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| Name | Class |
|---|---|
| University of Glasgow | OTHER |
| Fundacion Clinic per a la Recerca Biomédica | OTHER |
| Newcastle University | OTHER |
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The FLARE-RA study will have the following research objectives:
A) To establish the cellular and molecular atlas of remission RA achieved with different therapeutics aimed to identify (i) cell clusters/pathways driving disease flare or maintaining remission and (ii) provide an evidence base for developing ML tools for predicting flares.
B) To test the performance of a ML-derived algorithm on longitudinal remission RA cohort in a biopsy-driven study.
C) To dissect the cellular and molecular mechanisms of remission maintenance and joint flares.
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| Label | Type | Description | Intervention Names |
|---|---|---|---|
| RA in remission who performed synovial biopsy before treatment change |
| ||
| RA in remission eligible to synovial biopsy before treatment change |
| ||
| Subjects asymptomatic for joint inflammation without ACPA/RF positivity |
| Name | Type | Description | Arm Group Labels | Other Names |
|---|---|---|---|---|
| Tapering and/or discontinuation of treatment based on AI-guidance | Other | After synovial tissue biopsy, pharmacological treatment (cDMARDs or bDMARDs) are tapered first and then bDMARDs and/or cDMARDs are discontinued based on AI-guidance |
| Measure | Description | Time Frame |
|---|---|---|
| Establishment of cellular and molecular atlas of remission RA | To establish the cellular and molecular atlas of remission RA achieved with different therapeutics aimed to identify (i) cell clusters/pathways driving disease flare or maintaining remission and (ii) provide an evidence base for developing ML tools for predicting flares. | months 1-12 |
| Measure | Description | Time Frame |
|---|---|---|
| To test the performance of a ML-derived algorithm on longitudinal remission RA cohort in a biopsy-driven study. | To test the performance of a ML-derived algorithm on longitudinal remission RA cohort in a biopsy-driven study. | months 13-36 |
| To dissect the cellular and molecular mechanisms of remission maintenance and joint flares |
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Inclusion Criteria:
Exclusion Criteria:
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Experimental groups will include, the following classes of patients:
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| Facility | Status | City | State | ZIP | Country | Contacts |
|---|---|---|---|---|---|---|
| Division of Rheumatology | Recruiting | Rome | 00168 | Italy |
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| No tapering and/or discontinuation of treatment based on AI-guidance | Other | Ongoing therapeutic are not changed (tapered or discontinued) after synovial biopsy performance based on AI-guidance |
|
| Tapering and/or discontinuation of treatment based on standard of care | Other | After synovial tissue biopsy, pharmacological treatment (cDMARDs or bDMARDs) are tapered first and then bDMARDs and/or cDMARDs are discontinued based on standard of care |
|
| No tapering and/or discontinuation of treatment based on standard of care | Other | Ongoing therapeutic are not changed (tapered or discontinued) after synovial biopsy performance based on standard of care |
|
To dissect the cellular and molecular mechanisms of remission maintenance and joint flares in in vivo and in vitro systems |
| months 13-36 |
| Hospital Clinic and Fundació Clinic per la Recerca Biomèdica | Not yet recruiting | Barcelona | Spain |
|
| Research into Inflammatory Arthritis Centre Versus Arthritis (RACE) | Active, not recruiting | Glasgow | United Kingdom |
| Newcastle University | Active, not recruiting | Newcastle upon Tyne | United Kingdom |
| ID | Term |
|---|---|
| D001172 | Arthritis, Rheumatoid |
| ID | Term |
|---|---|
| D001168 | Arthritis |
| D007592 | Joint Diseases |
| D009140 | Musculoskeletal Diseases |
| D012216 | Rheumatic Diseases |
| D003240 | Connective Tissue Diseases |
| D017437 | Skin and Connective Tissue Diseases |
| D001327 | Autoimmune Diseases |
| D007154 | Immune System Diseases |
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