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1.
Pediatr Rheumatol Online J ; 20(1): 91, 2022 Oct 17.
Article in English | MEDLINE | ID: mdl-36253751

ABSTRACT

BACKGROUND: Transcriptome profiling of blood cells is an efficient tool to study the gene expression signatures of rheumatic diseases. This study aims to improve the early diagnosis of pediatric rheumatic diseases by investigating patients' blood gene expression and applying machine learning on the transcriptome data to develop predictive models. METHODS: RNA sequencing was performed on whole blood collected from children with rheumatic diseases. Random Forest classification models were developed based on the transcriptome data of 48 rheumatic patients, 46 children with viral infection, and 35 controls to classify different disease groups. The performance of these classifiers was evaluated by leave-one-out cross-validation. Analyses of differentially expressed genes (DEG), gene ontology (GO), and interferon-stimulated gene (ISG) score were also conducted. RESULTS: Our first classifier could differentiate pediatric rheumatic patients from controls and infection cases with high area-under-the-curve (AUC) values (AUC = 0.8 ± 0.1 and 0.7 ± 0.1, respectively). Three other classifiers could distinguish chronic recurrent multifocal osteomyelitis (CRMO), juvenile idiopathic arthritis (JIA), and interferonopathies (IFN) from control and infection cases with AUC ≥ 0.8. DEG and GO analyses reveal that the pathophysiology of CRMO, IFN, and JIA involves innate immune responses including myeloid leukocyte and granulocyte activation, neutrophil activation and degranulation. IFN is specifically mediated by antibacterial and antifungal defense responses, CRMO by cellular response to cytokine, and JIA by cellular response to chemical stimulus. IFN patients particularly had the highest mean ISG score among all disease groups. CONCLUSION: Our data show that blood transcriptomics combined with machine learning is a promising diagnostic tool for pediatric rheumatic diseases and may assist physicians in making data-driven and patient-specific decisions in clinical practice.


Subject(s)
Arthritis, Juvenile , Rheumatic Diseases , Child , Humans , Arthritis, Juvenile/diagnosis , Cytokines , Interferons , Osteomyelitis , Proof of Concept Study , Rheumatic Diseases/diagnosis , Rheumatic Diseases/genetics , Transcriptome
2.
Ann Rheum Dis ; 76(3): 511-520, 2017 Mar.
Article in English | MEDLINE | ID: mdl-27432356

ABSTRACT

OBJECTIVES: Combining disease-modifying antirheumatic drugs (DMARDs) with glucocorticoids (GCs) is an effective treatment strategy for early rheumatoid arthritis (ERA), yet the ideal schedule and feasibility in daily practice are debated. We evaluated different DMARD combinations and GC remission induction schemes in poor prognosis patients; and methotrexate (MTX) with or without GC remission induction in good prognosis patients, during the first treatment year. METHODS: The Care in ERA (CareRA) trial is a 2-year investigator-initiated randomised pragmatic open-label superiority trial comparing remission induction regimens in a treat-to-target approach. DMARD-inexperienced patients with ERA were stratified into a high-risk or low-risk group based upon presence of erosions, disease activity, rheumatoid factor and anticitrullinated protein antibodies. High-risk patients were randomised to a COBRA Classic (MTX + sulfasalazine + prednisone step-down from 60 mg), COBRA Slim (MTX + prednisone step-down from 30 mg) or COBRA Avant Garde (MTX + leflunomide + prednisone step-down from 30 mg) scheme. Low-risk patients were randomised to MTX tight step-up (MTX-TSU) or COBRA Slim. Primary outcome was the proportion of patients in 28 joint disease activity score calculated with C-reactive protein remission at week 52 in an intention-to-treat analysis. Secondary outcomes were safety and effectiveness (ClinicalTrial.gov identifier NCT01172639). RESULTS: 98 COBRA Classic, 98 COBRA Slim (high risk), 93 COBRA Avant Garde, 47 MTX-TSU and 43 COBRA Slim (low risk) patients were evaluated. Remission was achieved in 64.3% (63/98) COBRA Classic, 60.2% (59/98) COBRA Slim (high risk) and 62.4% (58/93) COBRA Avant Garde patients at W52 (p=0.840); and in 57.4% (27/47) MTX-TSU and 67.4% (29/43) COBRA Slim (low risk) patients (p=0.329). Less adverse events occurred per patient with COBRA Slim (high risk) compared with COBRA Classic or COBRA Avant Garde (p=0.038). Adverse events were similar in MTX-TSU and COBRA Slim (low risk) patients (p=0.871). At W52, 76.0% patients were on DMARD monotherapy, 5.2% used GCs and 7.5% biologicals. CONCLUSIONS: MTX with a moderate-dose GC remission induction scheme (COBRA Slim) seems an effective, safe, low-cost and feasible initial treatment strategy for patients with ERA regardless of their prognostic profile, provided a treat-to-target approach is followed. TRIAL REGISTRATION NUMBERS: EudraCT-number 2008-007225-39 and NCT01172639; Results.


Subject(s)
Antirheumatic Agents/therapeutic use , Arthritis, Rheumatoid/drug therapy , Glucocorticoids/therapeutic use , Methotrexate/therapeutic use , Prednisone/therapeutic use , Adult , Aged , Antirheumatic Agents/adverse effects , Arthritis, Rheumatoid/blood , C-Reactive Protein/metabolism , Drug Therapy, Combination/adverse effects , Female , Glucocorticoids/administration & dosage , Glucocorticoids/adverse effects , Humans , Isoxazoles/therapeutic use , Leflunomide , Male , Methotrexate/adverse effects , Middle Aged , Prednisone/administration & dosage , Prednisone/adverse effects , Prognosis , Remission Induction , Risk Factors , Severity of Illness Index , Sulfasalazine/therapeutic use
3.
Arthritis Res Ther ; 17: 97, 2015 Apr 09.
Article in English | MEDLINE | ID: mdl-25889222

ABSTRACT

INTRODUCTION: Considering a lack of efficacy data in patients with early rheumatoid arthritis (eRA) presenting without classical markers of poor prognosis, we compared methotrexate (MTX) with or without step-down glucocorticoids in the CareRA trial. METHODS: Disease-modifying antirheumatic drug-naïve patients with eRA were stratified into a low-risk group based on prognostic markers that included non-erosiveness, anti-citrullinated protein antibodies and rheumatoid factor negativity and low disease activity (Disease Activity Score in 28 joints based on C-reactive protein (DAS28(CRP)) ≤3.2). Patients were randomized to 15 mg of MTX weekly (MTX with tight step-up (MTX-TSU)) or 15 mg of MTX weekly with prednisone bridging, starting at 30 mg and tapered to 5 mg daily from week 6 (COmbinatie therapie bij Reumatoïde Artritis (COBRA Slim)). A TSU approach was applied. Outcomes assessed were DAS28(CRP)-determined remission, cumulative disease activity, Health Assessment Questionnaire (HAQ) scores and adverse events (AEs) after 16 treatment weeks. RESULTS: We analyzed 43 COBRA Slim and 47 MTX-TSU patients and found that 65.1% in the COBRA Slim group and 46.8% in the MTX-TSU group reached remission (P = 0.081). Mean ± standard deviation area under the curve values of DAS28(CRP) were 13.84 ± 4.58 and 11.18 ± 4.25 for the MTX-TSU and COBRA Slim patients, respectively (P = 0.006). More COBRA Slim patients had an HAQ score of 0 (51.2% versus 23.4%, P = 0.006) at week 16. Therapy-related AEs between groups did not differ. CONCLUSION: In patients with low-risk eRA, MTX with step-down glucocorticoid bridging seems more efficacious than MTX step-up monotherapy, with a comparable number of AEs observed over the first 16 treatment weeks. TRIAL REGISTRATION: EU Clinical Trials Register Identifier: EudraCT number 2008-007225-39 . Registered 5 November 2008.


Subject(s)
Antirheumatic Agents/therapeutic use , Arthritis, Rheumatoid/diagnosis , Arthritis, Rheumatoid/drug therapy , C-Reactive Protein/analysis , Glucocorticoids/therapeutic use , Methotrexate/therapeutic use , Adult , Aged , Area Under Curve , Arthritis, Rheumatoid/blood , Biomarkers/blood , Dose-Response Relationship, Drug , Drug Administration Schedule , Female , Humans , Male , Middle Aged , Prognosis , Prospective Studies , Severity of Illness Index , Time Factors , Treatment Outcome
4.
Rheumatology (Oxford) ; 48(5): 546-50, 2009 May.
Article in English | MEDLINE | ID: mdl-19254920

ABSTRACT

OBJECTIVES: To assess discrepancies between perception of Belgian rheumatologists on eligibility of RA patients for anti-TNF treatment and Belgian reimbursement criteria and to compare Belgian with Dutch criteria and UK guidelines. METHODS: Consecutive MTX-experienced patients with active RA were recruited from 25 private and academic rheumatology practices. Discrepancies between eligibility for anti-TNF treatment according to the rheumatologist and fulfillment of Belgian reimbursement criteria [HAQ > or =25%, tender joint count (TJC) and swollen joint count (SJC) > or =8; > or =1 erosion; failure of > or =2 DMARDs including MTX; no tuberculosis] were recorded. Reasons for failing the Belgian criteria and results of applying Dutch reimbursement criteria and UK guidelines on the dataset were analysed. RESULTS: Of 492 patients, rheumatologists considered 135 (27.4%) as eligible, whereas Belgian criteria were fulfilled for only 34 (6.9%). Positive predictive value (PPV) of rheumatologists' perception on eligibility for fulfillment of Belgian criteria was 22.9%, whereas negative predictive value (NPV) was 99.1%. The 104 patients (21.1%) considered eligible despite criteria not being fulfilled had significantly greater TJCs, SJCs, disease activity score (DAS28) and Rheumatoid Arthritis Disease Activity Index scores than the 385 patients (78.2%) in the no-discrepancy group. Number of swollen joints, HAQ and erosions mainly accounted for discrepancies. Of 492 patients, 263 (53.4%) qualified for Dutch criteria and 41 (8.3%) for UK guidelines. PPV of Belgian rheumatologists' perception was 72.6% for fulfilling Dutch criteria (NPV 49.6%) and 23.4% for UK guidelines (NPV 96.7%). CONCLUSIONS: Rheumatologists consider more RA patients eligible for anti-TNF treatment than would be reimbursed according to Belgian criteria. Dutch guidelines, based on DAS28, match more closely eligibility according to Belgian rheumatologists.


Subject(s)
Antirheumatic Agents/therapeutic use , Arthritis, Rheumatoid/drug therapy , Eligibility Determination , Reimbursement Mechanisms , Tumor Necrosis Factor-alpha/antagonists & inhibitors , Arthritis, Rheumatoid/economics , Belgium , Humans , Netherlands , Practice Guidelines as Topic , Practice Patterns, Physicians'/statistics & numerical data , Severity of Illness Index , Treatment Failure , United Kingdom
5.
Eur J Intern Med ; 16(3): 160-164, 2005 Jun.
Article in English | MEDLINE | ID: mdl-15967329

ABSTRACT

Significant and documented involuntary weight loss in adults frequently poses a diagnostic challenge to the clinician. We summarize published series on the etiologies and the outcomes of involuntary weight loss and use these data to formulate a proposal for a diagnostic work-up. Simple, non-invasive screening tests, embarking from thorough history-taking and clinical examination, are advocated first. Additional testing should be directed towards areas of concern raised by this initial evaluation. If a well-thought-out baseline examination is reassuring and fails to provide further clues, a strategy of watchful waiting with close clinical follow-up is preferred to a blind pursuit of additional, more invasive, or expensive investigations.

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