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Symptom heterogeneity and patient subgroup classification among US patients with post-treatment Lyme disease: an observational study
OBJECTIVES: To identify underlying subgroups with distinct symptom profiles, and to characterise and compare these subgroups across a range of demographic, clinical and psychosocial factors, within a heterogeneous group of patients with well-defined post-treatment Lyme disease (PTLD). DESIGN: A clin...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BMJ Publishing Group
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7812114/ https://www.ncbi.nlm.nih.gov/pubmed/33441353 http://dx.doi.org/10.1136/bmjopen-2020-040399 |
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author | Rebman, Alison W Yang, Ting Aucott, John N |
author_facet | Rebman, Alison W Yang, Ting Aucott, John N |
author_sort | Rebman, Alison W |
collection | PubMed |
description | OBJECTIVES: To identify underlying subgroups with distinct symptom profiles, and to characterise and compare these subgroups across a range of demographic, clinical and psychosocial factors, within a heterogeneous group of patients with well-defined post-treatment Lyme disease (PTLD). DESIGN: A clinical case series of patents. SETTING: Participants were recruited from a single-site, Lyme disease referral clinic patient population and were evaluated by physical exam, clinical laboratory testing and standardised questionnaires. PARTICIPANTS: Two hundred and twelve participants met study criteria for PTLD, with medical record-confirmed prior Lyme disease as well as current symptoms and functional impact. RESULTS: Exploratory factor analysis classified 30 self-reported symptoms into 6 factors: ‘Fatigue Cognitive’, ‘Ocular Disequilibrium’, ‘Infection-Type’, ‘Mood-Related’, ‘Musculoskeletal Pain’ and ‘Neurologic’. A final latent profile analysis was conducted using ‘Fatigue Cognitive’, ‘Musculoskeletal Pain’ and ‘Mood-Related’ factor-based scores, which produced three emergent symptom profiles, and participants were classified into corresponding subgroups with 59.0%, 18.9% and 22.2% of the sample, respectively. Compared with the other two groups, subgroup 1 had similarly low levels across all factors relative to the sample as a whole, and reported lower rates of disability (1.6% vs 10.0%, 12.8%; q=0.126, 0.035) and higher self-efficacy (median: 7.5 vs 6.0, 5.3; q=0.068,<0.001). Subgroup 2 had the highest ‘Musculoskeletal Pain’ factor-based scores (q≤0.001). Subgroup 3 was characterised overall by higher symptom factor-based scores, and reported higher depression (q≤0.001). CONCLUSIONS: This analysis identified six symptom factors and three potentially clinically relevant subgroups among patients with well-characterised PTLD. We found that these subgroups were differentiated not only by symptom phenotype, but also by a range of other factors. This may serve as an initial step towards engaging with the symptom heterogeneity that has long been observed among patients with this condition. |
format | Online Article Text |
id | pubmed-7812114 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BMJ Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-78121142021-01-25 Symptom heterogeneity and patient subgroup classification among US patients with post-treatment Lyme disease: an observational study Rebman, Alison W Yang, Ting Aucott, John N BMJ Open General practice / Family practice OBJECTIVES: To identify underlying subgroups with distinct symptom profiles, and to characterise and compare these subgroups across a range of demographic, clinical and psychosocial factors, within a heterogeneous group of patients with well-defined post-treatment Lyme disease (PTLD). DESIGN: A clinical case series of patents. SETTING: Participants were recruited from a single-site, Lyme disease referral clinic patient population and were evaluated by physical exam, clinical laboratory testing and standardised questionnaires. PARTICIPANTS: Two hundred and twelve participants met study criteria for PTLD, with medical record-confirmed prior Lyme disease as well as current symptoms and functional impact. RESULTS: Exploratory factor analysis classified 30 self-reported symptoms into 6 factors: ‘Fatigue Cognitive’, ‘Ocular Disequilibrium’, ‘Infection-Type’, ‘Mood-Related’, ‘Musculoskeletal Pain’ and ‘Neurologic’. A final latent profile analysis was conducted using ‘Fatigue Cognitive’, ‘Musculoskeletal Pain’ and ‘Mood-Related’ factor-based scores, which produced three emergent symptom profiles, and participants were classified into corresponding subgroups with 59.0%, 18.9% and 22.2% of the sample, respectively. Compared with the other two groups, subgroup 1 had similarly low levels across all factors relative to the sample as a whole, and reported lower rates of disability (1.6% vs 10.0%, 12.8%; q=0.126, 0.035) and higher self-efficacy (median: 7.5 vs 6.0, 5.3; q=0.068,<0.001). Subgroup 2 had the highest ‘Musculoskeletal Pain’ factor-based scores (q≤0.001). Subgroup 3 was characterised overall by higher symptom factor-based scores, and reported higher depression (q≤0.001). CONCLUSIONS: This analysis identified six symptom factors and three potentially clinically relevant subgroups among patients with well-characterised PTLD. We found that these subgroups were differentiated not only by symptom phenotype, but also by a range of other factors. This may serve as an initial step towards engaging with the symptom heterogeneity that has long been observed among patients with this condition. BMJ Publishing Group 2021-01-13 /pmc/articles/PMC7812114/ /pubmed/33441353 http://dx.doi.org/10.1136/bmjopen-2020-040399 Text en © Author(s) (or their employer(s)) 2021. Re-use permitted under CC BY-NC. No commercial re-use. See rights and permissions. Published by BMJ. https://creativecommons.org/licenses/by-nc/4.0/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/ (https://creativecommons.org/licenses/by-nc/4.0/) . |
spellingShingle | General practice / Family practice Rebman, Alison W Yang, Ting Aucott, John N Symptom heterogeneity and patient subgroup classification among US patients with post-treatment Lyme disease: an observational study |
title | Symptom heterogeneity and patient subgroup classification among US patients with post-treatment Lyme disease: an observational study |
title_full | Symptom heterogeneity and patient subgroup classification among US patients with post-treatment Lyme disease: an observational study |
title_fullStr | Symptom heterogeneity and patient subgroup classification among US patients with post-treatment Lyme disease: an observational study |
title_full_unstemmed | Symptom heterogeneity and patient subgroup classification among US patients with post-treatment Lyme disease: an observational study |
title_short | Symptom heterogeneity and patient subgroup classification among US patients with post-treatment Lyme disease: an observational study |
title_sort | symptom heterogeneity and patient subgroup classification among us patients with post-treatment lyme disease: an observational study |
topic | General practice / Family practice |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7812114/ https://www.ncbi.nlm.nih.gov/pubmed/33441353 http://dx.doi.org/10.1136/bmjopen-2020-040399 |
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