Stratification of spine patients based on self-reported clinical symptom classes.


Journal

The spine journal : official journal of the North American Spine Society
ISSN: 1878-1632
Titre abrégé: Spine J
Pays: United States
ID NLM: 101130732

Informations de publication

Date de publication:
07 2022
Historique:
received: 03 11 2021
revised: 17 01 2022
accepted: 14 02 2022
pubmed: 22 2 2022
medline: 23 6 2022
entrez: 21 2 2022
Statut: ppublish

Résumé

Improving prognostic stratification for patients with low back pain (LBP) outside of a primary care setting has been identified as an important area for further research. Our study aimed to identify clinical symptom classes of patients presenting to a spine clinic based on 4 Patient Reported Outcome Measurement Information System (PROMIS) domains and evaluate demographic and clinical differences across classes. An observational cross-sectional study of patients seen in spine centers at a large health system. Adult patients with LBP seen in a spine center between November 14, 2018 and May 14, 2019 who completed patient-reported outcomes as part of routine care. PROMIS physical function, pain interference, satisfaction with social roles and activities, and fatigue. Latent class analysis identified symptom classes based on PROMIS domain scores ≥1 standard deviation worse (meaningfully worse) than the general population. A multivariable multinomial logistic regression model was constructed to evaluate differences in symptom classes based on demographics and socioeconomic characteristics. Lastly, the ability of the profiles to discriminate across levels of disability, based on the modified Oswestry Disability Questionnaire (ODI), was evaluated. There were 7,144 adult patients included in the study who visited spine clinics for a primary complaint of LBP and completed all 4 PROMIS domains (age 58.7±15.9, 54% female). Three distinct classes were identified. Class 1 ("Significant Symptoms," n=3238) had PROMIS scores that were meaningfully worse than the population average for all domains. Class 2 ("Mixed Symptoms," n=1366) had meaningfully worse scores on physical function and pain interference but average scores on other domains. Class 3 ("Mild Symptoms," n=2540) had average scores across all domains. Compared to patients in Class 3, those in Class 2 were more likely older, and those in Classes 1 and 2 were more likely to be divorced, have lower household income, and no employment. Level of disability was significantly different across each class (average (SD) ODI for Classes 1-3: 53.4 (14.3), 39.9 (12.5), 22.9 (12.1), p<.01). Patients presenting to specialty clinics for LBP demonstrate distinct clinical symptom classes which could be utilized to inform specific symptom-based treatment. Future research should evaluate the ability of these classes to predict long-term disability.

Sections du résumé

BACKGROUND CONTEXT
Improving prognostic stratification for patients with low back pain (LBP) outside of a primary care setting has been identified as an important area for further research.
PURPOSE
Our study aimed to identify clinical symptom classes of patients presenting to a spine clinic based on 4 Patient Reported Outcome Measurement Information System (PROMIS) domains and evaluate demographic and clinical differences across classes.
STUDY DESIGN
An observational cross-sectional study of patients seen in spine centers at a large health system.
PATIENT SAMPLE
Adult patients with LBP seen in a spine center between November 14, 2018 and May 14, 2019 who completed patient-reported outcomes as part of routine care.
OUTCOME MEASURES
PROMIS physical function, pain interference, satisfaction with social roles and activities, and fatigue.
METHODS
Latent class analysis identified symptom classes based on PROMIS domain scores ≥1 standard deviation worse (meaningfully worse) than the general population. A multivariable multinomial logistic regression model was constructed to evaluate differences in symptom classes based on demographics and socioeconomic characteristics. Lastly, the ability of the profiles to discriminate across levels of disability, based on the modified Oswestry Disability Questionnaire (ODI), was evaluated.
RESULTS
There were 7,144 adult patients included in the study who visited spine clinics for a primary complaint of LBP and completed all 4 PROMIS domains (age 58.7±15.9, 54% female). Three distinct classes were identified. Class 1 ("Significant Symptoms," n=3238) had PROMIS scores that were meaningfully worse than the population average for all domains. Class 2 ("Mixed Symptoms," n=1366) had meaningfully worse scores on physical function and pain interference but average scores on other domains. Class 3 ("Mild Symptoms," n=2540) had average scores across all domains. Compared to patients in Class 3, those in Class 2 were more likely older, and those in Classes 1 and 2 were more likely to be divorced, have lower household income, and no employment. Level of disability was significantly different across each class (average (SD) ODI for Classes 1-3: 53.4 (14.3), 39.9 (12.5), 22.9 (12.1), p<.01).
CONCLUSIONS
Patients presenting to specialty clinics for LBP demonstrate distinct clinical symptom classes which could be utilized to inform specific symptom-based treatment. Future research should evaluate the ability of these classes to predict long-term disability.

Identifiants

pubmed: 35189348
pii: S1529-9430(22)00066-3
doi: 10.1016/j.spinee.2022.02.008
pii:
doi:

Types de publication

Journal Article Observational Study

Langues

eng

Sous-ensembles de citation

IM

Pagination

1131-1138

Informations de copyright

Copyright © 2022 Elsevier Inc. All rights reserved.

Déclaration de conflit d'intérêts

Declarations of Competing Interests The authors have no competing interests to disclose.

Auteurs

Brittany Lapin (B)

Center for Outcomes Research and Evaluation, Neurological Institute, Cleveland Clinic, Cleveland, OH, USA; Department of Quantitative Health Sciences, Lerner Research Institute, Cleveland Clinic, Cleveland, OH, USA. Electronic address: LapinB@ccf.org.

Sara Davin (S)

Center for Spine Health, Neurological Institute, Cleveland Clinic, Cleveland, OH, USA.

Mary Stilphen (M)

Department of Rehabilitation and Sports Therapy, Neurological Institute, Cleveland Clinic, Cleveland, OH, USA.

Joshua K Johnson (JK)

Department of Rehabilitation and Sports Therapy, Neurological Institute, Cleveland Clinic, Cleveland, OH, USA; Department of Physical Medicine and Rehabilitation, Neurological Institute, Cleveland Clinic, Cleveland, OH, USA; Center for Value-Based Care Research, Community Care, Cleveland Clinic, Cleveland, OH, USA.

Edward Benzel (E)

Center for Spine Health, Neurological Institute, Cleveland Clinic, Cleveland, OH, USA.

Ghaith Habboub (G)

Center for Spine Health, Neurological Institute, Cleveland Clinic, Cleveland, OH, USA.

Irene L Katzan (IL)

Center for Outcomes Research and Evaluation, Neurological Institute, Cleveland Clinic, Cleveland, OH, USA.

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