Stratification of spine patients based on self-reported clinical symptom classes: Evaluation of long-term outcomes and subsequent interventions.

Classification Healthcare utilization Latent class analysis Low back pain PROMIS Stratification Symptom clusters Treatments

Journal

North American Spine Society journal
ISSN: 2666-5484
Titre abrégé: N Am Spine Soc J
Pays: United States
ID NLM: 9918335076906676

Informations de publication

Date de publication:
Jun 2023
Historique:
received: 09 12 2022
revised: 14 02 2023
accepted: 14 02 2023
entrez: 27 3 2023
pubmed: 28 3 2023
medline: 28 3 2023
Statut: epublish

Résumé

Prior work by our group developed a stratification tool based on four PROMIS domains for patients with low back pain (LBP). Our study aimed to evaluate the ability of our previously developed symptom classes to predict long-term outcomes, and determine whether there were differential treatment effects by intervention. This was a retrospective cohort study of adult patients with LBP seen in spine clinics in a large health system between November 14, 2018 and May 14, 2019 who completed patient-reported outcomes as part of routine care at baseline and again at 12-months follow-up. Latent class analysis identified symptom classes based on PROMIS domain scores (physical function, pain interference, social role satisfaction, and fatigue) that were ≥1 standard deviation worse (meaningfully worse) than the general population. The ability of the profiles to predict long-term outcomes at 12-months was evaluated through multivariable models. Differences in outcomes by subsequent treatments (physical therapy, specialist visits, injections, and surgery) were investigated. There were 3,236 adult patients (average age 61.1 ± 14.2, 55.4% female) included in the study with three distinct classes identified: mild symptoms ( Patients with LBP have distinct clinical symptom classes which could be utilized to stratify patients into groups based on risk of future disability. These symptom classes can also be used to provide estimates of the effectiveness of different interventions, further increasing the clinical utility of these classes in standard care.

Sections du résumé

Background UNASSIGNED
Prior work by our group developed a stratification tool based on four PROMIS domains for patients with low back pain (LBP). Our study aimed to evaluate the ability of our previously developed symptom classes to predict long-term outcomes, and determine whether there were differential treatment effects by intervention.
Methods UNASSIGNED
This was a retrospective cohort study of adult patients with LBP seen in spine clinics in a large health system between November 14, 2018 and May 14, 2019 who completed patient-reported outcomes as part of routine care at baseline and again at 12-months follow-up. Latent class analysis identified symptom classes based on PROMIS domain scores (physical function, pain interference, social role satisfaction, and fatigue) that were ≥1 standard deviation worse (meaningfully worse) than the general population. The ability of the profiles to predict long-term outcomes at 12-months was evaluated through multivariable models. Differences in outcomes by subsequent treatments (physical therapy, specialist visits, injections, and surgery) were investigated.
Results UNASSIGNED
There were 3,236 adult patients (average age 61.1 ± 14.2, 55.4% female) included in the study with three distinct classes identified: mild symptoms (
Conclusions UNASSIGNED
Patients with LBP have distinct clinical symptom classes which could be utilized to stratify patients into groups based on risk of future disability. These symptom classes can also be used to provide estimates of the effectiveness of different interventions, further increasing the clinical utility of these classes in standard care.

Identifiants

pubmed: 36970061
doi: 10.1016/j.xnsj.2023.100205
pii: S2666-5484(23)00007-0
pmc: PMC10031537
doi:

Types de publication

Journal Article

Langues

eng

Pagination

100205

Informations de copyright

© 2023 The Author(s).

Déclaration de conflit d'intérêts

The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.

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Auteurs

Brittany Lapin (B)

Center for Outcomes Research and Evaluation, Neurological Institute, Cleveland Clinic, 9500 Euclid Avenue, Cleveland, OH 44195, United States.
Department of Quantitative Health Sciences, Lerner Research Institute, Cleveland Clinic, 9500 Euclid Avenue, Cleveland, OH 44195, United States.

Sara Davin (S)

Center for Spine Health, Neurological Institute, Cleveland Clinic, 9500 Euclid Avenue, Cleveland, OH 44195, United States.

Mary Stilphen (M)

Department of Rehabilitation and Sports Therapy, Neurological Institute, Cleveland Clinic, 9500 Euclid Avenue, Cleveland, OH 44195, United States.

Joshua K Johnson (JK)

Department of Rehabilitation and Sports Therapy, Neurological Institute, Cleveland Clinic, 9500 Euclid Avenue, Cleveland, OH 44195, United States.
Department of Physical Medicine and Rehabilitation, Neurological Institute, Cleveland Clinic, 9500 Euclid Avenue, Cleveland, OH 44195, United States.
Center for Value-Based Care Research, Community Care, Cleveland Clinic, 9500 Euclid Avenue, Cleveland, OH 44195, United States.

Edward Benzel (E)

Center for Spine Health, Neurological Institute, Cleveland Clinic, 9500 Euclid Avenue, Cleveland, OH 44195, United States.

Ghaith Habboub (G)

Center for Spine Health, Neurological Institute, Cleveland Clinic, 9500 Euclid Avenue, Cleveland, OH 44195, United States.

Irene L Katzan (IL)

Center for Outcomes Research and Evaluation, Neurological Institute, Cleveland Clinic, 9500 Euclid Avenue, Cleveland, OH 44195, United States.

Classifications MeSH