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Associations between patient characteristics and outcomes in psoriatic disease: evidence from Swedish real-world data
Umeå University, Faculty of Medicine, Department of Public Health and Clinical Medicine.ORCID iD: 0000-0001-7241-8471
2024 (English)Doctoral thesis, comprehensive summary (Other academic)
Abstract [en]

Background

Psoriatic disease, encompassing skin psoriasis and psoriatic arthritis, is a common condition affecting 2-3% of the Western population associated with reduced quality of life and increased healthcare costs. To improve patients’ lives and the stewardship of societal resources, a nuanced understanding of the associations between patient characteristics and health outcomes are needed for optimal clinical and societal decision making. While randomised clinical trials play a central role in evidence-based medicine, they have limitations relating to patient selection, follow-up duration, and idealised clinical conditions. In recent years, the role of real-world evidence in health research has grown, including in dermatology, due in part to its ability to describe and compare patients in routine clinical care. This thesis contains four analyses using Swedish real-world data describing associations between patient characteristics and outcomes in psoriatic disease.

Methods

Data from several administrative population registers in Sweden and the clinical registry PsoReg were collected for those with psoriatic disease in routine clinical care and linked at the patient level. The data include diagnoses, pharmacy dispensed medications, mortality, socioeconomic information, quality of life, and clinical severity. A matched non-psoriatic control group was also extracted.

The first analysis assessed the association between disease severity (measured by the Psoriasis Area and Severity Index [PASI]) and health-related quality of life (measured the EuroQol 5-dimension instrument [EQ-5D]) in 2,674 patients with longitudinal follow-up in PsoReg, a fixed effects regression model was deployed adjusting for confounding factors including certain types of unobserved confounding. 

Second, the independent associations of skin psoriasis and somatic comorbidity with incident psychiatric illness were described across 93,239 psoriasis patients and 1.4 million controls. Their individual contributions and synergistic interaction were assessed using a time-to-event model. Diagnosis codes were used to construct the composite psychiatric illness outcome consisting of depression, anxiety, and suicidality. Diagnosis codes were also used to create the Elixhauser and Charlson comorbidity indexes to measure somatic comorbidity. 

The third analysis assessed age-related inequities in biologic prescriptions in 1,465 patients enrolled in PsoReg using a time-to-event analysis controlling for decision-making variables including disease severity. The analysis also described the non-parametric relationship between age and incident biologic prescriptions using a kernel regression.

Finally, the fourth analysis describes rates of non-persistence in individuals with psoriatic arthritis treated with adalimumab, ustekinumab, and secukinumab using a time-to-event model. A total of 4,649 drug exposure period across 3,918 patients were assessed. Non-persistence was defined as a treatment switch or discontinuation, the latter defined as a failure to refill an existing prescription within two times the days of drug supplied.

Results

The analysis found a statistically significant, negative association between PASI and the EQ-5D (                    =-0.0186, 95% confidence interval [CI]: -0.0360, -0.0201) which was non-linear (  =0.0003, 95% confidence interval [CI]: 0.0001, 0.0004). Incremental PASI improvements for those with less skin involvement were associated with larger increases in quality of life than in those with more skin involvement. 

Skin psoriasis was found to be independently associated with the onset of psychiatric illness (hazard ratio [HR]=1.32, 95% CI: 1.27-1.36) as was somatic comorbidity (HR=2.09, 95%CI: 2.06-2.13). However, the results were compatible with a lack of synergistic effect between skin psoriasis and somatic comorbidity on psychiatric illness (HR=0.93; 95% CI: 0.81-1.04).

Older psoriasis patients appeared less likely to initiate biologic therapies than their younger counterparts after controlling for disease severity and comorbidity (HR=0.97, 95% CI: 0.95-0.99).

Individuals with psoriatic arthritis treated with ustekinumab were found to have lower rates of non-persistence compared to adalimumab (HR=0.56, 95% CI: 0.49-0.64). Secukinumab and adalimumab appeared to have similar rates of non-persistence (HR=1.01, 95% CI: 0.88-1.15), although the results differed in biologic-naïve and biologic-experienced subgroups. The definition of discontinuation was sensitive and had material effects on the results.

Conclusions

Patient characteristics appear to play an important role in a variety of health outcomes in psoriatic disease, demonstrated across four real-world settings. The utilisation of data from routine clinical care enabled the investigation of research questions that are not suitable for clinical trial contexts, providing relevance for patients in everyday clinical practice. The study designs and methodologies applied in this thesis are associated with a variety of strengths and limitations, many of which are closely linked to the observational nature of the data, which have material importance for the interpretation of the results and implications for healthcare and policy. Understanding the associations between patient characteristics and subsequent outcomes is an important element in the delivery of holistic, personalised healthcare.

Place, publisher, year, edition, pages
Umeå: Umeå University, 2024. , p. 77
Series
Umeå University medical dissertations, ISSN 0346-6612 ; 2319
Keywords [en]
Psoriasis, psoriatic arthritis, psoriatic disease, dermatology, epidemiology, real-world data, real-world evidence
National Category
Public Health, Global Health and Social Medicine
Research subject
Dermatology and Venerology
Identifiers
URN: urn:nbn:se:umu:diva-229076ISBN: 978-91-8070-473-1 (print)ISBN: 978-91-8070-474-8 (electronic)OAI: oai:DiVA.org:umu-229076DiVA, id: diva2:1894394
Public defence
2024-09-30, Medicinska biblioteket, målpunkt B41, Norrlands universitetssjukhus, Umeå, 13:00 (English)
Opponent
Supervisors
Available from: 2024-09-09 Created: 2024-09-03 Last updated: 2025-02-20Bibliographically approved
List of papers
1. How is disease severity associated with quality of life in psoriasis patients?: Evidence from a longitudinal population-based study in Sweden
Open this publication in new window or tab >>How is disease severity associated with quality of life in psoriasis patients?: Evidence from a longitudinal population-based study in Sweden
2017 (English)In: Health and Quality of Life Outcomes, E-ISSN 1477-7525, Vol. 15, no 1, article id 151Article in journal (Refereed) Published
Abstract [en]

BACKGROUND: Assessing the impact of disease severity on generic quality of life (QOL) is a critical step in outcomes research and in the development of decision-analytic models structured around health states defined by clinical measures. While data from routine clinical practice found in healthcare registers are increasingly used for research, more attention should be paid to understanding the relationship between clinical measures of disease severity and QOL. The purpose of this work was therefore to investigate this relationship in psoriasis using a population-based dataset.

METHODS: Severity was measured by the Psoriasis Area and Severity Index (PASI), which combines severity of erythema, induration, and desquamation into a single value ranging from 0 to 72. The generic EQ-5D-3L utility instrument, under the UK tariff, was used to measure QOL. The association between PASI and EQ-5D-3L was estimated using a population-based dataset of 2674 patients with moderate to severe psoriasis enrolled over ten years in the Swedish psoriasis register (PsoReg). Given the repeated measurement of patients in the register data, a longitudinal fixed-effects model was employed to control for unobserved patient-level heterogeneity.

RESULTS: Marginal changes in PASI are associated with a non-linear response in EQ-5D-3L: Moving from PASI 10 to 9 (1 to 0) is associated with an increase of 0.0135 (0.0174) in EQ-5D-3L. Furthermore, unobserved patient-level heterogeneity appears to be an important source of confounding when estimating the relationship between QOL and PASI.

CONCLUSIONS: Using register data to estimate the impact of disease severity on QOL while controlling for unobserved patient-level heterogeneity shows that PASI appears to have a larger impact on QOL than previously estimated. Routine collection of generic QOL data in registers should be encouraged to enable similar applications in other disease areas.

Keywords
Quality of life, EQ-5D; Disease severity, Population-based data, Register data, Psoriasis
National Category
Health Care Service and Management, Health Policy and Services and Health Economy
Research subject
Dermatology and Venerology
Identifiers
urn:nbn:se:umu:diva-138071 (URN)10.1186/s12955-017-0721-x (DOI)000406615700001 ()28754116 (PubMedID)2-s2.0-85026427378 (Scopus ID)
Available from: 2017-08-06 Created: 2017-08-06 Last updated: 2024-09-03Bibliographically approved
2. Association of Skin Psoriasis and Somatic Comorbidity With the Development of Psychiatric Illness in a Nationwide Swedish Study
Open this publication in new window or tab >>Association of Skin Psoriasis and Somatic Comorbidity With the Development of Psychiatric Illness in a Nationwide Swedish Study
2020 (English)In: JAMA dermatology, ISSN 2168-6068, E-ISSN 2168-6084, Vol. 156, no 7, p. 795-804Article in journal (Refereed) Published
Abstract [en]

Importance: Psoriasis is a complex systemic disease with skin involvement, somatic comorbidity, and psychiatric illness (PI). Although this view of psoriasis is widely accepted, potential synergies within this triad of symptoms have not been adequately investigated.

Objectives: To investigate the independent association of skin psoriasis and somatic comorbidity with the development of PI and to assess whether skin psoriasis and somatic comorbidity act synergistically to produce a risk of PI that is greater than the additive associations.

Design, Setting, and Participants: Participants were enrolled between January 2005 and December 2010, in this retrospective matched case-control study using secondary (ie, administrative), population-based registry data from Swedish patients in routine clinical care. The dates of analysis were March 2017 to December 2019. Participants were patients with skin psoriasis and control participants without psoriasis matched on age, sex, and municipality, who were all free of preexisting PI.

Exposures: Presence of skin psoriasis and somatic comorbidity (captured through the Charlson Comorbidity Index and the Elixhauser Comorbidity Index).

Main Outcomes and Measures: Risk of PI onset (composite of depression, anxiety, and suicidality) is shown using Kaplan-Meier curves stratified by the presence of skin psoriasis and somatic comorbidity. Adjusted associations of skin psoriasis and somatic comorbidity with the development of PI were analyzed using Cox proportional hazards regression models, including interactions to assess synergistic associations. The 3 components of PI were also assessed individually.a

Results: A total of 93 239 patients with skin psoriasis (mean [SD] age, 54 [17] years; 47 475 men [51%]) and 1 387 495 control participants (mean [SD] age, 54 [16] years; 702 332 men [51%]) were included in the study. As expected, patients with skin psoriasis were more likely to have somatic comorbidity and PI than control participants. Compared with those without skin psoriasis or somatic comorbidity, patients with psoriasis without somatic comorbidity had a 1.32 times higher risk of PI onset (hazard ratio [HR], 1.32; 95% CI, 1.27-1.36; P < .001), whereas patients with psoriasis with somatic comorbidity had a 2.56 times higher risk of PI onset (HR, 2.56; 95% CI, 2.46-2.66; P < .001). No synergistic associations of skin psoriasis and somatic comorbidity with the development of PI were found (HR, 0.93; 95% CI, 0.81-1.04; P = .21).

Conclusions and Relevance: This study found that somatic comorbidity appeared to alter PI onset even more than skin psoriasis. The observed association of skin psoriasis and somatic comorbidity with the development of PI reinforces the need for proactive, holistic treatment of patients with psoriasis.

Place, publisher, year, edition, pages
American Medical Association, 2020
Keywords
Psoriasis
National Category
Clinical Medicine
Research subject
Medicine
Identifiers
urn:nbn:se:umu:diva-171539 (URN)10.1001/jamadermatol.2020.1398 (DOI)000553120500011 ()32492085 (PubMedID)2-s2.0-85087130904 (Scopus ID)
Available from: 2020-06-04 Created: 2020-06-04 Last updated: 2024-09-03Bibliographically approved
3. Evaluating equality in psoriasis healthcare: a cohort study of the impact of age on prescription biologics
Open this publication in new window or tab >>Evaluating equality in psoriasis healthcare: a cohort study of the impact of age on prescription biologics
2016 (English)In: British Journal of Dermatology, ISSN 0007-0963, E-ISSN 1365-2133, Vol. 174, no 3, p. 579-587Article in journal (Refereed) Published
Abstract [en]

BACKGROUND:

Inequality in healthcare has been identified in many contexts. To the best of our knowledge, this is the first study investigating age inequity in the form of prescription patterns of biologics in psoriasis care.

OBJECTIVE:

To determine whether psoriasis patients have equitable opportunities to receive biologic medications as they age. If patients do not receive equitable treatment, a subsequent objective is to determine the magnitude of the disparity.

METHODS:

A cohort of biologic-naïve psoriasis patients were analysed using Cox proportional hazard models to measure the impact of each additional year of life on the likelihood of initiating biologic treatment, after controlling for sex, body mass index, comorbidities, disease activity, and education level. A supporting analysis used a non-parametric graphical method to study the proportion of patients initiating biologic treatment as age increases, after controlling for the same covariates.

RESULTS:

The Cox proportional hazards model results in a hazard ratio of a one year increase in age of 0.963 to 0.969 depending on calendar year stratification, which implies that an increase in age of 30 years corresponds to a reduced likelihood of initiating biologic treatment by 61.3-67.6%. The estimated proportion of patients initiating biologic medication is always decreasing as age increases, at a statistically significant level.

CONCLUSIONS:

Psoriasis patients have fewer opportunities to access biologic medications as they age. This result was shown to be applicable at all stages in a patient's life course and was not only restricted to the elderly, although it implies greater disparities as the age difference between patients increases. These results show that inequity in access to biologic treatments due to age is prevalent in clinical practice today. Further research is needed to investigate the extent to which this result is influenced by patient preferences. 

Keywords
psoriasis
National Category
Dermatology and Venereal Diseases
Research subject
Medicine
Identifiers
urn:nbn:se:umu:diva-112179 (URN)10.1111/bjd.14331 (DOI)000372805100027 ()26616003 (PubMedID)2-s2.0-84959039895 (Scopus ID)
Available from: 2015-12-03 Created: 2015-12-03 Last updated: 2024-09-03Bibliographically approved
4. Persistence of biologic treatments in psoriatic arthritis: a population-based study in Sweden
Open this publication in new window or tab >>Persistence of biologic treatments in psoriatic arthritis: a population-based study in Sweden
Show others...
2020 (English)In: Rheumatology: Advances in Practice, E-ISSN 2514-1775, Vol. 4, no 2, article id rkaa070Article in journal (Refereed) Published
Abstract [en]

Objectives: TNF inhibitors (TNFis) and IL inhibitors are effective treatments for PsA. Treatment non-persistence (drug survival, discontinuation) is a measure of effectiveness, tolerability and patient satisfaction or preferences in real-world clinical practice. Persistence on these treatments is not well understood in European PsA populations. The aim of this study was to compare time to non-persistence for either ustekinumab (IL-12/23 inhibitor) or secukinumab (IL-17 inhibitor) to a reference group of adalimumab (TNFi) treatment exposures in PsA patients and identify risk factors for non-persistence.

Methods: A total of 4649 exposures of adalimumab, ustekinumab, and secukinumab in 3918 PsA patients were identified in Swedish longitudinal population-based registry data. Kaplan-Meier curves were constructed to measure treatment-specific real-world risk of non-persistence and adjusted Cox proportional hazards models were estimated to identify risk factors associated with non-persistence.

Results: Ustekinumab was associated with a lower risk of non-persistence relative to adalimumab in biologic-naive [hazard ratio (HR) 0.48 (95% CI 0.33, 0.69)] and biologic-experienced patients [HR 0.65 (95% CI 0.56, 0.76)], while secukinumab was associated with a lower risk in biologic-naive patients [HR 0.65 (95% CI 0.49, 0.86)] but a higher risk of non-persistence in biologic-experienced patients [HR 1.20 (95% CI 1.03, 1.40)]. Biologic non-persistence was also associated with female sex, axial involvement, recent disease onset, biologic treatment experience and no psoriasis.

Conclusion: Ustekinumab exhibits a favourable treatment persistency profile relative to adalimumab overall and across lines of treatment. The performance of secukinumab is dependent on biologic experience. Persistence and risk factors for non-persistence should be accounted for when determining an optimal treatment plan for patients.

Place, publisher, year, edition, pages
Oxford University Press, 2020
Keywords
psoriatic arthritis, biologic therapy, anti-rheumatic agents, autoimmune diseases
National Category
Clinical Medicine
Identifiers
urn:nbn:se:umu:diva-180181 (URN)10.1093/rap/rkaa070 (DOI)000607497700051 ()33409449 (PubMedID)2-s2.0-85100190989 (Scopus ID)
Note

A correction has been published: Rheumatology Advances in Practice, Volume 5, Issue 1, 2021, rkab005, https://doi.org/10.1093/rap/rkab005

Available from: 2021-02-16 Created: 2021-02-16 Last updated: 2025-02-18Bibliographically approved

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