1
|
Ribbons K, Cochrane J, Johnson S, Wills A, Ditton E, Dewar D, Broadhead M, Chan I, Dixon M, Dunkley C, Harbury R, Jovanovic A, Leong A, Summersell P, Todhunter C, Verheul R, Pollack M, Walker R, Nilsson M. Biopsychosocial based machine learning models predict patient improvement after total knee arthroplasty. Sci Rep 2025; 15:4926. [PMID: 39929870 PMCID: PMC11811292 DOI: 10.1038/s41598-025-88560-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2024] [Accepted: 01/29/2025] [Indexed: 02/13/2025] Open
Abstract
Total knee arthroplasty (TKA) is an effective treatment for end stage osteoarthritis. However, biopsychosocial features are not routinely considered in TKA clinical decision-making, despite increasing evidence to support their role in patient recovery. We have developed a more holistic model of patient care by using machine learning and Bayesian inference methods to build patient-centred predictive models, enhanced by a comprehensive battery of biopsychosocial features. Data from 863 patients with TKA (mean age 68 years (SD 8), 50% women), identified between 2019 and 2022 from four hospitals in NSW, Australia, was included in model development. Predictive models for improvement in patient quality-of-life and knee symptomology at three months post-TKA were developed, as measured by a change in the Short Form-12 Physical Composite Score (PCS) or Western Ontario and McMasters Universities Osteoarthritis Index (WOMAC), respectively. Retained predictive variables in the quality-of-life model included pre-surgery PCS, knee symptomology, nutrition, alcohol consumption, employment, committed action, pain improvement expectation, pain in other places, and hand grip strength. Retained variables for the knee symptomology model were comparable, but also included pre-surgery WOMAC, pain catastrophizing, and exhaustion. Bayesian machine learning methods generated predictive distributions, enabling outcomes and uncertainty to be determined on an individual basis to further inform decision-making.
Collapse
Affiliation(s)
- Karen Ribbons
- Centre for Rehab Innovations, University of Newcastle, Callaghan, NSW, Australia.
- Centre for Rehab Innovations, Hunter Medical Research Institute, Kookaburra Circuit, New Lambton Heights, NSW, 2305, Australia.
- College of Health, Medicine and Wellbeing, University of Newcastle, Callaghan, NSW, Australia.
| | - Jodie Cochrane
- Centre for Rehab Innovations, University of Newcastle, Callaghan, NSW, Australia
- Centre for Rehab Innovations, Hunter Medical Research Institute, Kookaburra Circuit, New Lambton Heights, NSW, 2305, Australia
- College of Engineering, Science and Environment, University of Newcastle, Callaghan, NSW, Australia
| | - Sarah Johnson
- Centre for Rehab Innovations, University of Newcastle, Callaghan, NSW, Australia
- Centre for Rehab Innovations, Hunter Medical Research Institute, Kookaburra Circuit, New Lambton Heights, NSW, 2305, Australia
- College of Engineering, Science and Environment, University of Newcastle, Callaghan, NSW, Australia
| | - Adrian Wills
- Centre for Rehab Innovations, University of Newcastle, Callaghan, NSW, Australia
- Centre for Rehab Innovations, Hunter Medical Research Institute, Kookaburra Circuit, New Lambton Heights, NSW, 2305, Australia
- College of Engineering, Science and Environment, University of Newcastle, Callaghan, NSW, Australia
| | - Elizabeth Ditton
- Centre for Rehab Innovations, University of Newcastle, Callaghan, NSW, Australia
- Centre for Rehab Innovations, Hunter Medical Research Institute, Kookaburra Circuit, New Lambton Heights, NSW, 2305, Australia
- College of Health, Medicine and Wellbeing, University of Newcastle, Callaghan, NSW, Australia
| | - David Dewar
- Ramsay Healthcare, Lake Macquarie Private Hospital, Gateshead, NSW, Australia
| | | | - Ian Chan
- Ramsay Healthcare, Baringa Hospital, Coffs Harbour, NSW, Australia
| | - Michael Dixon
- Ramsay Healthcare, Kareena Hospital, Caringbah, NSW, Australia
| | - Christopher Dunkley
- Ramsay Healthcare, Lake Macquarie Private Hospital, Gateshead, NSW, Australia
| | - Richard Harbury
- Ramsay Healthcare, Lake Macquarie Private Hospital, Gateshead, NSW, Australia
| | | | - Anthony Leong
- Ramsay Healthcare, Kareena Hospital, Caringbah, NSW, Australia
- Ramsay Healthcare, Wollongong Private Hospital, Wollongong, NSW, Australia
| | - Peter Summersell
- Ramsay Healthcare, Baringa Hospital, Coffs Harbour, NSW, Australia
| | - Chad Todhunter
- Ramsay Healthcare, Wollongong Private Hospital, Wollongong, NSW, Australia
| | - Richard Verheul
- Ramsay Healthcare, Lake Macquarie Private Hospital, Gateshead, NSW, Australia
| | - Michael Pollack
- Centre for Rehab Innovations, University of Newcastle, Callaghan, NSW, Australia
- College of Health, Medicine and Wellbeing, University of Newcastle, Callaghan, NSW, Australia
- Hunter New England Area Health Service, John Hunter Hospital, New Lambton Heights, NSW, Australia
| | - Rohan Walker
- Centre for Rehab Innovations, University of Newcastle, Callaghan, NSW, Australia
- Centre for Rehab Innovations, Hunter Medical Research Institute, Kookaburra Circuit, New Lambton Heights, NSW, 2305, Australia
- College of Health, Medicine and Wellbeing, University of Newcastle, Callaghan, NSW, Australia
| | - Michael Nilsson
- Centre for Rehab Innovations, University of Newcastle, Callaghan, NSW, Australia
- Centre for Rehab Innovations, Hunter Medical Research Institute, Kookaburra Circuit, New Lambton Heights, NSW, 2305, Australia
- College of Health, Medicine and Wellbeing, University of Newcastle, Callaghan, NSW, Australia
- Rehabilitation Research Institute Singapore (RRIS), Singapore, Singapore
| |
Collapse
|
2
|
Mercer NP, Lezak BA, Hedbany D, Butler JJ, Krebsbach S, Bloom DA, Harrington M, Rosenbaum AJ, Walls RJ, Kennedy JG. The impact of mental health disorders on outcomes following total ankle arthroplasty: A systematic review. Foot Ankle Surg 2025:S1268-7731(25)00001-3. [PMID: 39818473 DOI: 10.1016/j.fas.2025.01.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/09/2024] [Accepted: 01/01/2025] [Indexed: 01/18/2025]
Abstract
BACKGROUND The purpose of this systematic review was to evaluate the impact of mental health disorders (MHDs) on the clinical and functional outcomes following total ankle arthroplasty (TAA) for the treatment of end-stage ankle arthritis. METHODS A systematic review of the EMBASE, MEDLINE, and Cochrane Library databases was conducted in April 2024 following PRISMA guidelines. Data collected included patient demographics, clinical outcomes, complications, and failures. RESULTS Six studies published between 2019 and 2023 were included, involving a total of 8772 patients who underwent TAA. Among these, 1076 patients (12.3 %) had a pre-operative MHD. The weighted mean age was 64.1 ± 4.9 years, and the mean postoperative follow-up was 4.6 ± 7.2 months. There were inferior subjective clinical outcomes in patients with an associated MHD, as demonstrated by lower scores in the Self-Administered Foot Evaluation Questionnaire (SAFE-Q), Visual Analogue Scale (VAS), and American Orthopaedic Foot and Ankle Society (AOFAS) scores compared to patients without a MHD. Additionally, patients with MHDs had high complication rates (23.7 %), including 76 prosthetic complications (6.1 %) and 15 cases (1.2 %) requiring revision procedures. However, no significant differences in objective outcomes such as joint mobility or implant failure rates were found between those with and without MHDs. CONCLUSION MHDs adversely affect subjective outcomes and complications following TAA, highlighting the need for integrated mental health management in preoperative and postoperative care. Further research is needed to understand the precise role of mental health in TAA outcomes.
Collapse
Affiliation(s)
- Nathaniel P Mercer
- Foot and Ankle Division, Department of Orthopaedic Surgery, NYU Langone Health, New York City, NY 10002, USA.
| | - Bradley A Lezak
- Foot and Ankle Division, Department of Orthopaedic Surgery, NYU Langone Health, New York City, NY 10002, USA.
| | - Davis Hedbany
- SUNY Upstate Medical University, Syracuse, NY 13210, USA.
| | - James J Butler
- Foot and Ankle Division, Department of Orthopaedic Surgery, NYU Langone Health, New York City, NY 10002, USA.
| | - Sebastian Krebsbach
- Foot and Ankle Division, Department of Orthopaedic Surgery, NYU Langone Health, New York City, NY 10002, USA.
| | - David A Bloom
- Foot and Ankle Division, Department of Orthopaedic Surgery, NYU Langone Health, New York City, NY 10002, USA.
| | | | | | - Raymond J Walls
- Foot and Ankle Division, Department of Orthopaedic Surgery, NYU Langone Health, New York City, NY 10002, USA.
| | - John G Kennedy
- Foot and Ankle Division, Department of Orthopaedic Surgery, NYU Langone Health, New York City, NY 10002, USA.
| |
Collapse
|
3
|
March MK, Roberts KE. Same patient but different worlds: A state-of-the-art review translating best practice psychosocial care from musculoskeletal care to the orthopaedic context. BMC Musculoskelet Disord 2024; 25:998. [PMID: 39639261 PMCID: PMC11619146 DOI: 10.1186/s12891-024-08107-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/29/2023] [Accepted: 11/22/2024] [Indexed: 12/07/2024] Open
Abstract
BACKGROUND Individuals with chronic musculoskeletal conditions experience persistent pain and disability that has deleterious impacts on physical function, psychological health, social engagement, relationships, and work participation. This impact is greater in people with psychosocial risk factors, and best practice musculoskeletal care recommends a biopsychosocial approach to management. Orthopaedic surgery is often an effective management approach for chronic musculoskeletal conditions, but research has only recently explored the links between differing patient outcomes after orthopaedic surgery and psychosocial risk factors. Implementing biopsychosocial approaches to musculoskeletal care has taken great strides in the primary care setting however, implementation of the biopsychosocial approach in orthopaedic surgery brings complexity as the context changes from primary care to hospital based secondary care. The aim of this review therefore is to explore implementation of psychosocial care in the elective orthopaedic surgery context, informed by evidence in musculoskeletal care. ASSESSMENT AND MANAGEMENT OF PSYCHOSOCIAL FACTORS Several composite screening tools for psychosocial factors or 'yellow flags' are recommended for use in primary care for musculoskeletal conditions alongside a comprehensive patient interview. However, in the orthopaedic surgery context, composite measures have focused on discharge destination, and there is not a universal approach to comprehensive patient interview incorporating a biopsychosocial approach. A range of biopsychosocial approaches to musculoskeletal conditions have been developed for the primary care setting, yet few have been explored in the context of orthopaedic surgery. IMPLEMENTATION OF PSYCHOSOCIAL CARE Implementing best practice psychosocial care into the orthopaedic context has enormous potential for all stakeholders, but several barriers exist at the level of the individual patient and practitioner, workforce, health service and society. We have discussed key considerations for implementation including workforce composition, patient-centred care and shared decision making, health literacy, continuity of care, and consideration of preferences for women and culturally diverse communities. CONCLUSION This review considers current literature exploring implementation of psychosocial care into the orthopaedic surgery context, informed by current research in musculoskeletal care. This presents a critical opportunity for orthopaedic surgery to provide optimised, equitable, high-value, patient-centred care.
Collapse
Affiliation(s)
- Marie K March
- Physiotherapy Department, Blacktown Mt Druitt Hospitals, Western Sydney Local Health District, Marcel Cres, Blacktown, NSW, 2148, Australia.
- Sydney School of Health Sciences, Faculty of Medicine and Health, University of Sydney, Camperdown, NSW, 2006, Australia.
| | - Katharine E Roberts
- Sydney School of Health Sciences, Faculty of Medicine and Health, University of Sydney, Camperdown, NSW, 2006, Australia
| |
Collapse
|
4
|
Hanna AJ, Perez AR, He A, Sonnier JH, Destine H, Muchintala R, Cook RW, Bryan S, Tjoumakaris FP, Freedman KB. Effect of Patient Resilience on Functional Outcomes After Meniscectomy. Orthop J Sports Med 2024; 12:23259671241293911. [PMID: 39611119 PMCID: PMC11603507 DOI: 10.1177/23259671241293911] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/09/2024] [Accepted: 05/02/2024] [Indexed: 11/30/2024] Open
Abstract
Background Recent literature has identified that patient resilience may affect outcomes after meniscectomy. Research into psychological risk factors for poor surgical outcomes has been a focus in orthopaedic surgery. Purpose/Hypothesis The purpose of this study was to examine the relationship between preoperative patient resilience and 2-year postoperative outcomes after arthroscopic meniscectomy. It was hypothesized that there would be no relationship between resilience and patient-reported outcomes after meniscectomy. Study Design Cohort study; Level of evidence, 2. Methods Patients who underwent meniscectomy between January and June 2020 at a single multicenter institution were identified, and those aged ≥18 years without evidence of significant osteoarthritis who completed the brief resilience scale (BRS) preoperatively were considered for inclusion. Included patients completed the International Knee Documentation Committee (IKDC), Knee injury and Osteoarthritis Outcome Score for Joint Replacement (KOOS-JR), Single Assessment Numeric Evaluation (SANE), and visual analog scale (VAS) for pain at a minimum of 2 years postoperatively. Based on BRS scores, patients were stratified into low resilience (LR), normal resilience (NR), and high resilience (HR) groups, and differences and changes in outcomes were compared among the groups using the analysis of variance or the Kruskal-Wallis test for continuous data and the chi-square test for categorical data. Results Overall, 100 patients were included (LR group, n = 17; NR group, n = 65; HR group, n = 18). Patients with higher preoperative resilience had higher preoperative IKDC (P = .004) and KOOS-JR (P = .003) scores. However, resilience was not a fixed construct: The median BRS increased in the LR group and decreased in the HR group from pre- to postoperatively (+0.17 and -0.58, respectively; P = .001). At the 2-year follow-up, there was no difference in patient-reported outcome scores across resilience groups, nor was there a difference in the change in IKDC or KOOS-JR scores. Although a positive correlation was observed between preoperative resilience and preoperative IKDC (r S = 0.331) and KOOS-JR (r S = 0.334) scores, preoperative resilience did not correlate with postoperative or 2-year improvements in IKDC or KOOS-JR scores. A weak positive correlation was observed between postoperative resilience and postoperative IKDC (r S = 0.229) and SANE (r S = 0.202) scores, and a weak negative correlation was observed between postoperative resilience and VAS pain scores (r S = ∓0.256). Conclusion Our study indicated that preoperative patient resilience was not predictive of functional outcome scores at a 2-year follow-up after arthroscopic meniscectomy.
Collapse
Affiliation(s)
- Adeeb Jacob Hanna
- Department of Orthopaedic Surgery, Rothman Institute, Philadelphia, Pennsylvania, USA
| | - Andres R. Perez
- Department of Orthopaedic Surgery, Rothman Institute, Philadelphia, Pennsylvania, USA
| | - Alice He
- Sidney Kimmel Medical College at Thomas Jefferson University, Philadelphia, Pennsylvania, USA
| | - John Hayden Sonnier
- Department of Orthopaedic Surgery, Rothman Institute, Philadelphia, Pennsylvania, USA
| | - Henson Destine
- Department of Orthopaedic Surgery, Rothman Institute, Philadelphia, Pennsylvania, USA
| | - Rahul Muchintala
- Department of Orthopaedic Surgery, Rothman Institute, Philadelphia, Pennsylvania, USA
| | - Ralph W. Cook
- Department of Orthopaedic Surgery, Rothman Institute, Philadelphia, Pennsylvania, USA
| | - Sean Bryan
- Department of Orthopaedic Surgery, Rothman Institute, Philadelphia, Pennsylvania, USA
| | - Fotios P. Tjoumakaris
- Department of Orthopaedic Surgery, Rothman Institute, Philadelphia, Pennsylvania, USA
| | - Kevin B. Freedman
- Department of Orthopaedic Surgery, Rothman Institute, Philadelphia, Pennsylvania, USA
| |
Collapse
|
5
|
Zhou Y, Miao H. Relationship between pain resilience and pain catastrophizing in older patients after total knee arthroplasty: Chain-mediating effects of cognitive emotion regulation and pain management self-efficacy. Geriatr Nurs 2024; 59:571-580. [PMID: 39154506 DOI: 10.1016/j.gerinurse.2024.08.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2024] [Revised: 07/04/2024] [Accepted: 08/05/2024] [Indexed: 08/20/2024]
Abstract
This study aimed to determine whether the relationship between pain resilience and pain catastrophizing in older patients after total knee arthroplasty (TKA) was mediated by cognitive emotion regulation strategies (CERS) and pain management self-efficacy (PMSE). Convenience cluster sampling was used in this cross-sectional study to recruit 382 older adults. The results revealed that pain catastrophizing was negatively correlated with pain resilience, adaptive CERS, and PMSE; however, it was positively correlated with maladaptive CERS (all p < 0.01). Mediation analysis revealed that both CERS (adaptive and maladaptive) and self-management independently and sequentially mediated the relationship between pain resilience and pain catastrophizing in older patients who underwent TKA. These findings demonstrate that CERS (adaptive and maladaptive) and PMSE play chain-mediating roles in the correlation between pain resilience and pain catastrophizing in older patients after TKA.
Collapse
Affiliation(s)
- Ying Zhou
- Department of the Second Intensive Care Unit, Shengjing Hospital of China Medical University, No.39, Sliding Road, Tiexi District, 110004 Shenyang, Liaoning Province, China
| | - Hui Miao
- Department of the 3rd Orthopedics Unit & Hand, Foot and Ankle Microsurgery Unit, Shengjing Hospital of China Medical University, No.36 Sanhao Street, Heping District, 110004 Shenyang, Liaoning Province, China.
| |
Collapse
|
6
|
Mancino F, Fontalis A, Haddad FS. Beyond the scalpel. Bone Joint J 2024; 106-B:760-763. [PMID: 39084644 DOI: 10.1302/0301-620x.106b8.bjj-2024-0291] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 08/02/2024]
Affiliation(s)
- Fabio Mancino
- Department of Trauma and Orthopaedic Surgery, University College London Hospitals, London, UK
| | - Andreas Fontalis
- Department of Trauma and Orthopaedic Surgery, University College London Hospitals, London, UK
| | - Fares S Haddad
- Department of Trauma and Orthopaedic Surgery, University College London Hospitals, London, UK
- The Princess Grace Hospital, London, UK
- The Bone & Joint Journal , London, UK
| |
Collapse
|
7
|
Gordon AM, Magruder ML, Schwartz J, Ng MK, Erez O, Mont MA. Preoperative Depression Screening for Primary Total Knee Arthroplasty: An Evaluation of Its Modifiability on Outcomes in Patients Who Have Depression. J Arthroplasty 2024; 39:2040-2046. [PMID: 38382629 DOI: 10.1016/j.arth.2024.02.035] [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: 06/12/2023] [Revised: 01/24/2024] [Accepted: 02/13/2024] [Indexed: 02/23/2024] Open
Abstract
BACKGROUND Few studies have evaluated preoperative depression screenings in patients who have depression. We studied whether depression screenings before total knee arthroplasty (TKA) were associated with lower: 1) medical complications; 2) emergency department (ED) utilizations and readmissions; 3) implant complications; and 4) costs. METHODS A nationwide sample from January 1, 2010, to April 30, 2021, was collected using an insurance database. Depression patients were 1:1 propensity-score matched based on those who had (n = 29,009) and did not have (n = 29,009) preoperative depression screenings or psychotherapy visits within 3 months of TKA. A case-matched population who did not have depression was compared (n = 144,994). A 90-day period was used to compare complications and health-care utilization and 2-year follow-up for periprosthetic joint infections (PJIs) and implant survivorship. Costs were 90-day reimbursements. Logistic regression models computed odds ratios (ORs) of depression screening on dependent variables. P values less than .001 were significant. RESULTS Patients who did not receive preoperative screening were associated with higher medical complications (18.7 versus 5.2%, OR: 4.15, P < .0001) and ED utilizations (11.5 versus 3.2%, OR: 3.93, P < .0001) than depressed patients who received screening. Patients who had screening had lower medical complications (5.2 versus 5.9%, OR: 0.88, P < .0001) and ED utilizations compared to patients who did not have depression (3.2 versus 3.8%, OR: 0.87, P = .0001). Two-year PJI incidences (3.0 versus 1.3%, OR: 2.63, P < .0001) and TKA revisions (4.3 versus 2.1%, OR: 2.46, P < .0001) were greater in depression patients who were not screened preoperatively versus screened patients. Depression patients who had screening had lower PJIs (1.3 versus 1.8%, OR: 0.74, P < .0001) compared to nondepressed patients. Reimbursements ($13,949 versus $11,982; P < .0001) were higher in depression patients who did not have screening. CONCLUSIONS Preoperative screening was associated with improved outcomes in depression patients. LEVEL OF EVIDENCE III.
Collapse
Affiliation(s)
- Adam M Gordon
- Department of Orthopaedic Surgery and Rehabilitation, Maimonides Medical Center, Brooklyn, New York; Questrom School of Business, Boston University, Boston, Massachusetts
| | - Matthew L Magruder
- Department of Orthopaedic Surgery and Rehabilitation, Maimonides Medical Center, Brooklyn, New York
| | - Jake Schwartz
- Department of Orthopaedic Surgery and Rehabilitation, Maimonides Medical Center, Brooklyn, New York
| | - Mitchell K Ng
- Department of Orthopaedic Surgery and Rehabilitation, Maimonides Medical Center, Brooklyn, New York
| | - Orry Erez
- Department of Orthopaedic Surgery and Rehabilitation, Maimonides Medical Center, Brooklyn, New York
| | - Michael A Mont
- Sinai Hospital of Baltimore, Rubin Institute for Advanced Orthopedics, Baltimore, Maryland
| |
Collapse
|
8
|
Khan AZ, Vaughan AK, Aman ZS, Lazarus MD, Williams GR, Namdari S. Reaching Minimal Clinically Important Difference, Substantial Clinical Benefit, and Patient-Acceptable Symptomatic State for Patient-Reported Outcome Measures following Arthroscopic Rotator Cuff Repair Does Not Correlate with Patient Satisfaction. J Clin Med 2024; 13:2550. [PMID: 38731077 PMCID: PMC11084458 DOI: 10.3390/jcm13092550] [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: 03/05/2024] [Revised: 04/18/2024] [Accepted: 04/22/2024] [Indexed: 05/13/2024] Open
Abstract
Purpose: Minimal clinically important difference (MCID), substantial clinical benefit (SCB), and patient acceptable symptomatic state (PASS) serve as metrics to gauge orthopedic treatment efficacy based on anchoring questions that do not account for a patient's satisfaction with their surgical outcome. This study evaluates if reaching MCID, SCB, or PASS values for American Shoulder and Elbow Surgeons score (ASES), Single Alpha Numeric Evaluation (SANE), Simple Shoulder Test (SST), and Visual Analog Score (VAS) for pain following arthroscopic rotator cuff repair (RCR) correlates with overall patient satisfaction. Methods: This was a single-institution, retrospective study of patients who underwent RCR from 2015 to 2019. Pre-operative and 2 year postoperative ASES, SANE, SST, and VAS scores were recorded. Patients underwent a survey to assess: (1) what is your overall satisfaction with your surgical outcome? (scale 1 to 10); (2) if you could go back in time, would you undergo this operation again? (yes/no); (3) for the same condition, would you recommend this operation to a friend or family member? (yes/no). Spearman correlation coefficients were run to assess relationship between reaching MCID, SCB, or PASS and satisfaction. Results: Ninety-two patients were included. Mean preoperative ASES was 51.1 ± 16.9, SANE was 43.3 ± 20.9, SST was 5.4 ± 2.9, and VAS was 4.6 ± 2.1. Mean 2 year ASES was 83.9 ± 18.5, SANE was 81.7 ± 27.0, SST was 9.8 ± 3.2, and VAS was 1.4 ± 1.9. Mean patient satisfaction was 9.0 ± 1.9; 89 (96.7%) patients would undergo surgery again and recommend surgery. Correlation for reaching PASS for SANE and satisfaction was moderate. Correlation coefficients were very weak for all other outcome metrics. Conclusions: Reaching MCID, SCB, and PASS in ASES, SANE, SST, or VAS following RCR did not correlate with a patient's overall satisfaction or willingness to undergo surgery again or recommend surgery. Further investigation into the statistical credibility and overall clinical value of MCID, SCB, and PASS is necessary.
Collapse
Affiliation(s)
- Adam Z. Khan
- Southern California Permanente Medical Group, 13652 Cantara Street, Bldg 2, Panorama City, CA 91402, USA
| | - Alayna K. Vaughan
- Rothman Orthopaedics, 925 Chestnut Street, 5 Floor, Philadelphia, PA 19107, USA (S.N.)
| | - Zachary S. Aman
- Rothman Orthopaedics, 925 Chestnut Street, 5 Floor, Philadelphia, PA 19107, USA (S.N.)
| | - Mark D. Lazarus
- Rothman Orthopaedics, 925 Chestnut Street, 5 Floor, Philadelphia, PA 19107, USA (S.N.)
| | - Gerald R. Williams
- Rothman Orthopaedics, 925 Chestnut Street, 5 Floor, Philadelphia, PA 19107, USA (S.N.)
| | - Surena Namdari
- Rothman Orthopaedics, 925 Chestnut Street, 5 Floor, Philadelphia, PA 19107, USA (S.N.)
| |
Collapse
|
9
|
Kim AG, Sanghvi P, Rizk AA, Ahn A, Pumo TJ, Kamath AF. Resilience as a psychiatric factor affecting outcomes after total joint arthroplasty: a systematic review. ARTHROPLASTY 2024; 6:16. [PMID: 38576001 PMCID: PMC10996138 DOI: 10.1186/s42836-024-00240-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2023] [Accepted: 02/01/2024] [Indexed: 04/06/2024] Open
Abstract
INTRODUCTION Mental and psychiatric status continue to be underscreened prior to total joint arthroplasty (TJA). Research on the role of resilience as a psychiatric factor affecting TJA outcomes remains limited. Therefore, our systematic review sought to evaluate the impact of patient resilience in TJA. METHODS A systematic review of the literature from the Pubmed, MEDLINE, EBSCOhost, and Google Scholar online databases was performed in abidance with Preferred Reporting Items for Systematic Review and Meta-Analyses (PRISMA) guidelines. Studies reporting on outcomes following primary total hip arthroplasty (THA) and/or total knee arthroplasty (TKA) segregated by patient resilience were included. Case reports, reviews, meta-analyses, and conference abstracts were excluded. Primary outcomes of interest included patient-reported outcomes (PROs), surgical outcomes, and postoperative opioid consumption. RESULTS Twelve articles were included reporting on a total of 1,577 TJAs. There was a strong agreement that the Patient Reported Outcomes Measurement Information System (PROMIS)-Physical Health and Mental Health components were strongly predicted by patient resilience. However, there was inconclusive evidence regarding the impact of resilience on UCLA Activity Scales (UCLA) and Western Ontario and McMaster Universities Osteoarthritis Index (WOMAC) outcomes as well as postoperative hip and knee function. Similarly, conflicting evidence was presented regarding the effect of resilience on length of stay (LOS). Greater resilience was associated with reduced opioid usage in the immediate inpatient postoperative period. However, resilience had no significant effect on opioid requirements in the postoperative outpatient follow-up time frame. CONCLUSION The present analysis demonstrated mixed, inconclusive evidence regarding the impact of resilience on postoperative outcomes. The paucity of research evaluating this relationship warrants further investigation, examining both short and long-term outcomes. Due to the limited literature evaluating resilience as a predictor of outcomes following TJA, we cannot definitively rule out resilience as a valuable metric and must further examine its utility as a preoperative screening tool. LEVEL OF EVIDENCE III.
Collapse
Affiliation(s)
- Andrew G Kim
- Department of Orthopaedic Surgery, Cleveland Clinic Foundation, Cleveland, OH, 44195, USA
| | - Parshva Sanghvi
- Department of Orthopaedic Surgery, Cleveland Clinic Foundation, Cleveland, OH, 44195, USA
| | - Adam A Rizk
- Department of Orthopaedic Surgery, Cleveland Clinic Foundation, Cleveland, OH, 44195, USA
| | - Aaron Ahn
- Department of Orthopaedic Surgery, Cleveland Clinic Foundation, Cleveland, OH, 44195, USA
| | - Thomas J Pumo
- Department of Orthopaedic Surgery, Cleveland Clinic Foundation, Cleveland, OH, 44195, USA
| | - Atul F Kamath
- Department of Orthopaedic Surgery, Cleveland Clinic Foundation, Cleveland, OH, 44195, USA.
| |
Collapse
|
10
|
Jayakumar P, Crijns TJ, Misciagna W, Manickas-Hill O, Malay M, Jiranek W, Mather RC, Lentz TA. What Are the Underlying Mental Health Constructs Associated With Level of Capability in People With Knee and Hip Osteoarthritis? Clin Orthop Relat Res 2024; 482:633-644. [PMID: 38393957 PMCID: PMC10937005 DOI: 10.1097/corr.0000000000003003] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/09/2023] [Accepted: 01/11/2024] [Indexed: 02/25/2024]
Abstract
BACKGROUND Mental health characteristics such as negative mood, fear avoidance, unhelpful thoughts regarding pain, and low self-efficacy are associated with symptom intensity and capability among patients with hip and knee osteoarthritis (OA). Knowledge gaps remain regarding the conceptual and statistical overlap of these constructs and which of these are most strongly associated with capability in people with OA. Further study of these underlying factors can inform us which mental health assessments to prioritize and how to incorporate them into whole-person, psychologically informed care. QUESTIONS/PURPOSES (1) What are the distinct underlying factors that can be identified using statistical grouping of responses to a multidimensional mental health survey administered to patients with OA? (2) What are the associations between these distinct underlying factors and capability in knee OA (measured using the Knee Injury and Osteoarthritis Outcome Score, Joint Replacement [KOOS JR]) and hip OA (measured using Hip Disability and Osteoarthritis Outcome Score, Joint Replacement [HOOS JR]), accounting for sociodemographic and clinical factors? METHODS We performed a retrospective cross-sectional analysis of adult patients who were referred to our program with a primary complaint of hip or knee pain secondary to OA between October 2017 and December 2020. Of the 2006 patients in the database, 38% (760) were excluded because they did not have a diagnosis of primary osteoarthritis, and 23% (292 of 1246) were excluded owing to missing data, leaving 954 patients available for analysis. Seventy-three percent (697) were women, with a mean age of 61 ± 10 years; 65% (623) of patients were White, and 52% (498) were insured under a commercial plan or via their employer. We analyzed demographic data, patient-reported outcome measures, and a multidimensional mental health survey (the 10-item Optimal Screening for Prediction of Referral and Outcome-Yellow Flag [OSPRO-YF] assessment tool), which are routinely collected for all patients at their baseline new-patient visit. To answer our first question about identifying underlying mental health factors, we performed an exploratory factor analysis of the OSPRO-YF score estimates. This technique helped identify statistically distinct underlying factors for the entire cohort based on extracting the maximum common variance among the variables of the OSPRO-YF. The exploratory factor analysis established how strongly different mental health characteristics were intercorrelated. A scree plot technique was then applied to reduce these factor groupings (based on Eigenvalues above 1.0) into a set of distinct factors. Predicted factor scores of these latent variables were generated and were subsequently used as explanatory variables in the multivariable analysis that identified variables associated with HOOS JR and KOOS JR scores. RESULTS Two underlying mental health factors were identified using exploratory factor analysis and the scree plot; we labeled them "pain coping" and "mood." For patients with knee OA, after accounting for confounders, worse mood and worse pain coping were associated with greater levels of incapability (KOOS JR) in separate models but when analyzed in a combined model, pain coping (regression coefficient -4.3 [95% confidence interval -5.4 to -3.2], partial R 2 0.076; p < 0.001) had the strongest relationship, and mood was no longer associated. Similarly, for hip OA, pain coping (regression coefficient -5.4 [95% CI -7.8 to -3.1], partial R 2 0.10; p < 0.001) had the strongest relationship, and mood was no longer associated. CONCLUSION This study simplifies the multitude of mental health assessments into two underlying factors: cognition (pain coping) and feelings (mood). When considered together, the association between capability and pain coping was dominant, signaling the importance of a mental health assessment in orthopaedic care to go beyond focusing on unhelpful feelings and mood (assessment of depression and anxiety) alone to include measures of pain coping, such as the Pain Catastrophizing Scale or Tampa Scale for Kinesiophobia, both of which have been used extensively in patients with musculoskeletal conditions. LEVEL OF EVIDENCE Level III, prognostic study.
Collapse
Affiliation(s)
- Prakash Jayakumar
- The Musculoskeletal Institute, The University of Texas at Austin, Dell Medical School, Austin, TX, USA
- Department of Orthopaedic Surgery, Duke University, Durham, NC, USA
- Duke-Margolis Center for Health Policy, Duke University, Durham, NC, USA
- Practice Transformation Unit, Department of Orthopaedic Surgery, Duke University, Durham, NC, USA
| | - Tom J. Crijns
- Department of Orthopaedic Surgery, Mayo Clinic, Phoenix, AZ, USA
| | - Will Misciagna
- The Musculoskeletal Institute, The University of Texas at Austin, Dell Medical School, Austin, TX, USA
| | - Olivia Manickas-Hill
- Department of Orthopaedic Surgery, Duke University, Durham, NC, USA
- Practice Transformation Unit, Department of Orthopaedic Surgery, Duke University, Durham, NC, USA
| | - Morven Malay
- Practice Transformation Unit, Department of Orthopaedic Surgery, Duke University, Durham, NC, USA
- Department of Physical Therapy and Occupational Therapy, Duke University, Durham, NC, USA
| | - William Jiranek
- Department of Orthopaedic Surgery, Duke University, Durham, NC, USA
- Practice Transformation Unit, Department of Orthopaedic Surgery, Duke University, Durham, NC, USA
| | - Richard C. Mather
- Department of Orthopaedic Surgery, Duke University, Durham, NC, USA
- Duke-Margolis Center for Health Policy, Duke University, Durham, NC, USA
- Practice Transformation Unit, Department of Orthopaedic Surgery, Duke University, Durham, NC, USA
| | - Trevor A. Lentz
- Department of Orthopaedic Surgery, Duke University, Durham, NC, USA
- Duke-Margolis Center for Health Policy, Duke University, Durham, NC, USA
- Duke Clinical Research Institute, Duke University, Durham, NC, USA
| |
Collapse
|
11
|
Shan Y, Lu H, Liu X, Chen R, Shang J. Predictors of self-regulation fatigue patterns in patients before total knee arthroplasty: A cross-sectional study. Geriatr Nurs 2024; 55:21-28. [PMID: 37967478 DOI: 10.1016/j.gerinurse.2023.10.021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2023] [Revised: 10/18/2023] [Accepted: 10/19/2023] [Indexed: 11/17/2023]
Abstract
BACKGROUND Patients with total knee arthroplasty encounter stressful events that consume their coping resources, resulting in self-control fatigue. Few studies have focused on this phenomenon. AIM To identify subgroups of patients before total knee arthroplasty according to the heterogeneous patterns of self-regulation fatigue and to analyse the predictors of subtypes. METHODS A total of 210 patients awaiting total knee arthroplasty were enrolled. Data of demographic characteristics, clinical characteristics, psychological and social factors were collected. Latent profile analysis was employed to define the subgroups. Predictors of patterns were identified using multinomial logistic regression. RESULTS Three latent classes were identified: the low, medium, and high self-regulation fatigue classes. For the high self-regulation fatigue class, lower levels of hope, social support, self-efficacy and education were major predictors. CONCLUSION These predictors of patients with different levels of self-regulation fatigue provide evidence for the identification of vulnerable populations and lay a foundation for targeted interventions.
Collapse
Affiliation(s)
- Yawei Shan
- School of nursing, Shanghai University of Traditional Chinese Medicine, Shanghai, China.
| | - Haiying Lu
- School of nursing, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Xiaoyu Liu
- School of nursing, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Ru Chen
- Department of nursing, Guanghua Hospital affiliated to Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Jing Shang
- School of nursing, Naval Medical University, Shanghai, China
| |
Collapse
|
12
|
Czerwonka N, Gupta P, Desai SS, Hickernell TR, Neuwirth AL, Trofa DP. Patient-reported outcomes measurement information system instruments in knee arthroplasty patients: a systematic review of the literature. Knee Surg Relat Res 2023; 35:27. [PMID: 38041197 PMCID: PMC10690965 DOI: 10.1186/s43019-023-00201-6] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/03/2023] [Accepted: 11/07/2023] [Indexed: 12/03/2023] Open
Abstract
BACKGROUND The purpose of this study is to provide a systematic review of the literature pertaining to Patient-Reported Outcome Measurement Information System (PROMIS) validation and utilization as an outcomes metric in total knee arthroplasty (TKA) patients. This is the first systematic review on PROMIS use in total knee arthroplasty patients. METHODS A systematic search of the Pubmed/MEDLINE and Embase databases was performed according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines. Study characteristics, patient demographics, psychometric properties (Pearson and Spearman correlation) with legacy patient-reported outcome measurement (PROM) instruments, floor and ceiling effects, responsiveness, and minimum clinically important difference (MCID) and PROMIS outcomes were recorded and analyzed. RESULTS Fifteen studies investigating PROMIS in 11,140 patients were included. The weighted-average Pearson correlation coefficient comparing PROMIS domains with legacy patient-reported outcome measurements in total knee arthroplasty patients was 0.62 [standard error (SE) = 0.06] and the weighted-average Spearman correlation comparing PROMIS domains with legacy patient-reported outcome measurements in total knee arthroplasty patients was 0.59 (SE = 0.06), demonstrating moderate-to-strong correlation and validity. There were no differences in weighted average floor [0.03% (SE = 3.1) versus 0% (SE = 0.1) versus 0.01% (SE = 1.1); p = 0.25] or ceiling effects [0.01% (SE = 0.7) versus 0.02% (SE = 1.4) versus 0.04% (SE = 3.5); p = 0.36] between PROMIS and legacy instruments. The weighted average for percentage of patients achieving MCID was 59.1% for global physical health (GPH), 26.0% for global mental health (GMH), 52.7% for physical function (PF), 67.2% for pain interference (PI), and 37.2% for depression. CONCLUSION Notably, PROMIS global physical health, physical function, and pain interference were found to be significantly responsive, with PROMIS pain interference most effectively capturing clinical improvement as evidenced by the achievement of MCID.
Collapse
Affiliation(s)
- Natalia Czerwonka
- Department of Orthopedic Surgery, Columbia University Irving Medical Center, New York-Presbyterian Hospital, 622 W 168th St., PH11-Center Wing, New York, NY, 10032, USA.
| | - Puneet Gupta
- Department of Orthopedic Surgery, Columbia University Irving Medical Center, New York-Presbyterian Hospital, 622 W 168th St., PH11-Center Wing, New York, NY, 10032, USA
- George Washington University School of Medicine, 2300 I St NW, Washington, DC, 20052, USA
| | - Sohil S Desai
- Department of Orthopedic Surgery, Columbia University Irving Medical Center, New York-Presbyterian Hospital, 622 W 168th St., PH11-Center Wing, New York, NY, 10032, USA
| | - Thomas R Hickernell
- Department of Orthopedic Surgery, Columbia University Irving Medical Center, New York-Presbyterian Hospital, 622 W 168th St., PH11-Center Wing, New York, NY, 10032, USA
| | - Alexander L Neuwirth
- Department of Orthopedic Surgery, Columbia University Irving Medical Center, New York-Presbyterian Hospital, 622 W 168th St., PH11-Center Wing, New York, NY, 10032, USA
| | - David P Trofa
- Department of Orthopedic Surgery, Columbia University Irving Medical Center, New York-Presbyterian Hospital, 622 W 168th St., PH11-Center Wing, New York, NY, 10032, USA
| |
Collapse
|
13
|
Wilson CD, Villamaria LJ, Welling BD, Hammonds KAP, Robin BN. Resilience correlates with patient-reported outcome measures at a minimum of 2 years after arthroscopic rotator cuff repair. Shoulder Elbow 2023; 15:81-86. [PMID: 37974612 PMCID: PMC10649481 DOI: 10.1177/17585732231170300] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/21/2022] [Revised: 03/16/2023] [Accepted: 03/19/2023] [Indexed: 11/19/2023]
Abstract
Aims We aimed to evaluate the correlation between preoperative and postoperative resilience scores and postoperative outcomes at minimum 2-year follow-up after arthroscopic rotator cuff repair. Methods We prospectively enrolled 98 patients who underwent rotator cuff repair. We assessed resilience using the Brief Resilience Scale. Postoperatively, we obtained patient-reported outcomes measures including American Society of Shoulder and Elbow Surgeons scores, Single Assessment Numeric Evaluation, and Patient-Reported Outcome Measurement Information System Global Health-10 at minimum 2-year follow-up. We used Spearman correlation coefficients (r) to assess the relationship between variables. Results Ninety-one of 98 patients (93%) provided follow-up at an average of 32 months. Preoperative Brief Resilience Scale did not show a statistically significant correlation with American Society of Shoulder and Elbow Surgeons (r = 0.156; p = 0.142). However, preoperative Brief Resilience Scale showed statistically significant correlations with Patient-Reported Outcome Measurement Information System Global Health-10 (r = 0.290; p = 0.005) and Single Assessment Numeric Evaluation (r = 0.259; p = 0.014). Postoperative Brief Resilience Scale showed statistically significant correlations with American Society of Shoulder and Elbow Surgeons (r = 0.291; p = 0.005), Single Assessment Numeric Evaluation (r = 0.384; p < 0.001) and Patient-Reported Outcome Measurement Information System Global Health-10 (r = 0.515; p < 0.001). Discussion Resilience may be a valuable predictor of patients at risk of having suboptimal outcomes after rotator cuff repair and a target to improve surgical outcomes through non-surgical means.
Collapse
Affiliation(s)
- Charlie D Wilson
- Department of Orthopedic Surgery, Baylor Scott & White Health, Temple, TX, USA
| | - Luke J Villamaria
- Department of Orthopedic Surgery, Baylor Scott & White Health, Temple, TX, USA
| | - Benjamin D Welling
- MultiCare Rockwood Northpointe Orthopedics and Sports Medicine, Spokane, WA, USA
| | | | - Brett N Robin
- Advanced Orthopedics, Advanced Pain Care, Killeen, TX, USA
| |
Collapse
|
14
|
Chaudhry YP, Mekkawy KL, Wenzel A, Campbell C, Sterling RS, Khanuja HS. Comparing Pain and Pain Coping Mechanisms in Patients Undergoing Total Joint Arthroplasty as Part of a Mission Trip to Those in the United States. J Arthroplasty 2023; 38:1700-1704.e6. [PMID: 37054927 DOI: 10.1016/j.arth.2023.04.001] [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: 11/20/2022] [Revised: 03/28/2023] [Accepted: 04/03/2023] [Indexed: 04/15/2023] Open
Abstract
BACKGROUND Access to total joint arthroplasty can be difficult in low-resource settings. Service trips are conducted to provide arthroplasty care to populations in need around the world. This study aimed to compare the pain, function, surgical expectations, and coping mechanisms of patients from one such service trip to the United States. METHODS In 2019, the Operation Walk program conducted a service trip in Guyana during which 50 patients had hip or knee arthroplasties. Patient demographics, patient-reported outcome measures, questionnaires assessing pain attitudes and coping, and pain visual analog scales were collected preoperatively and at 3 months postoperatively. These outcomes were compared with a matched cohort of elective total joint arthroplasty at a US tertiary care medical center. There were 37 patients matched between the 2 cohorts. RESULTS The mission cohort had significantly lower preoperative self-reported function scores than the US cohort (38.3 versus 47.5, P = .003), as well as a significantly larger improvement at 3 months (42.4 versus 26.4, P = .014). The mission cohort had significantly higher initial pain (8.0 versus 7.0, P = .015), but there were no differences with regard to pain at 3 months (P = .420) or change in pain (P = .175). The mission cohort had significantly greater preoperative scores in pain attitude and coping responses. CONCLUSION Patients in low-resource settings were more likely to have preoperative functional limitations and pain, and they coped with pain through prayer. Understanding the key differences between these 2 types of populations and how they approach pain and functional limitations may help improve care for each group. LEVEL OF EVIDENCE II, prospective study.
Collapse
Affiliation(s)
- Yash P Chaudhry
- Department of Orthopaedic Surgery, Philadelphia College of Osteopathic Medicine, Philadelphia, Pennsylvania
| | - Kevin L Mekkawy
- Department of Orthopaedic Surgery, The Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Alyssa Wenzel
- Department of Orthopaedic Surgery, The Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Claudia Campbell
- Psychiatry and Behavioral Sciences, The Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Robert S Sterling
- Department of Orthopaedic Surgery, The Johns Hopkins University School of Medicine, Baltimore, Maryland
| | - Harpal S Khanuja
- Department of Orthopaedic Surgery, The Johns Hopkins University School of Medicine, Baltimore, Maryland
| |
Collapse
|
15
|
Cowen ME, Zheng H, Hughes RE, Franklin PD, Masini MA, Hallstrom BR. How Much Perioperative Pain and Dysfunction Underlie the HOOS JR and KOOS JR? Clin Orthop Relat Res 2023; 481:1800-1810. [PMID: 36917176 PMCID: PMC10427044 DOI: 10.1097/corr.0000000000002606] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/09/2022] [Revised: 12/09/2022] [Accepted: 01/30/2023] [Indexed: 03/16/2023]
Abstract
BACKGROUND The Hip Disability and Osteoarthritis Outcome Score Joint Replacement (HOOS JR) and Knee Injury and Osteoarthritis Outcome Score Joint Replacement (KOOS JR) scores represent pain and dysfunction as a single number ranging from 0 (extreme pain and dysfunction) to 100 (no pain or functional limitations). However, scores between 0 and 100 lack a simple interpretation because they reflect varying combinations of pain levels and dysfunction. Given that most adverse events and improvement occur within the first 90 days after surgery, a deeper understanding of the level of pain and dysfunction may reveal missed opportunities for patient care. QUESTIONS/PURPOSES (1) What does a given preoperative or postoperative HOOS JR and KOOS JR score indicate about pain and ability to perform daily activities? (2) How much of a change in score (that is, delta) is needed to indicate significant improvement in pain control and daily functioning? METHODS The Michigan Arthroplasty Registry Collaborative Quality Initiative contains more than 95% of THAs and TKAs performed in Michigan. Between January 2017 and March 2019, 84,175 people in the registry underwent primary THA or TKA and were potentially eligible for this retrospective, comparative study of the first 90 postoperative days. Eighty-four percent (70,608 of 84,175) were excluded because their surgeons did not attain a target survey collection proportion of 70% and another 6% (5042) were missing covariate information or surveys, leaving 10% (8525) for analysis. The mean age and percentage of women were 65 ± 11 years and 55% (2060 of 3716), respectively, for patients undergoing THA and 67 ± 9 years and 61% (2936 of 4809), respectively, for those undergoing TKA. There were no clinically meaningful differences between patients who were analyzed and those who were excluded except for lower representation of non-White patients in the analyzed group. For interpretation, patient responses to Question 7 (pain) and Question 6 (function) from the Patient-Reported Outcomes Measurement Information System global items (PROMIS-10) were dichotomized into "much pain" (rating of pain 4 to 10 of 10) versus "less pain" (rating of ≤ 3) and "good function" (able to perform most activities) versus "poor function" (not able to perform most activities) and combined into four pain-function categories. We examined the mean preoperative and postoperative HOOS JR and KOOS JR scores for each pain-function category, adjusted for patient characteristics. We calculated the size of the delta associated with an increase to a more favorable category postoperatively (versus staying in the same or worse category) via multivariable logistic regression that controlled for patient characteristics. RESULTS Patients in the least favorable "much pain, poor function" category preoperatively had adjusted mean scores of 40 (95% confidence interval 39 to 41) for both the HOOS JR and KOOS JR. Those with mixed levels of pain and function had mean scores between 46 and 55. Those in the most favorable "less pain, good function" category had means of 60 (95% CI 58 to 62) and 59 (95% CI 58 to 61) for the HOOS JR and KOOS JR, respectively. The adjusted delta to achieve a pain level of ≤ 3 or the ability to perform most activities was 30 (95% CI 26 to 36) on the HOOS JR and 27 (95% CI 22 to 29) on the KOOS JR scales. CONCLUSION These adjusted means of the HOOS JR and KOOS JR provide context for understanding the levels of pain and dysfunction for individuals as well for patients reported in other studies. Potential quality improvement efforts could include tracking the proportion of patients with THA or TKA who achieved a sufficient delta to attain pain levels of ≤ 3 or the ability to perform most activities. Future studies are needed to understand pain and function represented by the HOOS JR and KOOS JR at 1 to 2 years, how these may differ by patient subgroups, and whether scores can be improved through quality improvement efforts. LEVEL OF EVIDENCE Level III, therapeutic study.
Collapse
Affiliation(s)
| | - Huiyong Zheng
- Michigan Arthroplasty Registry Collaborative Quality Initiative, Ann Arbor, MI, USA
| | | | | | | | | |
Collapse
|
16
|
Hecht CJ, Burkhart RJ, Karimi AH, Acuña AJ, Kamath AF. What is the Association Between Clinically Diagnosed Psychiatric Illness and Total Joint Arthroplasty? A Systematic Review Evaluating Outcomes, Healthcare Use, and Patient-reported Outcome Measures. Clin Orthop Relat Res 2023; 481:947-964. [PMID: 36730492 PMCID: PMC10097587 DOI: 10.1097/corr.0000000000002481] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/01/2022] [Accepted: 10/12/2022] [Indexed: 02/04/2023]
Abstract
BACKGROUND Studies evaluating the effects of a psychiatric illness on orthopaedic surgical outcomes have yielded mixed results. Because awareness of patient comorbid mental health disorders has become increasingly important to tailor treatment plans, the aim of our systematic review was to present the findings of all studies reporting on the association between clinically diagnosed psychiatric illnesses and total joint arthroplasty (TJA) outcomes and evaluate the quality of evidence to provide a comprehensive summary. QUESTION/PURPOSE Is there a consistently reported association between comorbid psychiatric illness and (1) complication risk, (2) readmission rates, (3) healthcare use and discharge disposition, and (4) patient-reported outcome measures (PROMs) after TJA? METHODS The PubMed, EBSCO host, Medline, and Google Scholar electronic databases were searched on April 9, 2022, to identify all studies that evaluated outcomes after TJA in patients with a comorbid clinically diagnosed mental health disorder between January 1, 2000, and April 1, 2022. Studies were included if the full-text article was available in English, reported on primary TJA outcomes in patients with clinically diagnosed mental health disorders, included patients undergoing TJA without a psychiatric illness for comparison, and had a minimum follow-up time of 30 days for evaluating readmission rates, 90 days for other perioperative outcomes such as length of stay and complications, and 1-year minimum follow-up if assessing PROMs. Studies that used a mental health screening examination instead of clinical diagnoses were excluded to isolate for verified psychiatric illnesses. Additionally, systematic reviews, case reports, duplicate studies between the databases, and gray literature were excluded. Twenty-one studies were included in our final analysis comprising 31,023,713 patients with a mean age range of 57 to 69 years. Mental health diagnoses included depression, anxiety, bipolar disorder, schizophrenia, major personality disorder, and psychosis as well as concomitant mental disorders. Two reviewers independently evaluated the quality of included studies using the Methodological Index for Nonrandomized Studies (MINORS) tool. The mean MINORS score was 19.5 ± 0.91 of 24, with higher scores representing better study quality. All the articles included were retrospective, comparative studies. Given the heterogeneity of the included studies, a meta-analysis was not performed, and results are instead presented descriptively. RESULTS Patients with schizophrenia were consistently reported to have higher odds of medical and surgical complications than patients without psychiatric illness, particularly anemia and respiratory complications. Among studies with the largest sample sizes, patients with depression alone or depression and anxiety had slightly higher odds of complications. Most studies identified higher odds of readmission among patients with depression, schizophrenia, and severe mental illness after TJA. However, for anxiety, there was no difference in readmission rates compared with patients without psychiatric illness. Slightly higher odds of emergency department visits were reported for patients with depression, anxiety, concomitant depression and anxiety, and severe mental illness across studies. When evaluating healthcare use, articles with the largest sample sizes reporting on depression and length of stay or discharge disposition found modestly longer length of stay and greater odds of nonhome discharge among patients with depression. Although several studies reported anxiety was associated with slightly increased total costs of hospitalization, the most robust studies reported no difference or slightly shorter average length of stay. However, the included studies only reported partial economic analyses of cost, leading to relatively superficial evidence. Patients with schizophrenia had a slightly longer length of stay and modestly lower odds of home discharge and cost. Likewise, patients with concomitant depression and anxiety had a slightly longer average length of stay, according to the two articles reporting on more than 1000 patients. Lastly, PROM scores were worse in patients with depression at a minimum follow-up of 1 year after TJA. For anxiety, there was no difference in improvement compared with patients without mental illness. CONCLUSION Our systematic review found that individuals with psychiatric illness had an increased risk of postoperative complications, increased length of stay, higher costs, less frequent home discharge, and worse PROM scores after TJA. These findings encourage inclusion of comorbid psychiatric illness when risk-stratifying patients. Attention should focus on perioperative interventions to minimize the risk of thromboembolic events, anemia, bleeding, and respiratory complications as well as adequate pain management with drugs that do not exacerbate the likelihood of these adverse events to minimize emergency department visits and readmissions. Future studies are needed to compare patients with concomitant psychiatric illnesses such as depression and anxiety with patients with either diagnosis in isolation, instead of only comparing patients with concomitant diagnoses with patients without any psychiatric illnesses. Similarly, the results of targeted interventions such as cognitive behavioral therapy are needed to understand how orthopaedic surgeons might improve the quality of care for patients with a comorbid psychiatric illness.
Collapse
Affiliation(s)
- Christian J. Hecht
- Department of Orthopaedic Surgery, Cleveland Clinic Foundation, Cleveland, OH, USA
| | - Robert J. Burkhart
- Department of Orthopaedic Surgery, Cleveland Clinic Foundation, Cleveland, OH, USA
| | - Amir H. Karimi
- Department of Orthopaedic Surgery, Cleveland Clinic Foundation, Cleveland, OH, USA
| | - Alexander J. Acuña
- Department of Orthopaedic Surgery, Cleveland Clinic Foundation, Cleveland, OH, USA
| | - Atul F. Kamath
- Department of Orthopaedic Surgery, Cleveland Clinic Foundation, Cleveland, OH, USA
| |
Collapse
|
17
|
Kung JE, Kaveeshwar S, Rocca M, Rivkin D, Hartline J, Packer JD, Meredith SJ, Leong NL, Henn RF. PROMIS cluster analysis predicts two-year outcomes in knee surgery patients. J Orthop 2023; 39:59-65. [PMID: 37125017 PMCID: PMC10139851 DOI: 10.1016/j.jor.2023.04.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/05/2022] [Revised: 03/26/2023] [Accepted: 04/05/2023] [Indexed: 05/02/2023] Open
Abstract
Aims & objectives Meaningful clinical interpretation of orthopaedic patient-reported outcome scores remains challenging. Grouping scores may be more meaningful than individual score analysis. The purpose of this study was to determine if grouping knee surgery patients into four preoperative Patient-Reported Outcomes Measurement Information System (PROMIS) clusters would have prognostic value for two-year postoperative outcomes. Materials & methods 488 of 697 (70%) patients undergoing elective knee surgery at a single urban institution were enrolled in an orthopaedic registry and completed two-year follow up. Patients were administered questionnaires for PROMIS, International Knee Documentation Committee Score (IKDC), Marx Activity Rating Scale (MARS), and Surgical Satisfaction (SSQ-8). A k-means cluster analysis was performed to identify preoperative PROMIS clusters. Chi-square or Kruskal-Wallis tests were conducted for bivariate analyses. Least-squares multiple linear regression models were performed to identify if cluster group was an independent predictor. Results Cluster analysis revealed four clusters of patients. Psychological distress was most significant in determining classification. More impaired clusters were associated with higher rates of arthroplasty, African American race, preoperative opioid use, lower income, higher comorbidity index, and other sociodemographic and operative factors. Worse preoperative cluster status was associated with higher chance of achieving minimally clinically important change (MCID) on all metrics except PROMIS Pain Interference (PI), IKDC, and MARS. Multivariable analysis confirmed better preoperative cluster as predictive of better PROMIS Physical Function (PF), PI, IKDC scores, and satisfaction. Worse preoperative cluster was predictive of greater improvement on PF and PI but not IKDC. Conclusion Preoperative PROMIS clusters have prognostic value in predicting outcomes for knee surgery patients. Better preoperative cluster function predicts superior outcomes. While worse preoperative cluster predicts worse outcome, all clusters still significantly improve, so worse preoperative cluster is not a contraindication to surgery.
Collapse
Affiliation(s)
- Justin E. Kung
- Department of Orthopaedics, University of Maryland School of Medicine, Baltimore, MD, USA
- Orthopedic Surgery, Prisma Health Midlands/University of South Carolina, Columbia, SC, USA
| | - Samir Kaveeshwar
- Department of Orthopaedics, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Michael Rocca
- Department of Orthopaedics, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Daniel Rivkin
- Department of Orthopaedics, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Jacob Hartline
- Department of Orthopaedics, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Jonathan D. Packer
- Department of Orthopaedics, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Sean J. Meredith
- Department of Orthopaedics, University of Maryland School of Medicine, Baltimore, MD, USA
| | - Natalie L. Leong
- Department of Orthopaedics, University of Maryland School of Medicine, Baltimore, MD, USA
| | - R. Frank Henn
- Department of Orthopaedics, University of Maryland School of Medicine, Baltimore, MD, USA
| |
Collapse
|
18
|
Caldo D, Bologna S, Conte L, Amin MS, Anselma L, Basile V, Hossain MM, Mazzei A, Heritier P, Ferracini R, Kon E, De Nunzio G. Machine learning algorithms distinguish discrete digital emotional fingerprints for web pages related to back pain. Sci Rep 2023; 13:4654. [PMID: 36944759 PMCID: PMC10030566 DOI: 10.1038/s41598-023-31741-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2022] [Accepted: 03/16/2023] [Indexed: 03/23/2023] Open
Abstract
Back pain is the leading cause of disability worldwide. Its emergence relates not only to the musculoskeletal degeneration biological substrate but also to psychosocial factors; emotional components play a pivotal role. In modern society, people are significantly informed by the Internet; in turn, they contribute social validation to a "successful" digital information subset in a dynamic interplay. The Affective component of medical pages has not been previously investigated, a significant gap in knowledge since they represent a critical biopsychosocial feature. We tested the hypothesis that successful pages related to spine pathology embed a consistent emotional pattern, allowing discrimination from a control group. The pool of web pages related to spine or hip/knee pathology was automatically selected by relevance and popularity and submitted to automated sentiment analysis to generate emotional patterns. Machine Learning (ML) algorithms were trained to predict page original topics from patterns with binary classification. ML showed high discrimination accuracy; disgust emerged as a discriminating emotion. The findings suggest that the digital affective "successful content" (collective consciousness) integrates patients' biopsychosocial ecosystem, with potential implications for the emergence of chronic pain, and the endorsement of health-relevant specific behaviors. Awareness of such effects raises practical and ethical issues for health information providers.
Collapse
Affiliation(s)
| | | | - Luana Conte
- Mathematics and Physics Department "Ennio de Giorgi", University of Salento, Lecce, Italy
| | | | - Luca Anselma
- Informatic Department, Turin University, Turin, Italy
| | | | | | | | - Paolo Heritier
- Digspes Department, Oriental Piedmont University, Alessandria, Italy
| | | | | | - Giorgio De Nunzio
- Mathematics and Physics Department "Ennio de Giorgi", University of Salento, Lecce, Italy
| |
Collapse
|
19
|
van der List JP, Benner JL, Temmerman OPP, Keijser LCM. Preoperative Pain Catastrophizing Prior to Total Knee Arthroplasty is Associated With Worse Preoperative Symptoms and More Clinical Improvement: A Prospective Comparative Study. J Arthroplasty 2023; 38:470-475. [PMID: 36126888 DOI: 10.1016/j.arth.2022.09.016] [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: 07/01/2022] [Revised: 09/12/2022] [Accepted: 09/13/2022] [Indexed: 02/02/2023] Open
Abstract
BACKGROUND Total knee arthroplasty (TKA) is a reliable procedure for end-stage osteoarthritis with excellent long-term survivorship, but approximately 15% of patients are not satisfied. Pain catastrophizing (PC) has been proposed as a potential cause but current evidence is limited to smaller studies with short-term follow-up. Our goal was to assess outcomes following TKA in a large cohort with and without PC. METHODS A prospective comparative study was performed with patients undergoing unilateral primary TKA between 2019 and 2021 with 2-year follow-up. All patients completed a PC Scale questionnaire preoperatively and a score of minimum 30 was considered PC. Outcomes consisted of Knee injury and Osteoarthritis Outcome Score-Physical Function Shortform (KOOS-PS), Oxford Knee Score (OKS), numeric rating scale Pain, and aseptic revisions. Ultimately, 301 patients were included (mean age 69 years [range, 30-92 years], with 60.8% women). Forty four patients (14.6%) had PC. RESULTS Preoperatively, PC patients had inferior KOOS-PS, inferior OKS, and more pain than non-PC patients (all P < .001). PC patients had more improvement from preoperatively to 6 months postoperatively for KOOS-PS, OKS, and pain (all P < .05) and to 12 months for KOOS-PS and OKS (both P < .005). Similarly, PC patients had more improvement from preoperative to 24 months for OKS (P = .003). At 24 months, however, PC patients reported more pain than non-PC patients. There was no difference in revision rates (P = .192). CONCLUSION Patients who had PC reported worse function and pain preoperatively but had more improvement to 6 months and 12 months postoperatively. At 24 months, similar subjective function was noted, although PC patients reported more pain.
Collapse
Affiliation(s)
- Jelle P van der List
- Centre for Orthopedic Research Alkmaar (CORAL), Alkmaar, The Netherlands; Department of Orthopaedic Surgery and Sports Medicine, Amsterdam UMC location AMC, Amsterdam, The Netherlands; Amsterdam Movement Sciences, Sports, Amsterdam, The Netherlands
| | - Joyce L Benner
- Centre for Orthopedic Research Alkmaar (CORAL), Alkmaar, The Netherlands; Department of Orthopaedic Surgery, NorthWest Clinics, Alkmaar, The Netherlands; Department of Human Movement Sciences, Faculty of Behavioral and Movement Sciences, Vrije Universiteit Amsterdam, Amsterdam Movement Sciences, Amsterdam, The Netherlands
| | - Olivier P P Temmerman
- Centre for Orthopedic Research Alkmaar (CORAL), Alkmaar, The Netherlands; Department of Orthopaedic Surgery, NorthWest Clinics, Alkmaar, The Netherlands
| | - Lucien C M Keijser
- Centre for Orthopedic Research Alkmaar (CORAL), Alkmaar, The Netherlands; Department of Orthopaedic Surgery, NorthWest Clinics, Alkmaar, The Netherlands
| |
Collapse
|
20
|
Hsieh CM, Chiu AF, Huang CH. Association between Psychological Resilience and Self-Rated Health in Patients with Knee Osteoarthritis. Healthcare (Basel) 2023; 11:healthcare11040529. [PMID: 36833062 PMCID: PMC9957239 DOI: 10.3390/healthcare11040529] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2022] [Revised: 02/04/2023] [Accepted: 02/07/2023] [Indexed: 02/17/2023] Open
Abstract
This study aimed to evaluate whether psychological resilience is an independent factor of self-rated health (SRH) among patients with knee osteoarthritis (KOA). A cross-sectional study with convenience sampling was designed. Patients with doctor-diagnosed KOA were recruited from the orthopedic outpatient departments of a hospital in southern Taiwan. Psychological resilience was measured by the 10-item Connor-Davidson Resilience Scale (CD-RISC-10), and SRH was measured by three items, including the current SRH, the preceding year-related SRH, and age-related SRH. The three-item SRH scale was categorized as "high" and "low-moderate" groups by terciles. Covariates included KOA history, site of knee pain, joint-specific symptoms measured by the Western Ontario and McMaster Universities Osteoarthritis Index (WOMAC), comorbidity measured by Charlson Comorbidity Index, and demographic variables (i.e., age, sex, education attainment, and living arrangements). A multiple logistic regression was used to detect the independent variables with significant odds ratios that can predict "high" SRH among participants. Results: In total, 98 patients with KOA (66 women and 32 men) with a mean age (±SD) of 68.3 ± 8.5 years were enrolled and were analyzed. A total of 38.8% (n = 38) of participants were categorized as "high SRH", while 61.2% (n = 60) were categorized as "low-moderate SRH". Multiple logistic regression showed that CD-RISC-10 had an increased odds ratio (OR) for high SRH (OR [95% CI] = 1.061 [1.003-1.122]; p = 0.038), whereas bilateral pain (vs. unilateral pain), WOMAC stiffness, and WOMAC physical limitation showed a decreased OR for high SRH (0.268 [0.098-0.732], 0.670 [0.450-0.998], and 0.943 [0.891-0.997], respectively). Our findings provide evidence indicating that psychological resilience plays a significant positive role in the SRH in our study sample. Further research is required to extend the growing knowledge regarding the application of psychological resilience on KOA.
Collapse
Affiliation(s)
- Chun-Man Hsieh
- Department of Nursing, Tajen University, Pingtung 90741, Taiwan
| | - Aih-Fung Chiu
- Department of Nursing, Meiho University, Pingtung 91202, Taiwan
- Correspondence: ; Tel.: +886-8-7799821 (ext. 8767)
| | - Chin-Hua Huang
- Department of Information Engineering, I-Shou University, Kaohsiung 84001, Taiwan
- Department of Health Business Administration, Meiho University, Pingtung 91202, Taiwan
| |
Collapse
|
21
|
Karimijashni M, Yoo S, Barnes K, Poitras S. Pre- and Post-Operative Rehabilitation Interventions in Patients at Risk of Poor Outcomes Following Knee or Hip Arthroplasty: Protocol for Two Systematic Reviews. ADVANCES IN REHABILITATION SCIENCE AND PRACTICE 2023; 12:27536351231170956. [PMID: 37188054 PMCID: PMC10176557 DOI: 10.1177/27536351231170956] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/08/2022] [Accepted: 04/04/2023] [Indexed: 05/17/2023]
Abstract
Objective Total knee (TKA) and hip arthroplasty (THA) are successful procedures in treating end-stage osteoarthritis when nonoperative treatments fail. However, a growing body of literature has been reporting suboptimal outcomes following TKA and THA. While pre- and post-operative rehabilitation is imperative to recovery, little is known about their effectiveness for patients at risk of poor outcomes. In the 2 systematic reviews with identical methodology, we aim to evaluate the effectiveness of (a) pre-operative and (b) post-operative rehabilitation interventions for patients at risk of poor outcomes following TKA and THA. Methods The 2 systematic reviews will follow the principles and recommendations outlined in the Cochrane Handbook. Only randomized controlled trials (RCTs) and pilot RCTs will be searched in 6 databases: CINAHL, MEDLINE, Embase, Web of Science, Pedro, and OTseeker. Eligible studies including patients at risk of poor outcomes and evaluating rehabilitation interventions following and preceding arthroplasty will be considered for inclusion. Primary outcomes will include performance-based tests and functional patient-reported outcome measures, and secondary outcomes will include health-related quality of life and pain. The quality of eligible RCTs will be evaluated using the Cochrane's risk of bias tool, and the strength of evidence will be assessed using the Grades of Recommendation, Assessment, Development, and Evaluation (GRADE). Discussion These reviews will synthesize the evidence regarding the effectiveness of pre-and post-operative rehabilitation interventions for patients at risk of poor outcomes, which in turn may inform practitioners and patients in planning and implementing the most optimal rehabilitation programs to achieve the best outcomes after arthroplasty. Systematic Review Registration PROSPERO CRD42022355574.
Collapse
Affiliation(s)
- Motahareh Karimijashni
- School of Rehabilitation Sciences,
Faculty of Health Sciences, University of Ottawa, Ottawa, ON, Canada
- Ottawa Hospital Research Institute,
Ottawa, ON, Canada
| | - Samantha Yoo
- School of Epidemiology and Public
Health, Faculty of Medicine, University of Ottawa, Ottawa, ON, Canada
| | - Keely Barnes
- School of Rehabilitation Sciences,
Faculty of Health Sciences, University of Ottawa, Ottawa, ON, Canada
- Ottawa Hospital Research Institute,
Ottawa, ON, Canada
- Bruyère Research Institute, Ottawa, ON,
Canada
| | - Stéphane Poitras
- School of Rehabilitation Sciences,
Faculty of Health Sciences, University of Ottawa, Ottawa, ON, Canada
- Stéphane Poitras, Faculty of Health
Sciences, School of Rehabilitation Sciences, University of Ottawa, 451 Smyth
Road, Ottawa, ON K1H 8M5, Canada.
| |
Collapse
|
22
|
March MK, Harmer AR, Thomas B, Maitland A, Black D, Dennis S. Does resilience predict hospital length of stay after total knee arthroplasty? A prospective observational cohort study. ARTHROPLASTY 2022; 4:27. [PMID: 35794680 PMCID: PMC9261017 DOI: 10.1186/s42836-022-00128-5] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2022] [Accepted: 05/25/2022] [Indexed: 11/10/2022] Open
Abstract
Abstract
Background
Resilience, or the ability to bounce back from stress, is a key psychological factor that is associated with ongoing functional independence and higher quality of life in older adults in the context of chronic health conditions. Emerging research has explored resilience and patient-reported outcomes after TKA. Our primary aim was to explore the relationship between resilience and acute hospital length of stay after total knee arthroplasty (TKA).
Methods
A prospective observational study recruited 75 participants one month before total knee arthroplasty from two Australian hospitals. Two preoperative psychological measures were used: the Brief Resilience Scale, and for comparison, the Depression, Anxiety and Stress Scale-21 (DASS-21). We collected sociodemographic, medical and surgical details, patient-reported pain, function, fatigue and quality of life one month before TKA. Health service data describing acute hospital length of stay, inpatient rehabilitation use, and physiotherapy occasions of service were collected after TKA. Non-parametric analysis was used to determine any differences in length of stay between those with low or high resilience and DASS-21 scores. Secondary regression analysis explored the preoperative factors affecting acute hospital length of stay.
Results
No significant difference was detected in length of stay between those with a low or a high resilience score before TKA. However, the group reporting psychological symptoms as measured by the DASS-21 before TKA had a significantly longer acute hospital length of stay after TKA compared to those with no psychological symptoms [median length of stay 6 (IQR 2.5) days vs. 5 (IQR 2) days, respectively (Mann-Whitney U = 495.5, P=0.03)]. Multivariate regression analysis showed that anesthetic risk score and fatigue were significant predictors of length of stay, with the overall model demonstrating significance (χ2=12.426, df = 4, P=0.014).
Conclusions
No association was detected between the brief resilience score before TKA and acute hospital length of stay after TKA, however, symptoms on the DASS-21 were associated with longer acute hospital length of stay. Preoperative screening for psychological symptoms using the DASS-21 is useful for health services to identify those at higher risk of longer acute hospital length of stay after TKA.
Collapse
|
23
|
The association of resilience, social connections, and internal locus of control with pain outcomes among older adults. Geriatr Nurs 2022; 48:43-50. [PMID: 36122517 DOI: 10.1016/j.gerinurse.2022.08.011] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2022] [Revised: 08/18/2022] [Accepted: 08/22/2022] [Indexed: 12/14/2022]
Abstract
Our objective was to investigate the hypothesis that psychological resources, including resilience, social connections, and internal locus of control, separately and in additive combinations, would be associated with selected pain outcomes: 1) days of opioid use and 2) medical/drug expenditures over 2 years. A mailed survey was sent to a stratified sample of older adults age≥65 with diagnosed back pain, osteoarthritis, and/or rheumatoid arthritis. Each of the resources was dichotomized as high/low and/or counted with equal weighting. Among respondents (N=3,131), the prevalence of mild/no and moderate/severe pain severity was 59% and 41%, respectively. As hypothesized, each resource was associated with lower levels of pain; additively, reported pain severity decreased as the number of resources increased. For moderate/severe pain, there was reduced opioid use among those with more resources; and, for mild/no pain, decreased medical/drug expenditures among those with ≥2 resources. Interventions that integrate psychological resources may enhance their effectiveness.
Collapse
|
24
|
Jayakumar P, Galea VP, Geng M, Moore MG, Bozic KJ, Koenig KM. Functional Outcomes of a Musculoskeletal Integrated Practice Providing Comprehensive Whole Person Care for Hip Osteoarthritis. J Arthroplasty 2022; 37:S471-S478.e1. [PMID: 35288247 DOI: 10.1016/j.arth.2022.03.019] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/02/2021] [Revised: 03/03/2022] [Accepted: 03/03/2022] [Indexed: 02/02/2023] Open
Abstract
BACKGROUND Outcomes of hip osteoarthritis (OA) management within integrated practice units (IPUs) are lacking. This study reports 6-month and 1-year patient-reported outcomes (PROs) of IPU care, the proportion of patients achieving minimal clinically important difference (MCID) and substantial clinical benefit (SCB) at 1 year, and baseline factors associated with the likelihood of achieving MCID and SCB. METHODS We retrospectively evaluated 1009 new patients presenting to an IPU with hip OA between October 2017 and June 2020. Patients experienced multidisciplinary team-based management. Individuals with baseline and 6-month PROs or baseline and 1-year PROs (Hip Disability and Osteoarthritis Outcome Score Joint Replacement, HOOS JR) were included. We used anchor-based MCID and SCB thresholds and multivariable binary logistic regression models to identify baseline factors associated with achieving 1-year MCID and SCB. RESULTS HOOS JR increased from baseline to 6 months (Δ = 19.1 ± 2.1, P = .065) and baseline to 1 year (Δ = 35.8 ± 2.9, P < .001). At 1 year, 72.7% (IPU only) and 88% (IPU-based total hip arthroplasty [THA]) achieved MCID (P < .001), and 62.3% (IPU only) and 88% (IPU-based THA) achieved SCB (P < .001). In multivariable regression, lower baseline HOOS JR scores (r = 0.96, P = .04), undergoing THA (r = 0.213, P < .001), and fewer symptoms of generalized anxiety (r = 0.932, P = .018) were independently associated with achieving MCID at 1 year. The same factors were independently associated with achieving SCB at 1 year. Lower baseline anxiety (Generalized Anxiety Disorder Questionnaire-7 item) and greater hip-related preoperative limitations result in greater likelihood of achieving MCID and SCB. CONCLUSION Significant improvements in patient outcomes can be achieved by IPUs providing comprehensive care for hip OA including the management of psychological distress. Future prospective studies should compare the outcomes of IPUs with traditional care in managing diverse patient phenotypes.
Collapse
Affiliation(s)
| | - Vincent P Galea
- The University of Texas at Austin, Dell Medical School, Austin, TX; New York Medical College, School of Medicine, New York, NY
| | - Michael Geng
- The University of Texas at Austin, Dell Medical School, Austin, TX; Texas A&M University, Engineering Medicine Program, Houston, TX
| | - Meredith G Moore
- The University of Texas at Austin, Dell Medical School, Austin, TX; Department of Plastic Surgery, University of South Florida, Tampa, FL
| | - Kevin J Bozic
- The University of Texas at Austin, Dell Medical School, Austin, TX
| | - Karl M Koenig
- The University of Texas at Austin, Dell Medical School, Austin, TX
| |
Collapse
|
25
|
Cremeans-Smith JK, Greene K, Delahanty DL. Resilience and recovery from total knee arthroplasty (TKA): a pathway for optimizing patient outcomes. J Behav Med 2022; 45:481-489. [DOI: 10.1007/s10865-022-00287-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2021] [Accepted: 01/12/2022] [Indexed: 10/19/2022]
|