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Abstract Number: 0376

Impact of Patient and Disease Characteristics on Global Functioning and Health in Patients with Axial Spondyloarthritis: A Bayesian Network Analysis of Data from an Early axSpA Cohort

Imke Redeker1, Robert Landewé2, Désirée van der Heijde3, Sofia Ramiro4, Annelies Boonen5, Maxime Dougados6, Juergen Braun7 and Uta Kiltz7, 1German Rheumatism Research Centre (DRFZ), Berlin, Germany, 2Amsterdam Rheumatology & Clinical Immunology Center, Amsterdam, Netherlands; Zuyderland MC, Heerlen, Netherlands, 3Department of Rheumatology, Leiden University Medical Center, Meerssen, Netherlands, 4Leiden University Medical Center, Leiden, Netherlands, 5Department of Internal Medicine, Division of Rheumatology, Maastricht University Medical Centre+ (MUMC+), Maastricht, Limburg, Netherlands, 6Université de Paris . Department of Rheumatology - Hôpital Cochin. Assistance Publique - Hôpitaux de Paris . INSERM (U1153): Clinical epidemiology and biostatistics, PRES Sorbonne Paris-Cité. Paris, France., Paris, France, 7Rheumazentrum Ruhrgebiet Herne, Ruhr-Universität Bochum, Herne, Germany

Meeting: ACR Convergence 2021

Keywords: Disease Activity, health status, physical function, quality of life, spondyloarthritis

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Session Information

Date: Saturday, November 6, 2021

Title: Spondyloarthritis Including PsA – Diagnosis, Manifestations, & Outcomes Poster I: Clinical Aspects of Axial Spondyloarthritis (0357–0386)

Session Type: Poster Session A

Session Time: 8:30AM-10:30AM

Background/Purpose: Current knowledge on the health status of patients (pts.) with axial spondyloarthritis (axSpA) mainly focusses on physical function and disease activity. Using a generic measure for physical- or mental health (SF36), a hierarchical relationship between disease activity, spinal damage, spinal mobility, physical function and overall health has been demonstrated in pts. with radiographic axSpA (r-axSpA) 1. Disease-specific global functioning and health can be assessed in pts. with axSpA using the ASAS Health Index (ASAS HI), which encompasses physical function, as well as aspects of emotional and social functioning and aspects of activity and participation. To build a structural model that visualizes interrelationships of different patient- and disease characteristics with global functioning and health in pts. with early axSpA.

Methods: Data of pts. with axSpA from the DESIR cohort was analyzed, which included information on socio-demographics (age, BMI), disease activity (ASDAS), physical function (BASFI), spinal mobility (BASMI), structural damage (mSASSS), disease-specific global functioning (ASAS HI), and comorbidity count. Information on patient- and disease characteristics was retrieved from the visit performed 72 months after inclusion, which was the first time point of ASAS HI collection. A Bayesian network (BN) was used to obtain insight of the underlying structural model. BNs are probabilistic graphical models consisting of “nodes” (representing specific variables) joined by “edges” (lines representing directions of effects). They are capable of capturing complex relationships between variables and allow the incorporation of existing (prior) knowledge from previous studies.

Results: The DESIR cohort contained data from 582 pts. at month 72, of whom 398 had data for ASAS HI. Descriptive information of these pts. is shown in Table 1. The mean ASAS HI was 5.7 (range: 0 – 16). Applying existing cut-offs for ASAS HI, 51% had ‘good’ global functioning (ASAS HI ≥5), 40% had ‘moderate’ global functioning (5< ASAS HI < 12) and 9% had ‘bad’ global functioning (ASAS HI ≥12). The structural model that was constructed from combining data and prior expert knowledge is visualized in Figure 1. It suggests that ASDAS and BASFI have a direct effect on ASAS HI as well that ASDAS has an indirect effect via BASFI. Moreover, the model suggests that BMI is also determined by ASDAS, and that BASFI determines BASMI, which is in turn also influenced by age and mSASSS. In addition, it suggests a direct effect of age, BMI and ASAS HI on the comorbidity count. The model denies a relationship between BASMI or mSASSS and ASAS HI.

Conclusion: The BN-analysis approach, that combines prior knowledge and measured data, serves to better understand the construct of global functioning and health in pts. with early axSpA. Our model shows that global functioning (ASAS-HI) is determined both by patient reported physical function (BASFI) and by disease activity (ASDAS), which confirms the hierarchical model once proposed by Machado et al. The observed directional relationship between ASAS HI and comorbidity count is counterintuitive and requires further investigation.

Reference: Machado P, ARD 2011.

Table title on top: Table 1: Patient and disease characteristics at month 72

Figure title on top: Figure 1: Structural model on interrelationships of different patient- and disease characteristics with global functioning and health (ASAS HI) in patients with early axSpA


Disclosures: I. Redeker, None; R. Landewé, AbbVie, 5, 6, Novartis, 5, 6, Pfizer, 5, 6, UCB, 5, 6, Astra-Zeneca, 6, Bristol Myers Squibb, 6, Celgene, 6, Eli-Lilly, 6, Janssen, 6, Gilead, 6, Galapagos, 6, Glaxo-Smith-Kline, 6; D. van der Heijde, AbbVie, 2, Amgen, 2, Astellas, 2, AstraZeneca, 2, Bayer, 2, BMS, 2, Boehringer Ingelheim, 2, Celgene, 2, Cyxone, 2, Daiichi, 2, Eisai, 2, Eli Lilly, 2, Galapagos, 2, Gilead, 2, GlaxoSmithKline, 2, Janssen, 2, Merck, 2, Novartis, 2, Pfizer, 2, Regeneron, 2, Roche, 2, Sanofi, 2, Takeda, 2, UCB Pharma, 2, Imaging and Rheumatology BV, 4; S. Ramiro, AbbVie, 2, Eli Lilly, 2, MSD, 2, Novartis, 2, Sanofi, 2, UCB, 2, MSD, 5; A. Boonen, None; M. Dougados, AbbVie, 2, 5, Bristol-Myers Squibb, 2, 5, Eli Lilly, 2, 5, Merck, 2, 5, Novartis, 2, 5, Pfizer Inc, 2, 5, Roche, 2, 5, UCB, 2, 5; J. Braun, Amgen, BMS, Boehringer, Celgene, Celltrion, Centocor, Chugai, Medac, MSD (Schering-Plough),, 2, 5, 6, Novartis, Pfizer (Wyeth), Roche, Sanofi-Aventis and UCB, 2, 5, 6, Mundipharma, 2, 5; U. Kiltz, AbbVie, 2, 5, 6, Biocad, 2, 6, Eli Lilly, 2, 6, Grünenthal, 2, 6, Janssen, 2, 6, MSD, 2, 6, Amgen, 5, Biogen, 5, Fresenius, 5, GlaxoSmithKline, 5, Novartis, 2, 5, 6, Pfizer, 2, 5, 6, Roche, 2, 6, UCB, 2, 6, Hexal, 2, 5, Chugai, 2, 5.

To cite this abstract in AMA style:

Redeker I, Landewé R, van der Heijde D, Ramiro S, Boonen A, Dougados M, Braun J, Kiltz U. Impact of Patient and Disease Characteristics on Global Functioning and Health in Patients with Axial Spondyloarthritis: A Bayesian Network Analysis of Data from an Early axSpA Cohort [abstract]. Arthritis Rheumatol. 2021; 73 (suppl 9). https://acrabstracts.org/abstract/impact-of-patient-and-disease-characteristics-on-global-functioning-and-health-in-patients-with-axial-spondyloarthritis-a-bayesian-network-analysis-of-data-from-an-early-axspa-cohort/. Accessed .
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