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Extended Report
Validation of EULAR primary Sjögren's syndrome disease activity (ESSDAI) and patient indexes (ESSPRI)
  1. Raphaèle Seror1,2,
  2. Elke Theander3,
  3. Johan G Brun4,
  4. Manel Ramos-Casals5,
  5. Valeria Valim6,
  6. Thomas Dörner7,
  7. Hendrika Bootsma8,
  8. Athanasios Tzioufas9,
  9. Roser Solans-Laqué10,
  10. Thomas Mandl3,
  11. Jacques-Eric Gottenberg11,
  12. Eric Hachulla12,
  13. Kathy L Sivils13,
  14. Wan-Fai Ng14,
  15. Anne-Laure Fauchais15,
  16. Stefano Bombardieri16,
  17. Guido Valesini17,
  18. Elena Bartoloni18,
  19. Alain Saraux19,
  20. Matija Tomsic20,
  21. Takayuki Sumida21,
  22. Susumu Nishiyama22,
  23. Roberto Caporali23,
  24. Aike A Kruize24,
  25. Cristina Vollenweider25,
  26. Philippe Ravaud2,
  27. Claudio Vitali26,
  28. Xavier Mariette1,
  29. Simon J Bowman27,
  30. on behalf of the EULAR Sjögren's Task Force
  1. 1Center of Clinical Epidemiology, Hôpital Hotel Dieu; INSERM U738, Université Paris-René Descartes, Paris, France
  2. 2Department of Rheumatology, INSERM U802, Assistance Publique–Hopitaux de Paris, Hôpital Bicêtre; Université Paris-Sud 11; INSERM U1012, Le Kremlin Bicêtre, France
  3. 3Department of Rheumatology, Skane University Hospital Malmö, Lund University, Malmö, Sweden
  4. 4Department of Rheumatology, Haukeland University Hospital, Bergen, Norway
  5. 5Laboratory of Autoimmune Diseases “Josep Font”, IDIBAPS, ICMiD, Hospital Clinic, Barcelona, Spain
  6. 6Division of Rheumatology, Department of Medicine, Federal University of Espírito Santo, Brazil
  7. 7Rheumatology Department, Charité, University Hospital, Berlin, Germany
  8. 8Department of Rheumatology and Clinical Immunology, University of Groningen, University Medical Center Groningen, Groningen, The Netherlands
  9. 9Department of Pathophysiology, School of Medicine, University of Athens, Athens, Greece
  10. 10Departement of Autoimmune systemic Diseases, Vall d'Hebron University Hospital, Barcelona, Spain
  11. 11Departement of Rheumatology, Centre National de Référence des Maladies Auto-Immunes Rares, INSERM UMRS_1109, Fédération de Médecine Translationnelle de Strasbourg (FMTS), Strasbourg university Hospital, Université de Strasbourg, Strasbourg, France
  12. 12Department of Internal Medicine, Claude Huriez Hospital, Université Nord de France, Lille, France
  13. 13Arthritis and Clinical Immunology, Oklahoma Medical Research Foundation, Oklahoma City, USA
  14. 14Musculoskeletal Research Group, University of Newcastle, Newcastle, UK
  15. 15Department of Rheumatology, University Hospital, Limoges, France
  16. 16Rheumatology Unit, Department of Internal Medicine, University of Pisa, Pisa, Italy
  17. 17Department of Internal Medicine, Rheumatology, La Sapienza Università di Roma, Roma, Italy
  18. 18Department of Rheumatology, Perugia University Hospital, Perugia, Italy
  19. 19Department of Rheumatology, Hopital Cavale Blanche, and EA 2216, Université Bretagne occidentale, Brest, France
  20. 20Department of Rheumatology, University Medical Centre Ljubljana, Ljubljana, Slovenia
  21. 21Department of Internal Medicine, University of Tsukuba, Japan
  22. 22Rheumatic Disease Center, Kurashiki Medical Center, Kurashiki, Japan
  23. 23Department of Rheumatology, University of Pavia, IRCCS S, Matteo Foundation, Pavia, Italy
  24. 24Department of Rheumatology & Clinical Immunology, Department of Rheumatology, University Medical Center Utrecht (UMCU), Utrecht, The Netherlands
  25. 25Department of Rheumatology, German Hospital, Buenos-Aires, Argentina
  26. 26Sections of Rheumatology, Instituto San Giuseppe, Como and Casa di Cura di Lecco, Lecco, Italy
  27. 27Rheumatology Department, University Hospital Birmingham NHS Foundation Trust, Birmingham, UK
  1. Correspondence to Dr Raphaèle Seror, Department of Rheumatology, Hôpital Bicêtre, 78 rue du Général Leclerc, Le Kremlin Bicêtre 94275, France; raphaele.se{at}gmail.com

Abstract

Objectives To validate the two recently developed disease activity indexes for assessment of primary Sjögren's syndrome (SS): the European League Against Rheumatism (EULAR) SS Patient Reported Index (ESSPRI) and the EULAR SS Disease Activity Index (ESSDAI).

Methods A prospective international 6-month duration validation study was conducted in 15 countries. At each visit, physicians completed ESSDAI, SS disease activity index (SSDAI), Sjögren's Systemic Clinical Activity Index (SCAI) and physician global assessment (PhGA); and patients completed ESSPRI, Sicca Symptoms Inventory (SSI), Profile of Fatigue and Discomfort (PROFAD) and patient global assessment (PGA). Psychometric properties (construct validity, responsiveness and reliability) were evaluated and compared between scores.

Results Of the 395 patients included, 145 (37%) and 251 (64%) had currently active or current or past systemic manifestations, respectively. EULAR scores had higher correlation with the gold standard than other scores (ESSDAI with PhGA: r=0.59; ESSRPI with PGA: r=0.70). Correlations between patient and systemic scores were very low (ranging from 0.07 to 0.29). All systemic scores had similar large responsiveness in improved patients. Responsiveness of patient scores was low but was significantly higher for ESSPRI compared with SSI and PROFAD. Reliability was very good for all scores.

Conclusions ESSDAI and ESSPRI had good construct validity. All scores were reliable. Systemic scores had a large sensitivity to change in patients whose disease activity improves. Patient scores had a small sensitivity to change, however, significantly better for ESSPRI. Systemic and patient scores poorly correlated, suggesting that they are 2 complementary components that should be both evaluated, but separately.

  • Sjögren's Syndrome
  • Outcomes research
  • Disease Activity

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Primary Sjögren's syndrome (SS) is a systemic disorder primarily characterised by lymphocytic infiltration of exocrine glands, resulting in functional impairment of salivary and lachrymal glands. But, the inflammatory process extends beyond the exocrine glands and can potentially affect any organ. Therefore, along with dryness features, systemic manifestations, such as synovitis, vasculitis, and skin, lung, renal and neurological involvement may occur.

As a result, clinical features can be divided into two facets: (1) benign but disabling patient symptoms, such as dryness, pain and fatigue that affect almost all patients and (2) systemic potentially severe manifestations that affect 20–40% of patients. For evaluation of both disease facets, two disease activity indexes have been recently developed by the European League Against Rheumatism (EULAR) SS task force: the EULAR SS Patient Reported Index (ESSPRI)1 for patients’ symptoms (figure 1) and the EULAR SS Disease Activity Index (ESSDAI)2 for systemic features (table 1). Preliminary data from the development study3 and from small randomised controlled trial suggested that ESSDAI had a good sensitivity to change.4 But, to date, these two indexes had not been prospectively validated in a large cohort for assessing their psychometric properties, and particularly, their sensitivity to change.

Table 1

The EULAR Sjögren's Syndrome Disease Activity Index (ESSDAI): domain and item definitions and scores

Figure 1

The European League Against Rheumatism (EULAR) Sjögren's Syndrome Patient Reported Index (ESSPRI). The total score is the mean score of the 3 scales.

This study aimed at validating the EULAR indexes, ESSDAI and ESSPRI, for assessment of primary SS in a large international multicentre cohort of patients, by analysing their psychometric properties (ie, validity, reliability and sensitivity to change) and compare them with other existing tools: SS disease activity index (SSDAI)5 Sjögren's Systemic Clinical Activity Index (SCAI),6 Profile of Fatigue and Discomfort (PROFAD) and Sicca Symptoms Inventory (SSI).7 ,8

Patients and methods

Patients

Between May 2009 and July 2011, 395 patients from 14 countries were included by 30 primary SS experienced investigators (Argentina, Brasil, France, Germany, Greece, Italy, Japan, The Netherlands, Norway, Slovenia, Spain, Sweden, UK and USA) participating in this international EULAR collaborative project (project code CLI 010).

To be included, patients had to fulfil American-European Consensus Group (AECG) criteria.9 Additionally, investigators were asked to include approximately half the patients with systemic features. Patients were prospectively followed and two visits were planned at inclusion and at 6 months. No therapeutic intervention was planned in this observational study, and therapeutic management was left to the discretion of the treating physician. This study was conducted with the approval of the institutional review board of GHU Paris Nord (IRB0006477). Depending on local rules, ethical approval has been obtained in other countries whenever necessary. In each country, local ethical requirements have been observed.

Measurement

Disease activity indexes

At enrolment and at 6 months, physicians completed the ESSDAI, the SCAI and SDAI, and assessed systemic disease activity with a 0–10 physician global assessment (PhGA) scale. Also, they evaluated, separately, severity of patients’ symptoms with a 0–10 scale (PhGA of patient symptoms).

At 6 months, physicians also had to evaluate the change in disease activity by answering the question ‘Compared with the previous visit, is this patient’s primary Sjögren's Syndrome activity now…’ according to a 5-point Likert scale (much worse, worse, the same, better, much better). Three groups of patients were defined according to change in disease activity: (1) improved, if considered ‘better’ or ‘much better’; (2) stable, if considered ‘the same’ and (3) worsened, if considered ‘worse’ or ‘much worse.’

Patient-centred measures

At enrolment and at 6 months, all patients completed the ESSPRI (mean score of 0–10 numerical scales for pain, fatigue and dryness features, including oral, ocular and global dryness), SSI, PROFAD questionnaires and a 0–10 patient global assessment (PGA).

At 6 months, patients also had to evaluate the change in their state by answering the question ‘Compared to the beginning of the study (6 months ago) how do you evaluate the severity of your Sjögren's syndrome now …’ according to a 5-point Likert scale (very importantly improved, importantly improved, slightly improved, no change, worsened). Three groups of patients were defined according to change in symptom state: (1) improved, if considered ‘very importantly, importantly and slightly improved’; (2) stable, if considered ‘no change’ and (3) worsened, if considered ‘worsened’.

Objective measures of dryness

At enrolment and at 6 months, objective measures of dryness included Schirmer's dye scores of both eyes, which were considered abnormal if ≤5 mm in 5 min and unstimulated salivary flow (USF), considered abnormal if ≤0.15 mL/min.

Definition of systemic involvement

Systemic involvement was recorded as the presence and/or a past history of the following manifestations: arthritis, myositis, purpura, peripheral or central nervous system, pulmonary or renal involvement, lymphoma or other B-cell proliferative disorder. All these items had been prospectively collected in a standardised case-reported form. Glandular swelling was not considered as a systemic involvement, and was recorded separately.

Statistical analyses

Continuous data are presented as medians with IQR. We used non-parametric tests to analyse continuous variables because the data were not normally distributed.

Correlations between scores

The construct validity was assessed by correlation between the disease-specific indexes and their respective gold standard: the PhGA for systemic disease activity indexes and PGA for patient-centred measures. To assess convergent and divergent validity of disease-specific indices, Spearman's r correlation coefficients were used to assess correlation between all disease activity scores and all patient scores. Higher correlation should need to be observed between scores measuring the same construct (convergent validity), whereas lower correlations might be observed between scores measuring different construct (divergent validity).

Reliability of scores

Reliability was assessed on a subsample of patients with the intraclass correlation coefficient (ICC),10 as follows:

  • For physician measures: inter-rater reliability was assessed between the scoring of two physicians that assessed independently the same patient on the same day.

  • For patient measures: intrarater reliability was assessed between two scoring of the same score by the same patients performed 2 days apart, without any therapeutic modification.

ICC values vary from 0 (totally unreliable) to 1 (perfectly reproducible); an ICC ≥ 0.75 is considered excellent.11 ICC CIs were estimated with bootstrapping methods, with 1000 replications.12

Evaluation of sensitivity to change and accuracy in detection of change

The sensitivity to change was assessed between the baseline and the 6-month visits. Since no therapeutic intervention was systematically applied to the study population, the disease activity, or patient's symptoms, might improve, worsen or stay the same. Therefore, to evaluate accuracy of the patient's and physician's indexes to detect change, sensitivity to change was evaluated in each subgroup of patients considered as (1) improved, (2) stable, or (3) worsened. Evaluation of change (improvement, worsening or stability), used as external anchor, was assessed by patients for patient scores, and by physicians for disease activity measures. Sensitivity to change was assessed with the standardised response mean (SRM), which is the mean change in score between two visits divided by the SD of the change in score.13 If indexes correctly detected changes, sensitivity-to-change scores should be (1) <0 for patients with improved condition, (2) around 0 for patients with stable condition and (3) >0 for patients with worsened condition. Therefore, the larger the SRM for improved/worsened disease activity, the greater the sensitivity to change of the instrument. SRM values can be considered large (>0.8), moderate (0.5–0.8) or small (<0.5).14–16 An SRM closer to zero, when disease activity is unchanged, indicates that the assessment of stability is more accurate.

We compared the SRMs for the SSDAI and SCAI to that of the ESSDAI, and the SRMs of SSI and PROFAD to that of ESSPRI. The estimation of CI and comparisons of SRMs were performed using bootstrapping methods, with 1000 replications.12

For all statistical analyses, a p value less than 0.05 was considered statistically significant. All statistical analyses involved use of SAS release V.9.3 (SAS Institute, Cary, North Carolina, USA) and R release 2.2.7 (The R Foundation for Statistical Computing, Vienna, Austria) statistical software packages.

Results

Patient characteristics

Of the 395 patients, 145 (37%) and 251 (64%) had current or either current or past systemic manifestations, respectively. Their characteristics are reported in table 2. The median ESSDAI score was 6 (IQR=2–12). The most frequently involved domains were biological (n=219 (55.4%)), articular (n=136 (34.4%)), glandular (n=113 (28.6%)) and haematological (n=95 (24.1%)) domains. The median ESSPRI score was 6 (IQR=4.3–7.3). Dryness was considered as the most important symptom by 178/392 (45.4%) patients, whereas fatigue (either physical or mental) and pain were considered as a priority by 143/392 (36.5%) and 71/392 (18.1%) patients, respectively. Three hundred and fifty (88.6%) have been followed until the 6-month visit.

Table 2

Characteristics of primary Sjögren's syndrome patients

Comparison of systemic and non-systemic patients

Current systemic patients had significantly higher systemic disease activity scores (SSDAI, SCAI, ESSDAI and PhGA) than patients not having current systemic complications (table 3).

Table 3

Primary SS disease-specific outcomes measures in systemic and non-systemic patients

Patients with current systemic complications had higher scores of ESSPRI and PROFAD scores compared to not currently systemic patients; whereas dryness SSI score did not differ between groups (table 3).

Correlation between scores

Construct validity and convergent validity

EULAR scores had higher correlation with their respective gold standard than other scores (correlation of ESSDAI with PhGA: r=0.59; correlation of ESSPRI with PGA: r=0.70) (table 4). Also ESSPRI had good correlation with patient’s scores (with SSI: r=0.59; with PROFAD: r=0.68). Correlation between ESSDAI and systemic scores were lower (with SCAI: r= 0.33; with SSDAI: r=0.39).

Table 4

Psychometric properties of primary Sjogren's syndrome activity and patient scores

Divergent validity

Correlations between patient and systemic scores were very low (r ranging from 0.07 to 0.29). Correlation between ESSDAI and ESSPRI was low (r=0.20), as was the correlation between change in ESSDAI and change in ESSPRI (from the baseline to the 6-month visit) (r=0.14).

Reliability

Reliability was assessed in a subgroup of 47 patients for systemic scores and 62 patients for patient scores. ICC was >0.85 for all scores, and reliability was considered as very good for all scores (table 4).

Sensitivity to change

Since for most of the patients no therapeutic change was done, the majority of them had a stable disease (either for systemic activity or for patient symptoms). Changes in patients’ symptoms and in disease activity are represented in figure 2. All systemic scores had similar large responsiveness in improved patients (table 3). Responsiveness of patient scores was low in patient experiencing improvement of their symptoms, but was significantly higher for ESSPRI compared to SSI and PROFAD (p=0.006 and 0.049 for SRM comparisons).

Figure 2

Discrepancies between changes in patient's symptoms and change in systemic disease activity. The diameter of each circle is proportional to the number of patients.

Discussion

This study is the first to compare psychometric properties including responsiveness of all existing disease-specific indexes in a large cohort of primary SS patients. The results showed that EULAR and all other disease-specific score were highly reproducible. Also, sensitivity to change of all systemic scores was similar and large in patients whose disease improves. By comparison, sensitivity to change in patient scores was low, reflecting the stability of these symptoms over time. However, among the measures used, the ESSPRI had a significantly higher sensitivity to change than SSI and PROFAD. Also, we found that correlations between systemic activity scores and patient-reported scores were low, attesting that theses two components are different facets of the disease.

Our study has some limitations. First, no therapeutic intervention was systematically applied to the study population which might have impacted the evaluation of sensitivity to change. However, since to date no treatment has clearly been shown to improve patient features, this is not unethical, nor illogical to do so. Furthermore, this limitation had been encompassed by the use of an external anchor to assess if the patient's condition had changed. Second, since we required physicians to include half the number of patients with systemic complications, the population of this study may include more systemic patients than in a real-life patients cohort. However, we believe that it is more a strength than a limit, since the objectives of this study was to validate the ESSDAI systemic score and to compare it to previous systemic scores. Additionally, our results of responsiveness are in accordance with those previously found in patient profiles3 and in real patients treated with rituximab.4

As previously shown,17 we found that correlations between patient and systemic scores were low. However, we found that patients with systemic complications had higher levels of symptoms, as reflected by higher ESSPRI and PROFAD scores but similar levels of dryness. Also, patient scores demonstrated a low sensitivity to change, lower than previously shown in a small study involving patients treated with rituximab.4 This could be linked to the fact that the study protocol did not require a systematic therapeutic intervention. However, using the same methodology (with an external anchor to assess change), we did manage to show that systemic scores had large sensitivity to change. It is therefore likely that systemic scores are much more sensitive to change than those of patients, reinforcing the interest of the use of a systemic score to detect improvement of patient status. This observation has some major implication for the conduct of clinical trials, particularly when assessing the effect of immunosuppressive therapy. First, this might explain why previous trials failed to demonstrate any effect of immunosuppressive or biologic treatments.18 ,19 Also, when evaluating such treatments, it might be preferable to assess its effect on the systemic manifestations for which it has been prescribed.

The next steps in methodological improvement of the therapeutic evaluation of pSS patients, will be to define the thresholds of disease activity states, and suggest a minimal disease activity level as entry criteria for future trials. Also, to define the minimal clinically important improvement (MCII), and derive response criteria, would also help to assess the effectiveness of a new treatment over placebo. This work is ongoing.

In conclusion, this study, which was performed in a new large cohort of patients from different continents allows the validation of ESSDAI and ESSPRI. Both scores had good construct validity and had correlations with PhGA and PGA that were, respectively, higher than those of other scores. All disease-specific scores were highly reliable. Systemic and patient scores poorly correlated, confirming that they are two complementary components that should both be evaluated, but separately. Even though ESSPRI had a significantly better sensitivity to change than other patient scores, sensitivity to change of patients’ scores was low. Systemic scores had much larger sensitivity to change in patients whose disease activity improves. All these results, along with ongoing work on definition of threshold of activity and response criteria, will considerably help at designing clinical trials for therapeutic evaluation in primary SS.

Acknowledgments

We thank Maxime Dougados, Alan Tyndall, Iain McInnes and Daniel Aletaha for their guidance and support. We thank the EULAR house in Zurich for their hospitality and outstanding organisation (Ernst Isler, Anja Schönbächler and their associates). We also thank physicians who helped in patient recruitment (John Hamburger and Andrea Richards, Birmingham Dental Hospital & School, Saaeha Rauz, Academic Unit of Ophthalmology, University of Birmingham, Birmingham UK; Emmanuel Chatelus, Strasbourg University Hospital, Strasbourg, France, Frederic Desmoulins, Bicêtre University Hospital, Le Kremlin Bicêtre, France, Petra Meiners, University Medical Center Groningen, Groningen, The Netherlands, Roberto Gerli, Perugia University Hospital, Perugia, Italy), and all members of the EULAR Sjogren's Task force.

References

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Footnotes

  • Handling editor Tore K Kvien

  • Correction notice This article has been corrected since it was published Online First. The author name ‘Sumusu Nishiyama’ has been corrected to ‘Susumu Nishiyama.’

  • Collaborators Members of the EULAR Sjögren's Task Force that participated to this study. Elena Bartoloni and Roberto Gerli, Rheumatology Unit, Department of Clinical & Experimental Medicine, University of Perugia, Italy; Stefano Bombardieri, Rheumatology Unit, Department of Internal Medicine, University of Pisa, Italy; Hendrika Bootsma, Cees Kallenberg and Petra Meiners, Department of Rheumatology and Clinical Immunology, University Medical Center Groningen (UMCG), Groningen, Netherlands Simon J Bowman, Rheumatology Department, University Hospital Birmingham, Birmingham, UK, Johan G Brun, Department of Rheumatology, Haukeland University Hospital, Bergen, Norway; Roberto Caporali, Department of Rheumatology, University of Pavia, IRCCS S. Matteo Foundation, Pavia, Italy; Salvatore De Vita, Clinic of Rheumatology, University Hospital of Udine, University of Udine, Udine, Italy; Valerie Devauchelle and Alain Saraux, Rheumatology Department, la Cavale Blanche Teaching Hospital, Brest, France; Thomas Dörner, Rheumatology Department, Charité, University Hospital Berlin, Berlin, Germany; Anne-Laure Fauchais, Department of Rheumatology, University Hospital, Limoges, France; Jacques Eric Gottenberg, Department of Rheumatology, Strasbourg University Hospital, Strasbourg, France; Eric Hachulla, Department of Internal Medicine, Claude Huriez Hospital, Lille, France; Aike A Kruize, Departments of Rheumatology & Clinical Immunology, University Medical Center, Utrecht, The Netherlands; Thomas Mandl and Elke Theander, Department of Rheumatology, Malmö University Hospital, Lund University, Sweden; Xavier Mariette, Frederic Demoulins and Raphaèle Seror, Department of Rheumatology, Bicetre Hospital, Le Kremlin Bicêtre, France; Carlomaurizio Montecucco, Department of Rheumatology, University of Pavia, Pavia, Italy; Wan-Fai Ng, Musculoskeletal research group, University of Newcastle, Newcastle, UK; Sonja Praprotnik and Matija Tomsic, Department of Rheumatology, University Medical Centre, Ljubljana, Slovenia; Manel Ramos Casals, Laboratory of Autoimmune Diseases “Josep Font”, Hospital Clinic, Barcelona, Spain; Philippe Ravaud, Center of Clinical Epidemiology, Hopital Hotel Dieu, Paris, France; Hal Scofield and Kathy L. Sivils, Arthritis and clinical immunology, Oklahoma Medical research foundation, Oklahoma City, USA; Roser Solans Laqué, Departement of Autoimmune systemic Diseases, Vall d'Hebron University Hospital, Barcelona, Spain; Takayuki Sumida, Department of internal medicine, university of Tsukuba, Japan; Sumusu Nishiyama, Rheumatic disease center, Kurashiki medical center, Kurashiki, Japan; Matjia Tomsic, Department of Rheumatology, University Medical Centre, Ljubljana, Slovenia; Athanasios Tzioufas, Department of Pathophysiology, School of Medicine, University of Athens, Greece, Guido Valesini, Rheumatology Unit, Department of Clinical & Experimental Medicine, Sapienza University of Rome, Rome, Italy; Valeria Valim, Division of Rheumatology, Department of Medicine, Federal University of Espírito Santo, Brazil; Claudio Vitali, Department of Internal Medicine and section of Rheumatology, “Villamarina” Hospital, Piombino, Italy, Cristina Vollenweider, Department of Rheumatology, German Hospital, Buenos-Aires, Argentina.

  • Contributors Conception and design: RS, PR, SJB, XM, ET, HB, AT and CV; acquisition of data: all authors; analysis and interpretation of data: RS, SB, XM, PR; drafting the article or revising it critically for important intellectual content: all authors; final approval of the version published: all authors.

  • Funding This collaborative project (project code CLI 010) received a grant from the European League Against Rheumatism (EULAR).

  • Competing interests None.

  • Patient consent Obtained.

  • Ethics approval The institutional review board of GHU Paris Nord (IRB0006477).

  • Provenance and peer review Not commissioned; externally peer reviewed.

  • Data sharing statement All data are available on request.