracey P Koehlmoos
- Department of Preventive Medicine and Biostatistics, Uniformed Services University of the Health Sciences, Bethesda, MD
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Adherence to Stepped Care for Management of Musculoskeletal Knee Pain Leads to Lower Health Care Utilization, Costs, and Recurrence. Am J Med 2021; 134:351-360.e1. [PMID: 32931762 DOI: 10.1016/j.amjmed.2020.08.006] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/11/2020] [Revised: 08/04/2020] [Accepted: 08/22/2020] [Indexed: 12/29/2022]
Abstract
OBJECTIVES This study aimed to report compliance with stepped care management of patellofemoral pain and determine whether adherence to stepped care results in decreased recurrence and lower health care utilization. METHODS A total of 60,730 participants were included, using data from the Military Health System Data Repository, a large single-payer government health system. Outcomes included total knee-related care visits and costs, knee surgeries, opioid prescriptions, and 2-year recurrence. Stepped care was based on interventions delivered within the appropriate timing and in the appropriate order (low risk/cost before high risk/cost). RESULTS A total of 54,460 (89.7%) participants received adherent Step 1 care, 10,964 (18.1%) received step 2, and 4168 (6.9%) received step 3. A total of 32.0% and 50.8%, respectively, of all patients in Step 2 and Step 3 care were adherent. Of the 2385 participants (3.9% of cohort) that received both Step 2 and Step 3 care, 24.8% of participants received adherent care. For participants receiving both Step 2 and Step 3 care, adherence resulted in cost savings (mean difference [MD] $1708; 95% confidence interval [CI]: $1241, 2175), fewer knee-related visits (MD 3.4; 95% CI 2.2, 4.7), fewer episodes of knee pain (MD 0.7; 95% CI 0.5, 0.8), fewer knee surgeries (adjusted odds ratio 0.4; 95% CI 0.3, 0.5), and fewer opioid prescriptions (adjusted odds ratio 0.6; 95% CI 0.5, 0.8). CONCLUSION These findings demonstrate the value of following stepped care guidelines for pain management in patients with patellofemoral pain.
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Do the Number of Visits and the Cost of Musculoskeletal Care Improve Outcomes? More May Not Be Better. J Orthop Sports Phys Ther 2020; 50:642-648. [PMID: 33131393 DOI: 10.2519/jospt.2020.9440] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
OBJECTIVES To determine the relationship between health care use and the magnitude of change in patient-reported outcomes in individuals who received treatment for subacromial pain syndrome. The secondary objective was to determine the value of care, as measured by change in pain and disability per dollar spent. DESIGN Secondary analysis of a randomized clinical trial that investigated the effects of nonsurgical care for subacromial pain syndrome. METHODS Two groups of treatment responders were created, based on 1-year change in Shoulder Pain and Disability Index (SPADI) score (high, 46.83 points; low, 8.21 points). Regression analysis was performed to determine the association between health care use and 1-year change in SPADI score. Baseline SPADI score was used as a covariate in the regression analysis. Value was measured by comparing health care visits and costs expended per SPADI 1-point change between responder groups. RESULTS Ninety-eight patients were included; 38 were classified as high responders (mean 1-year SPADI change score, 46.83 points) and 60 were classified as low responders (1-year SPADI change score, 8.21 points). Neither unadjusted medical visits (5.89; 95% confidence interval [CI]: 4.35, 7.44 versus 6.30; 95% CI: 5.14, 7.46) nor medical costs ($1404.86; 95% CI: $1109.34, $1779.09 versus $1679.26; 95% CI: $1391.54, $2026.48) were significantly different between high and low responders, respectively. CONCLUSION Neither the number of visits nor the financial cost of nonsurgical shoulder- related care was associated with improvement in shoulder pain and disability at 1 year. J Orthop Sports Phys Ther 2020;50(11):642-648. doi:10.2519/jospt.2020.9440.
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Rhon DI, Snodgrass SJ, Cleland JA, Cook CE. The Risk of Prior Opioid Exposure on Future Opioid Use and Comorbidities in Individuals With Non-Acute Musculoskeletal Knee Pain. J Prim Care Community Health 2020; 11:2150132720957438. [PMID: 32909510 PMCID: PMC7493235 DOI: 10.1177/2150132720957438] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022] Open
Abstract
Objectives Due to their potentially deleterious effects, minimizing the use of opioids for musculoskeletal pain is a priority for healthcare systems. The objective of this study was to examine the risk of future opioid prescription use based on prior opioid use within a non-surgical cohort with musculoskeletal knee pain. We also examined the risk of pre-existing comorbidities on future opioid use, and the risk of prior opioid use on future comorbidities (sleep, mental health, cardiometabolic disorders). Methods Data came from the Military Health System Data Repository for 80 290 consecutive beneficiaries with an initial episode of care for patellofemoral pain from January 1, 2010 through December 31, 2011. Risk was calculated using 2 × 2 tables based on pre- and post-opioid utilization and comorbid diagnosis. Risk ratios, relative and absolute risk increases, and numbers needed to harm were calculated, all with 95% confidence intervals. Results Prior opioid use resulted in a risk ratio of 18.0 (95 CI 17.1, 19.0) and an absolute risk increase of 61.6% for future opioid use (numbers needed to harm = 2). The presence of all comorbidities (except cardiometabolic syndrome) were associated with a significant relative risk for future opioid use (RR range 1.2-1.5), but the absolute risk increase was trivial (range 0.7%-2.2%). The relative risk for a chronic pain diagnosis, traumatic brain injury/concussion, insomnia, depression, and PTSD were all significantly higher in those with prior opioid use (1.3-1.6), but absolute risk increase was minimal (1.1%-6.5%). Discussion Prior opioid use was a strong risk factor for future opioid use in non-surgical patients with knee pain. These findings show that history of prior opioid use is important when assessing the risk of future opioid use, whereas prior comorbidities may not be as important. Opioid history assessment should be standard practice for all patients with patellofemoral pain in whom an opioid prescription is considered.
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Affiliation(s)
- Daniel I Rhon
- Brooke Army Medical Center, JBSA Fort Sam Houston, TX, USA.,Uniformed Services University of the Health Sciences, Bethesda, MD, USA.,University of Newcastle, Callaghan, NSW, Australia
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The influence of prior opioid use on healthcare utilization and recurrence rates for non-surgical patients seeking initial care for patellofemoral pain. Clin Rheumatol 2020; 40:1047-1054. [PMID: 32803567 DOI: 10.1007/s10067-020-05307-w] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2020] [Revised: 07/17/2020] [Accepted: 07/21/2020] [Indexed: 01/06/2023]
Abstract
INTRODUCTION/OBJECTIVES Prior opioid use can influence outcomes for patients with musculoskeletal disorders. The purpose of this study was to compare downstream medical utilization-based outcomes (costs, visits, recurrent episodes) after an initial diagnosis of patellofemoral pain based on pre-injury utilization of opioids. METHOD A total of 85,7880 consecutive patients were followed for a full 12 months before and 24 months after an initial diagnosis of patellofemoral pain (January 2009 to December 2013). Data were sourced from the Military Health System Data Repository, a single-payer closed government system. Opioid prescription fills were identified, and medical visits and costs were calculated for all knee-related medical care, to include recurrence rates in the 2-year surveillance period. RESULTS A relatively small number of individuals filled an opioid prescription in the year prior (n = 1746; 2.0%); however, these individuals had almost twice the mean costs of knee-related medical care ($1557 versus %802) and medical visits (8.4 versus 4.0). Patients with prior opioid use were more likely to have at least 1 recurrent episode of knee pain (relative risk 1.58, 95% CI 1.51, 1.65) with a higher mean number of episodes of knee pain (1.5 vs 1.8). The use of opioids with higher risk of misuse or dependency (Schedule II or III) resulted in greater medical costs (for any reason) and recurrent episodes of knee pain compared to the use of opioids in a lower risk category (Schedule IV). CONCLUSIONS Prior opioid utilization was associated with a greater number of recurrent episodes of knee pain and higher downstream medical costs compared with individuals without prior opioid use. For individuals with prior opioid utilization, opioids with higher risk of misuse or dependency (Schedule II or III) resulted in greater medical costs (for any reason) and recurrent episodes compared to the use of lower-risk opioids (Schedule IV). Key Points • Patients with prior opioid use had much greater knee-related medical costs compared to patients without prior opioid use. • Patients with prior opioid use were more likely to have additional episodes of knee pain in the following 2 years compared to patients without prior opioid use. • Prior opioid use has predicted higher costs and poor outcomes after surgery, but this is the first study to confirm similar findings in non-surgical patients.
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Carrignan JA, Simmet RT, Coddington M, Gill NW, Greenlee TA, McCafferty R, Rhon DI. Are Exercise and Physical Therapy Common Forms of Conservative Management in the Year Before Lumbar Spine Surgery? Arch Phys Med Rehabil 2020; 101:1389-1395. [DOI: 10.1016/j.apmr.2020.04.006] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2020] [Revised: 04/13/2020] [Accepted: 04/16/2020] [Indexed: 12/29/2022]
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Lentz TA, Rhon DI, George SZ. Predicting Opioid Use, Increased Health Care Utilization and High Costs for Musculoskeletal Pain: What Factors Mediate Pain Intensity and Disability? THE JOURNAL OF PAIN 2020; 21:135-145. [PMID: 31201989 PMCID: PMC6908782 DOI: 10.1016/j.jpain.2019.06.004] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/07/2019] [Revised: 05/29/2019] [Accepted: 06/01/2019] [Indexed: 12/28/2022]
Abstract
This study determined the predictive capabilities of pain intensity and disability on health care utilization (number of condition-specific health care visits, incident, and chronic opioid use) and costs (total condition-specific and overall medical costs) in the year following an initial evaluation for musculoskeletal pain. We explored pain catastrophizing and spatial distribution of symptoms (ie, body diagram symptom score) as mediators of these relationships. Two hundred eighty-three military service members receiving initial care for a musculoskeletal injury completed a region-specific disability measure, numeric pain rating scale, Pain Catastrophizing Scale, and body pain diagram. Pain intensity predicted all outcomes, while disability predicted incident opioid use only. No mediation effects were observed for either opioid use outcome, while pain catastrophizing partially mediated the relationship between pain intensity and number of health care visits. Pain catastrophizing and spatial distribution of symptoms fully mediated the relationship between pain intensity and both cost outcomes. The mediation effects of pain catastrophizing and spatial distribution of symptoms are outcome specific, and more consistently observed for cost outcomes. Higher pain intensity may drive more condition-specific health care utilization and use of opioids, while higher catastrophizing and larger spatial distribution of symptoms may drive higher costs for services received. PERSPECTIVE: This article examines underlying characteristics that help explain relationships between pain intensity and disability, and the outcomes of health care utilization and costs. Health care systems can use these findings to refine value-based prediction models by considering factors that differentially influence outcomes for health care use and cost of services.
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Affiliation(s)
- Trevor A Lentz
- Department of Orthopaedic Surgery Duke University, Duke Clinical Research Institute, Duke University, Durham, North Carolina.
| | - Daniel I Rhon
- Department of Orthopaedic Surgery Duke University, Duke Clinical Research Institute, Duke University, Durham, North Carolina; Brooke Army Medical Center, San Antonio, Texas; Physical Performance Service Line, G3/5/7, Army Office of the Surgeon General, Falls Church, Virginia
| | - Steven Z George
- Department of Orthopaedic Surgery Duke University, Duke Clinical Research Institute, Duke University, Durham, North Carolina; Department of Orthopeadic Surgery, Duke University, Durham, North Carolina
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Rhon D, Schmitz M, Mayhew R, Dry K, Greenlee T. Arthroscopy for Management of Femoroacetabular Impingement Syndrome in the Military Health System: A 10-Year Epidemiological Overview of Cases with 2-year Follow-up. Mil Med 2019; 184:788-796. [PMID: 30941406 DOI: 10.1093/milmed/usz057] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2018] [Revised: 01/29/2019] [Indexed: 11/13/2022] Open
Abstract
INTRODUCTION With the rapid rise in arthroscopy rates for the management of Femoroacetabular Impingement (FAI) Syndrome, it is important to understand current surgical rates and the impact of these surgeries within the Military Health System (MHS). The purpose of this study was to provide an epidemiological descriptive summary of hip arthroscopy for FAI Syndrome in the MHS and describe perioperative healthcare utilization variables. METHODS Eligible beneficiaries ages 18-50, undergoing hip arthroscopy with 2-year follow-up after surgery were included. Healthcare utilization data were abstracted from the MHS Data Repository (MDR) from June 2003 to July 2015, and included all visits, costs, procedures, and prescriptions taking place in both military and civilian hospitals worldwide. RESULTS 1870 patients were included (mean age 32.2 years; 55.5% male). 51.7% of the procedures took place in military versus 48.3% in civilian hospitals. Mean hip-related healthcare costs in the 2-year following surgery were $15,434 per patient. Patients had a median of 3 opioid prescriptions and 72% had a comorbidity present after surgery. Generally, rates of surgery grew annually from 66 cases in 2004 to 422 cases in 2013. Overall complication rates were comparable to other published reports. Procedures in both military and civilian hospitals had the same rates of femoroplasty and labral repairs, however acetabuloplasty procedures occurred at a higher rate in military (18.9%) vs civilian (14.7%) hospitals. Only 58.8% of patients had physical therapy in the year prior to surgery, while 82.7% had it after surgery. Additionally, 50% of patients had received opioid prescriptions in the 1 year prior to surgery, while 38.9% had 3 or greater opioid prescriptions beyond the initial perioperative fill within the 2-year follow-up. CONCLUSION Rates of arthroscopy have grown in the MHS over the last decade. Complication rates are similar to those reported in other populations and settings. Utilization of physical therapy was much more likely after surgery than prior to it. Opioid use was high prior to surgery and many individuals continued to receive opioid prescriptions beyond the initial perioperative period.
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Affiliation(s)
- Daniel Rhon
- Center for the Intrepid, Brooke Army Medical Center, JBSA Fort Sam Houston, TX.,Physical Performance Service Line, Office of the Surgeon General, Falls Church, VA.,Baylor University, Doctoral Program in Physical Therapy, JBSA Fort Sam Houston, TX
| | - Matthew Schmitz
- Department of Orthopaedic Surgery, Brooke Army Medical Center, JBSA Fort Sam Houston, TX
| | - Rachel Mayhew
- Center for the Intrepid, Brooke Army Medical Center, JBSA Fort Sam Houston, TX
| | - Katie Dry
- Center for the Intrepid, Brooke Army Medical Center, JBSA Fort Sam Houston, TX
| | - Tina Greenlee
- Center for the Intrepid, Brooke Army Medical Center, JBSA Fort Sam Houston, TX
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Rhon DI, Greenlee TA, Fritz JM. The Influence of a Guideline-Concordant Stepped Care Approach on Downstream Health Care Utilization in Patients with Spine and Shoulder Pain. PAIN MEDICINE 2019; 20:476-485. [PMID: 30412232 DOI: 10.1093/pm/pny212] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
Abstract
BACKGROUND Stepped care approaches are emphasized in guidelines for musculoskeletal pain, recommending less invasive or risky evidence-based intervention, such as manual therapy (MT), before more aggressive interventions such as opioid prescriptions. The order and timing of care can alter recovery trajectories. OBJECTIVE To compare one-year downstream health care utilization in patients with spine or shoulder disorders who received only MT vs MT and opioids. The secondary aim was to compare differences based on order and timing of opioids and MT. DESIGN Retrospective observational cohort. METHODS Patients with an initial consultation for a spine or shoulder disorder who received at least one visit for MT were included. Person-level data from the Military Health System Management and Reporting Tool (M2) database were aggregated by a senior health care analyst at Madigan Army Medical Center. Groups were created based on the order and timing of interventions provided. Outcomes included health care utilization (medical costs and visits) over the year following initial consultation. Control measures included metabolic, mental health, chronic pain, sleep, and substance abuse comorbidities, as well as prior opioid prescriptions. Generalized linear models with gamma log links were run due to the heavily skewed nature of cost data. RESULTS From 1,876 unique patients with spine or shoulder disorders receiving MT, 1,162 (61.9%) also received prescription opioids. Mean one-year costs in the MT-only group ($5,410, 95% confidence interval [CI] = $5,109 to $5,730) were significantly lower than in the MT+opioid group ($10,498, 95% CI = $10,043 to $10,973). When patients had both treatments, mean one-year costs in the MT-first ($10,782, 95% CI = $10,050 to $11,567) were significantly lower (P = 0.030) than opioid-first ($11,938, 95% CI = $11,272 to $12,643), and MT-first had a significantly lower mean days' supply of opioids (34.2 vs 70.9, P < 0.001) and mean number of unique opioid prescriptions (3.1 vs 6.5, P < 0.001). CONCLUSIONS MT alone resulted in lower downstream costs than with opioid prescriptions. Both the order of treatment (MT before opioid prescriptions) and the timing of treatment (MT < 30 days) resulted in a significant reduction of resources (costs, visits, and opioid utilization) in the year after initial consultation. Clinicians should consider the implications of first-choice decisions and the timing of care for treatment choices utilized for patients with spine and shoulder disorders.
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Affiliation(s)
- Daniel I Rhon
- Center for the Intrepid, Brooke Army Medical Center, Joint Base San Antonio - Fort Sam, Houston, Texas.,Doctoral Programs in Physical Therapy, Baylor University, San Antonio, Texas
| | - Tina A Greenlee
- Center for the Intrepid, Brooke Army Medical Center, Joint Base San Antonio - Fort Sam, Houston, Texas
| | - Julie M Fritz
- College of Health, University of Utah, Salt Lake City, Utah, USA
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Nonoperative Management Prior to Hip Arthroscopy for Femoroacetabular Impingement Syndrome: An Investigation Into the Utilization and Content of Physical Therapy. J Orthop Sports Phys Ther 2019; 49:593-600. [PMID: 31092124 DOI: 10.2519/jospt.2019.8581] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
BACKGROUND There has been a significant increase in surgeries for femoroacetabular impingement syndrome in recent years, but little is known about the use of physical therapy prior to surgery. OBJECTIVES To investigate the use of physical therapy prior to hip arthroscopy for femoroacetabular impingement syndrome, by assessing the number of visits and use of exercise. A secondary objective was to evaluate whether comorbidities prior to surgery were associated with the use of physical therapy. METHODS In this retrospective observational cohort study, eligible participants between the ages of 18 and 50 years undergoing hip arthroscopy between 2004 and 2013 in the Military Health System were included. Patients were categorized based on whether they saw a physical therapist for their hip in the year prior to surgery. For physical therapy patients, dosing variables were identified, including total number of visits and visits that included an exercise therapy procedure code. RESULTS Of 1870 participants, 1106 (59.1%) did not see a physical therapist for their hip prior to surgery. For those who did, the median number of visits was 2. Only 220 (11.8%) had 6 or more unique visits with an exercise therapy procedure code. Exercise was coded in 43.4% to 63.0% of the total visits in each individual course of care (mean, 52.3%). There was an association between substance abuse and exercise utilization. No other comorbidities were associated with physical therapy or exercise therapy utilization. CONCLUSION Physical therapy was not commonly used before undergoing arthroscopic hip surgery by patients seeking care in the Military Health System. Further research is needed to understand the reasons for poor utilization and better define failed nonoperative management. LEVEL OF EVIDENCE Therapy, level 2b. J Orthop Sports Phys Ther 2019;49(8):593-600. Epub 15 May 2019. doi:10.2519/jospt.2019.8581.
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Garcia AN, Cook C, Rhon D. Which patients do not seek additional medical care after a self-management class for low back pain? An observational cohort. Clin Rehabil 2019; 33:1831-1842. [PMID: 31353943 DOI: 10.1177/0269215519865013] [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] [Indexed: 12/22/2022]
Abstract
OBJECTIVES (1) To identify baseline variables associated with patients that sought no additional care during the 12 months following a single self-management education session for low back pain (LBP), and (2) in those who sought care, to determine whether the same variables were associated with low versus high downstream LBP-related healthcare utilization. DESIGN An observational cohort. SETTING Single large military hospital. PARTICIPANTS A total of 733 patients with LBP. INTERVENTION Single self-management education session. MAIN OUTCOMES Eleven variables were explored in two distinct logistic regression models: (1) no additional care versus additional care, and (2) low versus high number of additional visits in the additional care group. RESULTS In the first model, not being on active duty service (odds ratio (OR) = 1.98, 95% confidence interval (CI) = 1.37-2.86), low baseline disability (OR = 1.02, 95% CI = 1.00-1.04), low baseline fear-avoidance related to work (OR = 1.02, 95% CI = 1.00-1.03), and, in the last year, no opioid prescriptions (OR = 1.44, 95% CI = 1.00-2.07), physical therapy (OR = 1.63, 95% CI = 1.00-2.65), or sleep disorder diagnosis (OR = 1.62, 95% CI = 1.05-2.51) significantly increased the odds that patients would not seek any additional care. In the second model, not being on active duty service (OR = 2.18, 95% CI = 1.38-3.46), low baseline disability (OR = 1.04, 95% CI = 1.02-1.06), and no opioid prescriptions in the prior year (OR = 2.19, 95% CI = 1.42-3.37) increased the odds that patients would have less visits (⩽2 visits). CONCLUSION Our study found several variables that helped determine whether patients would seek little or no additional care during the 12 months following a self-management education class for LBP.
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Affiliation(s)
| | - Chad Cook
- Duke University Division of Physical Therapy, Duke Department of Orthopaedic Surgery, Duke Clinical Research Institute, Durham, NC, USA
| | - Daniel Rhon
- Duke University Division of Physical Therapy, Duke Department of Orthopaedic Surgery, Duke Clinical Research Institute, Durham, NC, USA.,Physical Performance Service Line, Army Office of the Surgeon General, Falls Church, VA, USA
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Rhon DI, Greenlee TA, Sissel CD, Reiman MP. The two-year incidence of hip osteoarthritis after arthroscopic hip surgery for femoroacetabular impingement syndrome. BMC Musculoskelet Disord 2019; 20:266. [PMID: 31153368 PMCID: PMC6545211 DOI: 10.1186/s12891-019-2646-5] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/28/2019] [Accepted: 05/20/2019] [Indexed: 12/30/2022] Open
Abstract
Background One of the reported goals of hip preservation surgery is to prevent or delay the onset of osteoarthritis. This includes arthroscopic surgery to manage Femoroacetabular Impingement (FAI) Syndrome. The purpose of this study was to describe the prevalence of clinically-diagnosed hip OA within 2 years after hip arthroscopy for FAI syndrome, and 2) determine which variables predict a clinical diagnosis of OA after arthroscopy. Methods Observational analysis of patients undergoing hip arthroscopy between 2004 and 2013, utilizing the Military Health System Data Repository. Individuals with prior cases of osteoarthritis were excluded. Presence of osteoarthritis was based on diagnostic codes rendered by a medical provider in patient medical records. Adjusted odds ratios (95% CI) for an osteoarthritis diagnosis were reported for relevant clinical and demographic variables. Results Of 1870 participants in this young cohort (mean age 32.2 years), 21.9% (N = 409) had a postoperative clinical diagnosis of hip osteoarthritis within 2 years. The 3 significant predictors in the final model were older age (OR = 1.04; 95%CI = 1.02, 1.05), male sex (OR = 1.31; 95%CI = 1.04, 1.65), and having undergone an additional hip surgery (OR = 2.33; 95% CI = 1.72, 3.16). Military status and post-surgical complications were not risk factors. Conclusion A clinical diagnosis of hip osteoarthritis was found in approximately 22% of young patients undergoing hip arthroscopy in as little as 2 years. These rates may differ when using alternate criteria to define OA, such as radiographs, and likely underestimate the prevalence. A more comprehensive approach, considering various criteria to detect OA will likely be necessary to accurately identify the true rates. Females were at lower risk, while increasing age and multiple surgeries increased the risk for an OA diagnosis. OA onset still occurs after “hip preservation” surgery in a substantial number of individuals within 2 years. This should be considered when estimating rates of disease prevention after surgery. Prospective trials with sound methodology are needed to determine accurate rates and robust predictors of osteoarthritis onset after hip preservation surgery.
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Affiliation(s)
- Daniel I Rhon
- Physical Performance Service Line, G 3/5/7, US Army Office of the Surgeon General, Falls Church, VA, USA. .,Baylor University, Road, Bldg 2841, Suite 1301; JBSA Fort Sam Houston, Stanley, TX, 3630, USA.
| | - Tina A Greenlee
- Center for the Intrepid, Brooke Army Medical Center, 3551 Roger Brooke Drive, San Antonio, TX, USA
| | | | - Michael P Reiman
- Department of Orthopaedic Surgery, Duke University Medical Center, Durham, NC, USA
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Rhon DI, Perez KG, Eskridge SL. Risk of post-traumatic knee osteoarthritis after knee injury in military service members. Musculoskeletal Care 2019; 17:113-119. [PMID: 30609244 DOI: 10.1002/msc.1378] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/25/2018] [Revised: 10/31/2018] [Accepted: 11/01/2018] [Indexed: 06/09/2023]
Abstract
PURPOSE The aims of the present study were: (a) to identify the incidence of osteoarthritis (OA) after a traumatic knee injury; (b) identify the risk of post-traumatic osteoarthritis (PTOA) based on the type of injury; and (c) identify the time from injury to OA diagnosis. PATIENTS AND METHODS The Expeditionary Medical Encounter Database, containing healthcare utilization for all deployment injuries sustained by military service members, was queried for traumatic knee injuries between 2001 and 2016. Subsequent diagnosis of knee OA was identified, defined as PTOA. Time to knee PTOA diagnosis was determined and logistic regression was used to obtain odds ratios (ORs) (95% confidence interval [CI]) between knee injury type and development of PTOA. RESULTS A total of 345 (9.57%) of the 3,605 subjects were diagnosed with PTOA. The median time to diagnosis was 4.10 years. Four primary diagnoses remained significantly associated with PTOA after adjusting for age and injury severity score: fracture (adjusted OR [aOR] = 1.36; 95% CI 1.02, 1.82), sprain (aOR = 1.59; 95% CI 1.23, 2.06), dislocation (aOR = 3.70; 95% CI 2.09, 6.55) and derangement (aOR = 2.38; 95% CI 1.33, 4.28). Subjects were significantly less likely to develop PTOA after a soft-tissue injury (aOR = 0.44; 95% CI 0.41, 0.75). CONCLUSIONS A substantial number of individuals with a traumatic knee injury developed early PTOA (9.6%). Certain knee injuries have a greater association with PTOA. Future studies should implement longer surveillance periods and identify other healthcare variables associated with the risk of developing PTOA, to include appropriate and timely interventions.
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Affiliation(s)
- Daniel I Rhon
- Center for the Intrepid, Brooke Army Medical Center, San Antonio, TX, USA
- Physical Performance Service Line, G3/5/7, US Army Office of the Surgeon General, Falls Church, VA, USA
- Extremity Trauma and Amputation Center of Excellence, San Antonio, Texas, USA
| | - Katheryne G Perez
- Extremity Trauma and Amputation Center of Excellence, San Antonio, Texas, USA
- Leidos, San Diego, California, USA
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Rhon DI, Snodgrass SJ, Cleland JA, Sissel CD, Cook CE. Predictors of chronic prescription opioid use after orthopedic surgery: derivation of a clinical prediction rule. Perioper Med (Lond) 2018; 7:25. [PMID: 30479746 PMCID: PMC6249901 DOI: 10.1186/s13741-018-0105-8] [Citation(s) in RCA: 42] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2018] [Accepted: 09/24/2018] [Indexed: 01/19/2023] Open
Abstract
Background Prescription opioid use at high doses or over extended periods of time is associated with adverse outcomes, including dependency and abuse. The aim of this study was to identify mediating variables that predict chronic opioid use, defined as three or more prescriptions after orthopedic surgery. Methods Individuals were ages between 18 and 50 years and undergoing arthroscopic hip surgery between 2004 and 2013. Two categories of chronic opioid use were calculated based on individuals (1) having three or more unique opioid prescriptions within 2 years and (2) still receiving opioid prescriptions > 1 year after surgery. Univariate elationships were identified for each predictor variable, then significant variables (P > 0.15) were entered into a multivariate logistic regression model to identify the most parsimonious group of predictor variables for each chronic opioid use classification. Likelihood ratios were derived from the most robust groups of variables. Results There were 1642 participants (mean age 32.5 years, SD 8.2, 54.1% male). Nine predictor variables met the criteria after bivariate analysis for potential inclusion in each multivariate model. Eight variables: socioeconomic status (from enlisted rank family), prior use of opioid medication, prior use of non-opioid pain medication, high health-seeking behavior before surgery, a preoperative diagnosis of insomnia, mental health disorder, or substance abuse were all predictive of chronic opioid use in the final model (seven variables for three or more opioid prescriptions; four variables for opioid use still at 1 year; all< 0.05). Post-test probability of having three or more opioid prescriptions was 93.7% if five of seven variables were present, and the probability of still using opioids after 1 year was 69.6% if three of four variables were present. Conclusion A combination of variables significantly predicted chronic opioid use in this cohort. Most of these variables were mediators, indicating that modifying them may be feasible, and the potential focus of interventions to decrease the risk of chronic opioid use, or at minimum better inform opioid prescribing decisions. This clinical prediction rule needs further validation.
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Affiliation(s)
- Daniel I Rhon
- 1Center for the Intrepid, Brooke Army Medical Center, 3551 Roger Brooke Drive, JBSA Fort Sam, Houston, TX 78234 USA.,2Doctoral Program in Physical Therapy, Baylor University, San Antonio, TX USA.,3School of Health Sciences, Faculty of Health and Medicine, The University of Newcastle, University Drive, Callaghan, NSW Australia
| | - Suzanne J Snodgrass
- 3School of Health Sciences, Faculty of Health and Medicine, The University of Newcastle, University Drive, Callaghan, NSW Australia
| | - Joshua A Cleland
- 4Department of Physical Therapy, Franklin Pierce University, Manchester, NH USA
| | - Charles D Sissel
- 5Program Analysis and Evaluation Division, US Army Medical Command, Joint Base San Antonio - Fort Sam Houston, San Antonio, TX 78234 USA
| | - Chad E Cook
- 6Division of Physical Therapy, Department of Orthopedics, Duke University, Duke MSK, Duke Clinical Research Institute, Durham, NC USA
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Does Health Care Utilization Before Hip Arthroscopy Predict Health Care Utilization After Surgery in the US Military Health System? An Investigation Into Health-Seeking Behavior. J Orthop Sports Phys Ther 2018; 48:878-886. [PMID: 30032699 DOI: 10.2519/jospt.2018.8259] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
BACKGROUND The influence of prior patterns of health care utilization on future health care utilization has had minimal investigation in populations with musculoskeletal disorders. OBJECTIVES The purpose of this study was to explore the relationship between presurgical health care utilization and postsurgical health care utilization in a population of patients undergoing hip surgery in the US Military Health System. METHODS In this observational cohort study, person-level data were collected for patients undergoing hip arthroscopy in the Military Health System from 2003 to 2015, capturing all encounters 12 months before and 24 months after surgery for every individual. Cluster analysis was used to categorize individuals with high and low health care utilization, based on preoperative health care visits. Unadjusted and adjusted Poisson and generalized linear models were generated. Health care utilization outcomes were targeted, including costs, visits, and medication use. RESULTS There were 1850 individuals in the final cohort (mean age, 32.18 years; 55.4% male). The high health care utilization group averaged 57.69 ± 25.87 visits, compared to 20.43 ± 8.36 visits in the low utilization group. There were significant differences between groups for total health care visits (58.17; 95% confidence interval [CI]: 57.39, 58.58), total health care costs ($11 539.71; 95% CI: $10 557.26, $12 595.04), hip-related visits (12.77; 95% CI: 12.59, 12.96), hip-related costs ($3325.07; 95% CI: $2886.43, $3804.51), days' supply of pain medications (752.67; 95% CI: 751.24, 754.11), opioid prescriptions (48.83; 95% CI: 48.47, 49.21), and cost of pain medications ($1074.80; 95% CI: $1011.91, $1137.68). CONCLUSION Presurgical patterns of health care utilization were associated with postsurgical patterns of health care utilization, indicating that those patients who used more care before surgery also used more care after surgery. Clinicians should consider prior patterns of health care utilization, including utilization unrelated to the index condition, when determining care plans and prognosis. J Orthop Sports Phys Ther 2018;48(11):878-886. Epub22 Jul 2018. doi:10.2519/jospt.2018.8259.
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Rhon DI, Greenlee TA, Marchant BG, Sissel CD, Cook CE. Comorbidities in the first 2 years after arthroscopic hip surgery: substantial increases in mental health disorders, chronic pain, substance abuse and cardiometabolic conditions. Br J Sports Med 2018; 53:547-553. [DOI: 10.1136/bjsports-2018-099294] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/04/2018] [Indexed: 02/05/2023]
Abstract
ObjectivesWe aimed to identify the rate of seven comorbidities (mental health disorders, chronic pain, substance abuse disorders, cardiovascular disorders, metabolic syndrome, systemic arthropathy and sleep disorders) that occurred within 2 years after hip arthroscopy.MethodsData from individuals (ages 18–50 years) undergoing arthroscopic hip surgery between 2004 and 2013 were collected from the Military Health System (MHS) Data Repository (MDR). The MDR captures all healthcare encounters in all settings and locations for individuals within the MHS. Person-level data over 36 months were pulled and aggregated. Seven comorbidities related to poor outcomes from musculoskeletal disorders (mental health disorders, chronic pain, substance abuse disorders, cardiovascular disorders, metabolic syndrome, systemic arthropathy and sleep disorders) were examined 12 months prior and 24 months after surgery. Changes in frequencies were calculated as were differences in proportions between presurgery and postsurgery.Results1870 subjects were identified (mean age 32.24 years; 55.5% men) and analysed. There were statistically significant increases (p<0.001) proportionally for all comorbidities after surgery. Relative to baseline, cases of mental health disorders rose 84%, chronic pain diagnoses increased 166%, substance abuse disorders rose 57%, cardiovascular disorders rose by 71%, metabolic syndrome cases rose 85.9%, systemic arthropathy rose 132% and sleep disorders rose 111%.ConclusionsMajor (potentially ‘hidden’) clinical comorbidities increased substantially after elective arthroscopic hip surgery when compared with preoperative status. These comorbidities appear to have been overlooked in major studies evaluating the benefits and risks of arthroscopic hip surgery.Level of evidencePrognostic, level III.
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Clewley D, Rhon D, Flynn T, Koppenhaver S, Cook C. Health seeking behavior as a predictor of healthcare utilization in a population of patients with spinal pain. PLoS One 2018; 13:e0201348. [PMID: 30067844 PMCID: PMC6070259 DOI: 10.1371/journal.pone.0201348] [Citation(s) in RCA: 31] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2017] [Accepted: 07/13/2018] [Indexed: 11/17/2022] Open
Abstract
BACKGROUND The global burden of low back pain is growing rapidly, accompanied by increasing rates of associated healthcare utilization. Health seeking behavior (HSB) has been suggested as a mediator of healthcare utilization. The aims of this study were to: 1) develop a proxy HSB measure based on healthcare consumption patterns prior to initial consultation for spinal pain, and 2) examine associations between the proxy HSB measure and future healthcare utilization in a population of patients with spine disorders. METHODS A cohort of 1,691 patients seeking care for spinal pain at a single military hospital were included. Cluster analyses were performed for the identification of a proxy HSB measure. Logistic regression was used to identify the predictive capacity of HSB on eight different general and spine-related high healthcare utilization (upper 25%) outcomes variables. RESULTS The strongest proxy measure of HSB was prior primary care provider visits. In unadjusted models, HSB predicted healthcare utilization across all eight general and spine-related outcome variables. After adjusting for covariates, HSB still predicted general and spine-related healthcare utilization for most variables including total medical visits (OR = 2.48, 95%CI 1.09,3.11), total medical costs (OR = 2.72, 95%CI 2.16,3.41), and low back pain-specific costs (OR = 1.31, 95%CI 1.00,1.70). CONCLUSION Health seeking behavior prior to initial consultation for spine pain was related to healthcare utilization after consultation for spine pain. HSB may be an important variable to consider when developing an individualized care plan and considering the prognosis of a patient.
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Affiliation(s)
- Derek Clewley
- Rocky Mountain University of Health Professions, Provo, Utah, United States of America
- Duke University School of Medicine, Department of Orthopaedics, Division of Physical Therapy, Durham, North Carolina, United States of America
| | - Dan Rhon
- Center for the Intrepid, San Antonio, Texas, United States of America
- Baylor University, Doctor of Physical Therapy Program, Waco, Texas, United States of America
| | - Timothy Flynn
- South College, School of Physical Therapy, Knoxville, Tennessee, United States of America
| | - Shane Koppenhaver
- Baylor University, Doctor of Physical Therapy Program, Waco, Texas, United States of America
| | - Chad Cook
- Duke University School of Medicine, Department of Orthopaedics, Division of Physical Therapy, Durham, North Carolina, United States of America
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Rhon DI, Snodgrass SJ, Cleland JA, Greenlee TA, Sissel CD, Cook CE. Comparison of Downstream Health Care Utilization, Costs, and Long-Term Opioid Use: Physical Therapist Management Versus Opioid Therapy Management After Arthroscopic Hip Surgery. Phys Ther 2018; 98:348-356. [PMID: 29669080 DOI: 10.1093/ptj/pzy019] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/06/2017] [Accepted: 02/06/2018] [Indexed: 02/09/2023]
Abstract
BACKGROUND Physical therapy and opioid prescriptions are common after hip surgery, but are sometimes delayed or not used. OBJECTIVE The objective of this study was to compare downstream health care utilization and opioid use following hip surgery for different patterns of physical therapy and prescription opioids. DESIGN The design of this study was an observational cohort. METHODS Health care utilization was abstracted from the Military Health System Data Repository for patients who were 18 to 50 years old and were undergoing arthroscopic hip surgery between 2004 and 2013. Patients were grouped into those receiving an isolated treatment (only opioids or only physical therapy) and those receiving both treatments on the basis of timing (opioid first or physical therapy first). Outcomes included overall health care visits and costs, hip-related visits and costs, additional surgeries, and opioid prescriptions. RESULTS Of 1870 total patients, 76.8% (n = 1437) received physical therapy, 71.6% (n = 1339) received prescription opioids, and 1073 (56.1%) received both physical therapy and opioids. Because 24 patients received both opioids and physical therapy on the same day, they were eventually removed the final timing-of-care analysis. Adjusted hip-related mean costs were the same in both groups receiving isolated treatments (${\$}$11,628 vs ${\$}$11,579), but the group receiving only physical therapy had significantly lower overall total health care mean costs (${\$}$18,185 vs ${\$}$23,842) and fewer patients requiring another hip surgery. For patients receiving both treatments, mean hip-related downstream costs were significantly higher in the group receiving opioids first than in the group receiving physical therapy first (${\$}$18,806 vs ${\$}$16,955) and resulted in greater opioid use (7.83 vs 4.14 prescriptions), greater total days' supply of opioids (90.17 vs 44.30 days), and a higher percentage of patients with chronic opioid use (69.5% vs 53.2%). LIMITATIONS Claims data were limited by the accuracy of coding, and observational data limit inferences of causality. CONCLUSIONS Physical therapy first was associated with lower hip-related downstream costs and lower opioid use than opioids first; physical therapy instead of opioids was associated with less total downstream health care utilization. These results need to be validated in prospective controlled trials.
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Affiliation(s)
- Daniel I Rhon
- Baylor University Doctoral Physical Therapy Program, 3630 Stanley Road, Bldg 2841, Suite 2301, San Antonio, TX 78234. Dr Rhon is a board-certified orthopaedic clinical specialist and a fellow of the American Academy of Orthopedic Manual Therapists
| | - Suzanne J Snodgrass
- Discipline of Physiotherapy, School of Health Sciences, The University of Newcastle, Callaghan, New South Wales, Australia
| | - Joshua A Cleland
- Physical Therapy Department, Franklin Pierce College, Concord, New Hampshire. Dr Cleland is a board-certified orthopaedic clinical specialist and a fellow of the American Academy of Orthopedic Manual Therapists
| | - Tina A Greenlee
- US Army Brooke Army Medical Center, Center for the Intrepid, Fort Sam Houston, Texas
| | | | - Chad E Cook
- Doctor of Physical Therapy Division, Duke University, Durham, North Carolina. Dr Cook is a board-certified orthopaedic clinical specialist and a fellow of the American Academy of Orthopedic Manual Physical Therapists
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