Evidence map›Paper›PMID 33044310›Full record

ArticleClinical orthopaedics and related research2020

What General and Pain-associated Psychological Distress Phenotypes Exist Among Patients with Hip and Knee Osteoarthritis?

Trevor A Lentz, Steven Z George, Olivia Manickas-Hill, Morven R Malay, Jonathan O'Donnell, Prakash Jayakumar, William Jiranek, Richard C Mather

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Article in Clinical orthopaedics and related research, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 38 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
38citing papers in PubMed, 1 pooled it
7.9field-weighted citation impact, top 2% of its field
1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

Who cites it

38 citing papers in PubMed, 1 synthesis or guideline pooled it, 106 citations in OpenAlex.

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  9. Characterization of Tiered Psychological Distress Phenotypes in an Orthopaedic Sports Population.International journal of environmental research and public health · 2025
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4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

8 authors at 2 institutions in 2 countries.

Trevor A LentzT. A. Lentz, S. Z. George, R. C. Mather, Duke Clinical Research Institute at Duke University, Durham NC, USA.
Steven Z GeorgeT. A. Lentz, S. Z. George, R. C. Mather, Duke Clinical Research Institute at Duke University, Durham NC, USA.
Olivia Manickas-HillO. Manickas-Hill, J. O'Donnell, P. Jayakumar, W. Jiranek, R. C. Mather, Practice Transformation Unit, Department of Orthopaedic Surgery, Duke University, Durham, NC, USA.
Morven R MalayM. Malay, Department of Physical Therapy and Occupational Therapy, Duke University Health System, Durham, NC, USA.
Jonathan O'DonnellO. Manickas-Hill, J. O'Donnell, P. Jayakumar, W. Jiranek, R. C. Mather, Practice Transformation Unit, Department of Orthopaedic Surgery, Duke University, Durham, NC, USA.
Prakash JayakumarO. Manickas-Hill, J. O'Donnell, P. Jayakumar, W. Jiranek, R. C. Mather, Practice Transformation Unit, Department of Orthopaedic Surgery, Duke University, Durham, NC, USA.
William JiranekT. A. Lentz, S. Z. George, W. Jiranek, R. C. Mather, Department of Orthopaedic Surgery, Duke University, Durham NC, USA.
Richard C MatherT. A. Lentz, S. Z. George, R. C. Mather, Duke Clinical Research Institute at Duke University, Durham NC, USA.
Duke University · USUnited States Equestrian Federation · US

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundPsychological distress can negatively influence disability, quality of life, and treatment outcomes for individuals with hip and knee osteoarthritis (OA). Clinical practice guidelines recommend a comprehensive disease management approach to OA that includes the identification, evaluation, and management of psychological distress. However, uncertainty around the best psychological screening and assessment methods, a poor understanding of the heterogeneity of psychological distress in those with OA, and lack of guidance on how to scale treatment have limited the growth of OA care models that effectively address individual psychological needs. QUESTIONS/PURPOSES: (1) Across which general and pain-related psychological distress constructs do individuals seeking conservative care for hip or knee OA report higher scores than the general population of individuals seeking conservative care for musculoskeletal pain conditions? (2) What common psychological phenotypes exist among nonsurgical care-seeking individuals with hip or knee OA?

methodsThe sample included participants from the Duke Joint Health Program (n = 1239), a comprehensive hip and knee OA care program, and the Optimal Screening for Prediction of Referral and Outcome (OSPRO) cohort studies (n = 871) comprising individuals seeking conservative care for knee, shoulder, low back, or neck pain. At the initial evaluation, patients completed the OSPRO Yellow Flag (OSPRO-YF) Assessment Tool, which assesses 11 general and pain-related psychological distress constructs (depression, anxiety, fear of movement, self-efficacy for managing one's own pain). We used OSPRO-YF scores to compare levels of psychological distress between the cohorts. Cohen's d effect sizes were calculated to determine the magnitude of differences between the groups, with d = 0.20, d = 0.50, and d = 0.80 indicating small, medium, and large effect sizes, respectively. We used a latent class analysis to derive psychological distress phenotypes in people with OA based on the 11 OSPRO-YF psychological distress indicators. Psychological distress phenotypes are characterized by specific mood, belief, and behavioral factors that differentiate subgroups within a population. Phenotyping can help providers develop scalable treatment pathways that are better tailored to the common needs of patients.

resultsPatients with OA demonstrated higher levels of general and pain-related psychological distress across all psychological constructs except for trait anxiety (that is, anxiety level as a personal characteristic rather than as a response to a stressful situation, like surgery) with small-to-moderate effect sizes. Characteristics with the largest effect sizes in the OA and overall OSPRO cohort were (Cohen's d) general anxiety (-0.66, lower in the OA cohort), pain catastrophizing (the tendency to ruminate over, maginfiy, or feel helpless about a pain experience, 0.47), kinesiophobia (pain-related fear of movement, 0.46), pain self-efficacy (confidence in one's own ability to manage his or her pain, -0.46, lower in the OA cohort), and self-efficacy for rehabilitation (confidence in one's own ability to perform their rehabilitation treatments, -0.44, lower in the OA cohort). The latent class analysis yielded four phenotypes (% sample): high distress (52%, 647 of 1239), low distress (26%, 322 of 1239), low self-efficacy and acceptance (low confidence in managing and willingness to accept pain) (15%, 186 of 1239), and negative pain coping (exhibiting poor pain coping skills) (7%, 84 of 1239). The classification error rate was near zero (2%), and the median of posterior probabilities used to assign subgroup membership was 0.99 (interquartile range 0.98 to 1.00), both indicating excellent model performance. The high-distress group had the lowest mean age (61 ± 11 years) and highest levels of pain intensity (6 ± 2) and disability (HOOS JR: 50 ± 15; KOOS JR: 47 ± 15), whereas the low-distress group had the highest mean age (63 ± 10 years) and lowest levels of pain (4 ± 2) and disability (HOOS JR: 63 ± 15; KOOS JR: 60 ± 12). However, none of these differences met or exceeded anchor-based minimal clinically important difference thresholds.

conclusionsGeneral and pain-related psychological distress are common among individuals seeking comprehensive care for hip or knee OA. Predominant existing OA care models that focus on biomedical interventions, such as corticosteroid injection or joint replacement that are designed to directly address underlying joint pathology and inflammation, may be inadequate to fully meet the care-related needs of many patients with OA due to their underlying psychological distress. We believe this because biomedical interventions do not often address psychological characteristics, which are known to influence OA-related pain and disability independent of joint pathology. Healthcare providers can develop new comprehensive hip and knee OA treatment pathways tailored to these phenotypes where services such as pain coping skills training, relaxation training, and psychological therapies are delivered to patients who exhibit phenotypes characterized by high distress or negative pain coping. Future studies should evaluate whether tailoring treatment to specific psychological phenotypes yields better clinical outcomes than nontailored treatments, or treatments that have a more biomedical focus. LEVEL OF EVIDENCE: Level III, diagnostic study.

Indexed as

Pain MeasurementPsychological DistressAdaptation, PsychologicalAdultAffectAgedArthralgiaCross-Sectional StudiesDisability EvaluationFemaleHumansMaleMental HealthMiddle AgedOsteoarthritis, HipOsteoarthritis, Knee

Identifiers

PMID33044310
PMCPMC7899410
OpenAlexW3091852298

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.