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Hidradenitis Suppurativa International Online Community: Patient Characteristics and a Novel Model of Treatment Effectiveness

Treatment for hidradenitis suppurativa is diverse, yet frequently unsatisfactory. The aims of this study were to create a reproducible artificial intelligence-based patient-reported outcome platform for evaluation of the clinical characteristics and comorbidities of patients with hidradenitis suppur...

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Autores principales: BARAK-LEVITT, Jen, HELD, Ron, SYNETT, Yossi, KREMER, Noa, HODAK, Emmilia, SHERMAN, Shany
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Society for Publication of Acta Dermato-Venereologica 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9558329/
https://www.ncbi.nlm.nih.gov/pubmed/35312027
http://dx.doi.org/10.2340/actadv.v102.1056
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author BARAK-LEVITT, Jen
HELD, Ron
SYNETT, Yossi
KREMER, Noa
HODAK, Emmilia
SHERMAN, Shany
author_facet BARAK-LEVITT, Jen
HELD, Ron
SYNETT, Yossi
KREMER, Noa
HODAK, Emmilia
SHERMAN, Shany
author_sort BARAK-LEVITT, Jen
collection PubMed
description Treatment for hidradenitis suppurativa is diverse, yet frequently unsatisfactory. The aims of this study were to create a reproducible artificial intelligence-based patient-reported outcome platform for evaluation of the clinical characteristics and comorbidities of patients with hidradenitis suppurativa, and to use this to grade treatment effectiveness. A retrospective patient-reported outcome study was conducted, based on online questionnaires completed by English-speaking patients registered to the hidradenitis suppurativa Stuff-ThatWorks(®) online community. Data collected included patient characteristics, comorbidities and treatment satisfaction. These were recoded into scalable labels using a combination of machine learning algorithm, manual coding and validation. A model of treatment effectiveness was generated. The cohort included 1,050 patients of mean ± standard deviation age 34.3 ± 10.3 years. Greater severity of hidradenitis suppurativa was associated with younger age at onset (p < 0.001) and male sex (p < 0.001). The most frequent comorbidities were depression (30%), anxiety (26.4%), and polycystic ovary syndrome (16.6%). Hurley stage I patients rated topical agents, dietary changes, turmeric, and pain relief measures more effective than tetracyclines. For Hurley stage II, adalimumab was rated most effective. For Hurley stage III, adalimumab, other biologic agents, systemic steroids, and surgical treatment were rated more effective than tetracyclines. Patients with hidradenitis suppurativa often have comorbid psychiatric and endocrine diseases. This model of treatment effectiveness provides a direct comparison of standard and complementary options.
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spelling pubmed-95583292022-10-20 Hidradenitis Suppurativa International Online Community: Patient Characteristics and a Novel Model of Treatment Effectiveness BARAK-LEVITT, Jen HELD, Ron SYNETT, Yossi KREMER, Noa HODAK, Emmilia SHERMAN, Shany Acta Derm Venereol Original Article Treatment for hidradenitis suppurativa is diverse, yet frequently unsatisfactory. The aims of this study were to create a reproducible artificial intelligence-based patient-reported outcome platform for evaluation of the clinical characteristics and comorbidities of patients with hidradenitis suppurativa, and to use this to grade treatment effectiveness. A retrospective patient-reported outcome study was conducted, based on online questionnaires completed by English-speaking patients registered to the hidradenitis suppurativa Stuff-ThatWorks(®) online community. Data collected included patient characteristics, comorbidities and treatment satisfaction. These were recoded into scalable labels using a combination of machine learning algorithm, manual coding and validation. A model of treatment effectiveness was generated. The cohort included 1,050 patients of mean ± standard deviation age 34.3 ± 10.3 years. Greater severity of hidradenitis suppurativa was associated with younger age at onset (p < 0.001) and male sex (p < 0.001). The most frequent comorbidities were depression (30%), anxiety (26.4%), and polycystic ovary syndrome (16.6%). Hurley stage I patients rated topical agents, dietary changes, turmeric, and pain relief measures more effective than tetracyclines. For Hurley stage II, adalimumab was rated most effective. For Hurley stage III, adalimumab, other biologic agents, systemic steroids, and surgical treatment were rated more effective than tetracyclines. Patients with hidradenitis suppurativa often have comorbid psychiatric and endocrine diseases. This model of treatment effectiveness provides a direct comparison of standard and complementary options. Society for Publication of Acta Dermato-Venereologica 2022-04-04 /pmc/articles/PMC9558329/ /pubmed/35312027 http://dx.doi.org/10.2340/actadv.v102.1056 Text en © 2022 Acta Dermato-Venereologica https://creativecommons.org/licenses/by-nc/4.0/This is an open access article under the CC BY-NC license
spellingShingle Original Article
BARAK-LEVITT, Jen
HELD, Ron
SYNETT, Yossi
KREMER, Noa
HODAK, Emmilia
SHERMAN, Shany
Hidradenitis Suppurativa International Online Community: Patient Characteristics and a Novel Model of Treatment Effectiveness
title Hidradenitis Suppurativa International Online Community: Patient Characteristics and a Novel Model of Treatment Effectiveness
title_full Hidradenitis Suppurativa International Online Community: Patient Characteristics and a Novel Model of Treatment Effectiveness
title_fullStr Hidradenitis Suppurativa International Online Community: Patient Characteristics and a Novel Model of Treatment Effectiveness
title_full_unstemmed Hidradenitis Suppurativa International Online Community: Patient Characteristics and a Novel Model of Treatment Effectiveness
title_short Hidradenitis Suppurativa International Online Community: Patient Characteristics and a Novel Model of Treatment Effectiveness
title_sort hidradenitis suppurativa international online community: patient characteristics and a novel model of treatment effectiveness
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9558329/
https://www.ncbi.nlm.nih.gov/pubmed/35312027
http://dx.doi.org/10.2340/actadv.v102.1056
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