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Latent profile analysis approach to the relationship between patient and physician global assessments of rheumatoid arthritis activity

OBJECTIVE: Patients and physicians commonly differ in their assessments of rheumatoid arthritis (RA) activity. Clinically meaningful discordance thresholds or validation of their ability to predict functional outcomes are lacking. We explored whether an unbiased, person-centred latent profile analys...

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Autores principales: Karpouzas, George A, Strand, Vibeke, Ormseth, Sarah R
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BMJ Publishing Group 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6045765/
https://www.ncbi.nlm.nih.gov/pubmed/30018802
http://dx.doi.org/10.1136/rmdopen-2018-000695
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author Karpouzas, George A
Strand, Vibeke
Ormseth, Sarah R
author_facet Karpouzas, George A
Strand, Vibeke
Ormseth, Sarah R
author_sort Karpouzas, George A
collection PubMed
description OBJECTIVE: Patients and physicians commonly differ in their assessments of rheumatoid arthritis (RA) activity. Clinically meaningful discordance thresholds or validation of their ability to predict functional outcomes are lacking. We explored whether an unbiased, person-centred latent profile analysis (LPA) approach could classify cases based on patient global assessment (PtGA) and physician global assessment (MDGA) assessments of RA activity. We further examined whether the LPA groups displayed greater differences in clinical outcomes compared with traditional threshold-based groups. Finally, we evaluated whether LPA yielded higher explanatory power for clinical outcomes. METHODS: LPA was performed in 618 patients with established RA from a single centre. A threshold-based discordance definition was used as a comparator, with patients classified into concordant (PtGA–MDGA within ± 3 cm), positively discordant (PtGA–MDGA ≥3 cm) and negatively discordant groups (PtGA–MDGA ≤−3 cm). RESULTS: LPA yielded five distinct groups: low PtGA/low MDGA (35.9%), moderate PtGA/moderate MDGA (18.6%), high PtGA/high MDGA (14.7%), high PtGA/low MDGA (23.3%) and low PtGA/high MDGA (7.4%). Groups differed across clinical, physical function, pain, fatigue, health-related quality of life, work productivity and activity impairment outcomes (p<0.001). Concordance groups, in particular, displayed marked heterogeneity in outcomes depending on the magnitude of disease activity reported, with the low/low group faring the best (p<0.001). The LPA solution demonstrated superior explanatory power for all outcomes (p<0.001). CONCLUSIONS: We confirmed the validity and advantages of LPA in characterising the relationship between PtGA and MDGA over a conventional threshold-based definition. LPA yielded optimally distinct, clinically meaningful and cohesive groupings, demonstrating superior explanatory power for disease-related outcomes of interest.
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spelling pubmed-60457652018-07-17 Latent profile analysis approach to the relationship between patient and physician global assessments of rheumatoid arthritis activity Karpouzas, George A Strand, Vibeke Ormseth, Sarah R RMD Open Rheumatoid Arthritis OBJECTIVE: Patients and physicians commonly differ in their assessments of rheumatoid arthritis (RA) activity. Clinically meaningful discordance thresholds or validation of their ability to predict functional outcomes are lacking. We explored whether an unbiased, person-centred latent profile analysis (LPA) approach could classify cases based on patient global assessment (PtGA) and physician global assessment (MDGA) assessments of RA activity. We further examined whether the LPA groups displayed greater differences in clinical outcomes compared with traditional threshold-based groups. Finally, we evaluated whether LPA yielded higher explanatory power for clinical outcomes. METHODS: LPA was performed in 618 patients with established RA from a single centre. A threshold-based discordance definition was used as a comparator, with patients classified into concordant (PtGA–MDGA within ± 3 cm), positively discordant (PtGA–MDGA ≥3 cm) and negatively discordant groups (PtGA–MDGA ≤−3 cm). RESULTS: LPA yielded five distinct groups: low PtGA/low MDGA (35.9%), moderate PtGA/moderate MDGA (18.6%), high PtGA/high MDGA (14.7%), high PtGA/low MDGA (23.3%) and low PtGA/high MDGA (7.4%). Groups differed across clinical, physical function, pain, fatigue, health-related quality of life, work productivity and activity impairment outcomes (p<0.001). Concordance groups, in particular, displayed marked heterogeneity in outcomes depending on the magnitude of disease activity reported, with the low/low group faring the best (p<0.001). The LPA solution demonstrated superior explanatory power for all outcomes (p<0.001). CONCLUSIONS: We confirmed the validity and advantages of LPA in characterising the relationship between PtGA and MDGA over a conventional threshold-based definition. LPA yielded optimally distinct, clinically meaningful and cohesive groupings, demonstrating superior explanatory power for disease-related outcomes of interest. BMJ Publishing Group 2018-06-28 /pmc/articles/PMC6045765/ /pubmed/30018802 http://dx.doi.org/10.1136/rmdopen-2018-000695 Text en © Author(s) (or their employer(s)) 2018. Re-use permitted under CC BY-NC. No commercial re-use. See rights and permissions. Published by BMJ. This is an Open access article distributed in accordance with the Creative Commons Attribution Non Commercial (CC BY-NC 4.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited, appropriate credit is given, any changes made indicated, and the use is non-commercial. See: http://creativecommons.org/licenses/by-nc/4.0/.
spellingShingle Rheumatoid Arthritis
Karpouzas, George A
Strand, Vibeke
Ormseth, Sarah R
Latent profile analysis approach to the relationship between patient and physician global assessments of rheumatoid arthritis activity
title Latent profile analysis approach to the relationship between patient and physician global assessments of rheumatoid arthritis activity
title_full Latent profile analysis approach to the relationship between patient and physician global assessments of rheumatoid arthritis activity
title_fullStr Latent profile analysis approach to the relationship between patient and physician global assessments of rheumatoid arthritis activity
title_full_unstemmed Latent profile analysis approach to the relationship between patient and physician global assessments of rheumatoid arthritis activity
title_short Latent profile analysis approach to the relationship between patient and physician global assessments of rheumatoid arthritis activity
title_sort latent profile analysis approach to the relationship between patient and physician global assessments of rheumatoid arthritis activity
topic Rheumatoid Arthritis
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6045765/
https://www.ncbi.nlm.nih.gov/pubmed/30018802
http://dx.doi.org/10.1136/rmdopen-2018-000695
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