64 results on '"N. Shadick"'
Search Results
2. Differential Protein Expression in Rheumatoid Arthritis Interstitial Lung Disease
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Mizuki Nishino, Ehab A. Ayaub, Christine Iannaccone, Paul F. Dellaripa, S. Poli De Frias, Fernando J. Martinez, Katherine Hoffman, S. Taheri, Imaani Easthausen, Augustine M.K. Choi, Michael E. Weinblatt, L.D. Quesada Arias, Rie Maurer, Michelle L. Frits, Anthony J. Esposito, X. Wu, N. Shadick, Ivan O. Rosas, Ritu R. Gill, Hiroto Hatabu, and Tracy J. Doyle
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Pathology ,medicine.medical_specialty ,business.industry ,Rheumatoid arthritis ,medicine ,Interstitial lung disease ,medicine.disease ,business ,Differential (mathematics) ,Protein expression - Published
- 2020
3. POS0454 COMPARISON OF MBDA SCORE, PATIENT GLOBAL ASSESSMENT AND EVALUATOR GLOBAL ASSESSMENT FOR PREDICTING RISK OF RADIOGRAPHIC PROGRESSION
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Michael E. Weinblatt, N. Shadick, Mette Østergaard, L. Calabrese, E. Sasso, M.L. Hetland, C. Heegaard Brahe, M. Horton, and Darl D. Flake
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medicine.medical_specialty ,Rheumatology ,business.industry ,Radiography ,Immunology ,Physical therapy ,Immunology and Allergy ,Medicine ,business ,General Biochemistry, Genetics and Molecular Biology - Abstract
Background:Busy rheumatologists may assess disease activity and risk for radiographic progression (RP) in RA with informal, qualitative versions of evaluator and/or patient global assessments (EGA and PGA). RA patient care may be improved by having a convenient, objective disease activity measure that predicts risk for RP more accurately than EGA or PGA.Objectives:To compare the abilities of MBDA score, patient global assessment and evaluator global assessment to assess risk for radiographic progression (RP), and to assess the ability of MBDA score to predict RP among patients with concordant or discordant PGA and EGA.Methods:Patients were pooled from two RCTs of patients with recent onset RA treated with conventional and biologic DMARDs (OPERA and SWEFOT, N=386) and from a registry of patients with predominantly established RA and diverse treatments (BRASS, N=380). Pearson correlations were determined between MBDA scores (adjusted for the effects of age, sex and adiposity) (scale 1-100), PGA and EGA (each on a scale of 1-10) at baseline. PGA and EGA were considered discordant when they differed by >2.5. Univariable logistic regression assessed ability to predict RP (change in TSS >5 over 1 year) for MBDA score, PGA and EGA as continuous variables; and for discordance of PGA and EGA as 2-level (concordant vs. discordant) or 3-level (PGA>EGA, concordant, EGA>PGA) categorical variables. Multivariable regression considered the main effect and interaction terms of the MBDA score, as a continuous variable, paired with each other variable, to test the ability of each pair to assess risk of RP. All models included a random effect on cohort. Odds ratios were reported for every 10-unit increase in MBDA score. Frequency of RP was determined in subgroups with MBDA score low (44) for patient groups based on PGA/EGA concordance or discordance.Results:The 766 patients studied were 76% female, 76% positive for RF and/or anti-CCP Ab, with mean age 55 years, DAS28-CRP 4.7, CRP 22 mg/L, CDAI 26, SJC 9.1, PGA 4.4, EGA 3.4, MBDA score 53. No interaction was seen between MBDA score and type of cohort (early vs established RA). PGA and EGA were discordant in 294 of 766 (38%) patients and were weakly to moderately correlated (r=0.38). Among discordant patients, PGA was >EGA in 227 cases and EGA was >PGA in 67 cases. Correlations between MBDA score and PGA or EGA were r=0.41 and r=0.34, respectively. In univariable analyses, MBDA score was a statistically significant predictor of radiographic progression (OR=1.53, p=6.3x10-8) whereas PGA, EGA, 2-level discordance and 3-level discordance were not (p=0.38, 0.47, 0.74, 0.83, respectively). In multivariable analyses, significant interactions were observed between MBDA score and discordance (2-level, p=0.0029; 3-level, p=0.0087). The interaction analysis demonstrated, in PGA/EGA-concordant patients, low risk of radiographic progression when MBDA score was low and elevated risk when it was high (OR=1.33 [1.1, 1.59]). A relationship between MBDA score and RP risk was also demonstrated, with heightened trend, among discordant patients with PGA >EGA (OR=2.04 [1.53, 2.81]) and EGA >PGA (OR=3.43 [1.37, 13.8]) (Figure 1).Conclusion:MBDA score was a significant predictor of radiographic progression, whereas PGA and EGA were not. MBDA score predicted progression whether PGA and EGA were concordant or discordant. These results suggest that MBDA score detects joint-damaging disease activity more accurately than PGA and EGA and it does so whether or not PGA and EGA are in agreement.Disclosure of Interests:Leonard Calabrese Grant/research support from: AbbVie, Bristol-Myers Squibb, Cresecendo, Genentech, Gilead, GlaxoSmithKline, Horizon, Janssen, Novartis, and Sanofi., Michael E. Weinblatt Shareholder of: Canfite, Inmedix, Scipher, and Vorso, Consultant of: AbbVie, Aclaris, Amgen, Bayer, Bristol-Myers Squibb, Crescendo Bioscience, Corrona, EqRX, GSK,Genosco, Gilead, Lilly, Novartis, Pfizer, Roche, Set Point, Grant/research support from: Bristol-Myers Squibb, Myriad Genetics, Inc.,Eli Lilly and Sanofi, Nancy Shadick Consultant of: BMS, Grant/research support from: Lilly, mallinckrodt, BMS, Amgen and Sanofi, Cecilie Heegaard Brahe: None declared, Mikkel Østergaard Consultant of: Abbvie, BMS, Boehringer-Ingelheim, Celgene, Eli-Lilly, Centocor, GSK, Hospira, Janssen, Merck, Novartis, Orion, Pfizer, Regeneron, Roche, Takeda, and UCB, Grant/research support from: AbbVie, BMS, Celgene, Myriad Genetics, Inc., Janssen, and Merck, Merete L. Hetland Speakers bureau: Orion, Grant/research support from: AbbVie, Biogen, BMS, CelltrionRoche, Myriad Genetics, Inc., Eli Lily, MSD, Pfizer, and UCB, Megan Horton Shareholder of: Myriad Genetics, Inc., Employee of: Myriad Genetics, Inc., Darl Flake Shareholder of: Myriad Genetics, Inc., Employee of: Myriad Genetics, Inc., Eric Sasso Shareholder of: Myriad Genetics, Inc., Employee of: Myriad Autoimmune
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- 2021
4. Determining the Best Methods for Using Patient Registry Data in Clinical Research
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N. Shadick, Daniel H. Solomon, and Elisabetta Patorno
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medicine.medical_specialty ,Clinical research ,Patient registry ,business.industry ,medicine ,Medical physics ,business - Published
- 2019
5. POS0522 PREVALENCE OF BRONCHIECTASIS IN RHEUMATOID ARTHRITIS: A SYSTEMATIC REVIEW AND META-ANALYSIS
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Gregory McDermott, Lily W Martin, Tracy J. Doyle, Jeffrey A. Sparks, Weixing Huang, Lauren C. Prisco, and N. Shadick
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medicine.medical_specialty ,Bronchiectasis ,business.industry ,Immunology ,Retrospective cohort study ,Guideline ,medicine.disease ,General Biochemistry, Genetics and Molecular Biology ,Systematic review ,Rheumatology ,Meta-analysis ,Internal medicine ,Inclusion and exclusion criteria ,medicine ,Immunology and Allergy ,Prospective cohort study ,business ,Subclinical infection - Abstract
Background:Bronchiectasis is a known extra-articular manifestation of rheumatoid arthritis (RA) and can lead to decreased quality of life as well as increased risk for infection and mortality. Understanding the burden of bronchiectasis in RA may lead to a better understanding of pathogenesis and improved management. We performed a systematic review and meta-analysis to determine the prevalence of bronchiectasis in RA.Objectives:We investigated the prevalence of RA-related bronchiectasis (RA-BR) using a systematic review and meta-analysis.Methods:We followed the PRISMA-P 2015 guideline for systematic reviews and registered this analysis (ID#199080) on PROSPERO. We queried PubMed and EMBASE databases using the search strategy “rheumatoid arthritis; AND; bronchiectasis” as of July 31, 2020. The inclusion and exclusion criteria were assessed for study eligibility by two independent abstractors. Exclusion criteria included: (1) non-primary literature (i.e., review articles, editorials); (2) case reports involving less than 5 patients; (3) published in a language other than English; (4) did not relate to both RA and bronchiectasis; and (5) studies not involving humans (e.g., mouse models). After the initial screen, we conducted a full text review to verify that inclusion criteria were met: (1) reported frequency of RA-BR and denominator of all RA patients in the study sample. Data including type of study design, method of RA-BR detection, and RA characteristics were extracted by two independent abstractors. We performed meta-analyses using random effects models to estimate prevalence of RA-BR among RA overall and restricted to retrospective or prospective studies.Results:Out of a total of 208 studies, 37 studies were identified that reported frequency of RA-BR among RA. The included studies had heterogeneous methods to identify RA-BR that were based on either clinical or research chest computed tomography (CT) imaging and had varying methods to adjudicate images. Some studies focused on patients with respiratory symptoms or suspected RA-associated interstitial lung disease (RA-ILD). There were a total of 8,646 patients with RA, and 612 were identified as having RA-BR. The pooled overall prevalence of RA-BR in the random effects meta-analysis was 18.2% (95%CI 13.3-23.7%, Figure 1). Among prospective studies (n=24), the prevalence of RA-BR in the meta-analysis was 20.7% (95% CI 14.7-27.4%). Among retrospective studies (n=13) reporting RA-BR, the prevalence was 14.5% (95% CI 7.2-23.7%). Prevalence was lowest in retrospective studies where RA-BR was identified through clinical care (e.g., two large retrospective studies that investigated 4,000 and 1,129 RA patients reported RA-BR prevalence of 0.6% and 2.7%, respectively). The two largest prospective studies that incorporated a research protocol performing chest CT imaging on all enrolled patients investigated 150 and 332 patients with RA and reported a RA-BR prevalence of 8.0% and 9.6%, respectively. Smaller studies of both study design types generally reported higher prevalence of RA-BR.Figure 1.Pooled prevalence of RA-related bronchiectasis in RA among all studies identified (n=37).Conclusion:The prevalence of RA-BR in this systematic review and meta-analysis was 18.2%, emphasizing that bronchiectasis is a common extra-articular feature of RA. However, some studies may have identified subclinical RA-BR through research imaging or RA-BR may have been secondary to RA-ILD. Future studies should standardize methods to identify RA-BR cases and investigate the natural history and clinical course given the relatively high prevalence that we report.Disclosure of Interests:Lily Martin: None declared, Lauren Prisco: None declared, Weixing Huang: None declared, Gregory McDermott: None declared, Nancy Shadick Consultant of: Consultant < 5K Bristol-Myers Squibb, Grant/research support from: BMS Amgen Lilly, Mallinckrodt, and Sanofi, Tracy Doyle Consultant of: Boehringer Ingelheim (
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- 2021
6. SAT0129 ROLE OF SHARED EPITOPE ON THE EFFECTIVENESS OF TNFI TREATMENT FOR PATIENTS WITH RHEUMATOID ARTHRITIS
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Michael E. Weinblatt, N. Sharma, J. Bryson, J. Zhuo, S. Lama, C. Samal, N. Shadick, and Q. Xia
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medicine.medical_specialty ,business.operation ,biology ,Demographics ,business.industry ,Immunology ,Mallinckrodt ,Lama ,medicine.disease ,biology.organism_classification ,General Biochemistry, Genetics and Molecular Biology ,Rheumatology ,Shared epitope ,Rheumatoid arthritis ,Internal medicine ,Immunology and Allergy ,Medicine ,Rheumatoid factor ,Smoking status ,business - Abstract
Background:Rheumatoid arthritis (RA) has been shown a strong genetic association with particularHLA–DRB1alleles containing shared epitope (SE). However, whether SE is clinically useful in treatment choices is insufficiently investigated1and previous studies have presented mixed findings in the role of SE in the response of TNFi therapies2,3.Objectives:To assess the role of SE in response to TNFi treatment in real-world RA patients (pts).Methods:Pts enrolled in a large RA registry, Brigham and Women’s Hospital RA Sequential Study, with known SE and received TNFi therapies were included for the analysis. TNFi pts were identified by the first-time use of the drugs between March 2003 to June 2018. For this analysis, all pts were followed up to 1 year. Summary statistics are reported for demographics, serostatus and disease activity (DA) at baseline and follow-up, stratified by SE status. Given the strong association of SE and anti-citrullinated protein antibody (ACPA), the analysis was further stratified by ACPA status. The effect of SE on change in DA was assessed using linear regression model with age, gender, RA disease duration, baseline DA, smoking status, SE, ACPA and ACPA-SE interaction as covariates.Results:Of the 484 TNFi pts included in the study, 68.8% were SE+. SE+ pts (vs SE-) were more likely to be rheumatoid factor positive, have erosive disease and a higher disease duration, irrespective of ACPA status. No difference in the change of DA was observed by SE. In SE- pts, ACPA+ pts had a greater reduction of DA than ACPA- pts (Table 1). After accounting for baseline differences, there was no significant effect of SE status on the mean change from baseline in any of the 3 DA measures.(Figure 1) The change in DA was not associated with ACPA but was significantly affected by disease duration and baseline DA.Table 1.Disease Activity in TNFi Patients, Stratified by SE and ACPA StatusParameterSE+ (1 & 2 alleles, n=333)SE- (n=151)ACPA+ACPA–OverallACPA+ACPA-Overall(n=264)(n=69)(n=333)(n=90)(n=61)(n=151)Baseline, Mean (SD)DAS28 CRP3.94 (1.69)3.57 (1.61)3.86 (1.67)3.85 (1.49)3.45 (1.65)3.69 (1.57)CDAI23.06 (18.13)18.95 (15.96)22.25 (17.78)21.91 (15.96)17.72 (17.06)20.26 (16.48)SDAI24.08 (18.82)19.96 (16.59)23.27 (18.45)22.58 (16.34)18.55 (17.87)20.99 (17.01)Follow-up, Mean (SD)DAS28 CRP3.42 (1.55)2.69 (1.32)3.27 (1.53)3.19 (1.43)3.11 (1.53)3.16 (1.47)CDAI17.61 (15.53)12.11 (12.65)16.51 (15.14)15.15 (13.35)14.94 (14.73)15.07 (13.84)SDAI18.35 (15.73)12.45 (12.78)17.15 (15.34)15.31 (13.81)15.71 (15.45)15.46 (14.38)Change, Mean (SD)DAS28 CRP-0.48 (1.31)-0.65 (1.53)-0.52 (1.36)-0.52 (1.50)-0.24 (0.93)-0.42 (1.34)CDAI-4.29 (13.16)-4.79 (13.13)-4.39 (13.12)-6.45 (13.56)-2.63 (9.58)-4.99 (12.28)SDAI-4.74 (14.13)-5.07 (13.90)-4.80 (14.05)-6.87 (14.21)-2.97 (10.32)-5.41 (12.98)Figure 1.Linear Regression Model for Change in Disease Activity*Estimates, p-values are shown as data labels on the graphs; The above model is adjusted for age, gender, RA duration, smoking status, SE status, baseline DA, ACPA and ACPA*SE statusConclusion:This real-world study validates the finding from previous studies conducted in clinical settings that SE does not differentiate treatment response for TNFi therapies.References:[1]Saruhan-Direskeneli G, et al.Rheumatology (Oxford) 2007;46(12):1842-44[2]Skapenko A, et al.Clin Exp Rheumatol2019;37(5):783-790[3]Rigby W, et al.Annals of the Rheumatic Diseases2019;78(2):263-264Disclosure of Interests:Joe Zhuo Shareholder of: Bristol-Myers Squibb, Employee of: Bristol-Myers Squibb, Joshua Bryson Shareholder of: I own shares of Bristol-Myers Squibb Company, Employee of: I am a paid employee of Bristol-Myers Squibb Company, Qian Xia Shareholder of: I own shares of Bristol-Myers Squibb Company, Employee of: I am a paid employee of Bristol-Myers Squibb Company, Niyati Sharma Consultant of: I work as a consultant for Bristol-Myers Squibb Company, Chidananda Samal Consultant of: I work as a consultant for Bristol-Myers Squibb Company, Sonie Lama Shareholder of: I own shares of Bristol-Myers Squibb Company., Employee of: I am a paid employee of Bristol-Myers Squibb Company., Michael E. Weinblatt Grant/research support from: BMS, Amgen, Lilly, Crescendo and Sonofi-Regeneron, Consultant of: Horizon Therapeutics, Bristol-Myers Squibb, Amgen, Abbvie, Crescendo, Lilly, Pfizer, Roche, Gilead, Nancy Shadick Grant/research support from: Mallinckrodt, BMS, Lilly, Amgen, Crescendo Biosciences, and Sanofi-Regeneron, Consultant of: BMS
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- 2020
7. AB1243 TRAINING AND VALIDATION OF A MULTIVARIATE PREDICTOR OF RISK OF RADIOGRAPHIC PROGRESSION FOR PATIENTS WITH RHEUMATOID ARTHRITIS
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Twj Huizinga, Mikkel Ǿstergaard, Rotem Ben-Shachar, M. Horton, Alexander Gutin, N. Shadick, Darl D. Flake, Michael E. Weinblatt, Brent Mabey, Merete Lund Hetland, C. Heegaard Brahe, Jerry S. Lanchbury, E. Sasso, Elena Hitraya, Jeffrey R. Curtis, and Saedis Saevarsdottir
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medicine.medical_specialty ,business.industry ,Immunology ,medicine.disease ,Predictive value ,General Biochemistry, Genetics and Molecular Biology ,Rheumatology ,Rheumatoid arthritis ,Chart review ,Family medicine ,Hospital discharge ,Immunology and Allergy ,Medicine ,In patient ,Diagnosis code ,Medical diagnosis ,business ,Reimbursement - Abstract
Background:The multi-biomarker disease activity (MBDA) score, adjusted for age, sex and adiposity (MBDAadj), has been shown to be better than several conventional disease activity measures for predicting risk for radiographic progression (RP) in patients with rheumatoid arthritis (RA).1Serologic status and other non-disease activity measures are also predictive of RP risk. Combining them with the MBDAadjshould result in a stronger prognostic test for RP than any one measure alone.Objectives:Develop a multivariate model for predicting risk for RP that includes the adjusted MBDA score and other known predictors of RP.Methods:Four RA cohorts were used, two for training (OPERA and BRASS, n=555) and two for validation (SWEFOT and Leiden, n=397). Each pair of cohorts was heterogeneous in disease duration and treatment history. BMI data were not available for one validation cohort, so a BMI surrogate was modeled using forward selection with the two training cohorts and 3 others (CERTAIN, InFoRM, RACER) (N=1411). An RP risk score was then trained using forward selection in a linear mixed-effects regression, considering disease-related and demographic variables as predictors of change in modified total Sharp score over one year (ΔmTSS), with a random effect on cohort. The RP risk score was validated as a predictor of RP with two cutoffs (ΔmTSS >3 and >5) using logistic mixed-effects regression. Odds ratios (OR) and 95% profile likelihood-based confidence intervals (CI) were calculated from the models and significance was assessed by likelihood ratio tests. Risk curves were generated to show probability of RP as a function of the RP risk score.Results:The BMI surrogate included leptin, sex, age and age2and correlated well with BMI (ρ = 0.76). In training, the most significant independent predictors of RP were MBDAadj(p = 0.00020), seropositivity (p = 9.3 x 10-5), BMI surrogate score (p = 0.013) and use of targeted therapy (p = 0.0026). The final model was: RP risk score = 0.024 x MBDAadj+ 0.093 if seropositive – 0.063 x BMI surrogate score – 0.61 if using a targeted therapy. In validation, the OR (95% CI) of the RP risk score for predicting ΔTSS >3 or >5 were 2.2 (1.6, 3.2) (p = 2.6 × 10-6) and 3.1 (2.0, 5.0) (p = 5.7 × 10-8), respectively (Figure 1). The odds of a patient having RP increases by 50% for each 21-unit or 15-unit increase in MBDAadj, for RP defined as ΔTSS >3 or >5, respectively.Figure 1.Conclusion:A multivariate model containing adjusted MBDA score, seropositivity, a BMI surrogate and use of targeted therapy has been trained and validated as a prognostic test for radiographic progression in RA.References:[1]Curtis, et al.Rheumatology [Oxford].2018;58:874Disclosure of Interests:Thomas Huizinga Grant/research support from: Ablynx, Bristol-Myers Squibb, Roche, Sanofi, Consultant of: Ablynx, Bristol-Myers Squibb, Roche, Sanofi, Michael E. Weinblatt Grant/research support from: BMS, Amgen, Lilly, Crescendo and Sonofi-Regeneron, Consultant of: Horizon Therapeutics, Bristol-Myers Squibb, Amgen, Abbvie, Crescendo, Lilly, Pfizer, Roche, Gilead, Nancy Shadick Grant/research support from: Mallinckrodt, BMS, Lilly, Amgen, Crescendo Biosciences, and Sanofi-Regeneron, Consultant of: BMS, Cecilie Heegaard Brahe: None declared, Mikkel Ǿstergaard Grant/research support from: AbbVie, Bristol-Myers Squibb, Celgene, Merck, and Novartis, Consultant of: AbbVie, Bristol-Myers Squibb, Boehringer Ingelheim, Celgene, Eli Lilly, Hospira, Janssen, Merck, Novartis, Novo Nordisk, Orion, Pfizer, Regeneron, Roche, Sandoz, Sanofi, and UCB, Speakers bureau: AbbVie, Bristol-Myers Squibb, Boehringer Ingelheim, Celgene, Eli Lilly, Hospira, Janssen, Merck, Novartis, Novo Nordisk, Orion, Pfizer, Regeneron, Roche, Sandoz, Sanofi, and UCB, Merete L. Hetland Grant/research support from: BMS, MSD, AbbVie, Roche, Novartis, Biogen and Pfizer, Consultant of: Eli Lilly, Speakers bureau: Orion Pharma, Biogen, Pfizer, CellTrion, Merck and Samsung Bioepis, Saedis Saevarsdottir Employee of: Part-time at deCODE Genetics/Amgen Inc, working on genetic research unrelated to this project, Megan Horton Shareholder of: Myriad Genetics, Inc., Employee of: Myriad Genetics, Inc., Brent Mabey Shareholder of: Myriad Genetics, Inc., Employee of: Myriad Genetics, Inc., Darl Flake Shareholder of: Myriad Genetics, Inc., Employee of: Myriad Genetics, Inc., Rotem Ben-Shachar Shareholder of: Myriad Genetics, Inc., Employee of: Myriad Genetics, Inc., Eric Sasso Shareholder of: Myriad Genetics, Inc., Employee of: Myriad Genetics, Inc., Alexander Gutin Shareholder of: Myriad Genetics, Inc., Employee of: Myriad Genetics, Inc., Elena Hitraya Shareholder of: Myriad Genetics, Inc., Employee of: Myriad Genetics, Inc., Jerry Lanchbury Shareholder of: Myriad Genetics, Inc., Employee of: Myriad Genetics, Inc., Jeffrey Curtis Grant/research support from: AbbVie, Amgen, Bristol-Myers Squibb, Corrona, Janssen, Lilly, Myriad, Pfizer, Regeneron, Roche, UCB, Consultant of: AbbVie, Amgen, Bristol-Myers Squibb, Corrona, Janssen, Lilly, Myriad, Pfizer, Regeneron, Roche, UCB
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- 2020
8. OP0010 Use of claims and electronic medical record data to predict ra disease activity
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Beatrice Pan, Michael E. Weinblatt, Sean E. Connolly, N. Shadick, Kazuki Yoshida, Daniel H. Solomon, Candace H. Feldman, Michelle L. Frits, and Evo Alemao
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medicine.medical_specialty ,business.operation ,business.industry ,Electronic medical record ,Mallinckrodt ,Pharmacy ,Disease activity ,Family medicine ,Health care ,Cohort ,Epidemiology ,Medicine ,Medicare Part D ,business - Abstract
Background Prior studies have demonstrated challenges in developing and validating claims-based algorithms that accurately predict RA disease activity.1 2 The ability to adjust for and predict RA disease activity would be a powerful epidemiological tool for studies that lack direct disease activity measures such as the DAS28. Objectives We used machine-learning methods to incorporate claims and electronic medical record (EMR) data to develop models to predict DAS28 (CRP) as a continuous measure, and to distinguish moderate-to-high disease activity from low activity/remission. Methods We identified 300 adults (≥18 years of age) with RA enrolled in a single academic centre cohort with ≥1 year of linked Medicare insurance claims preceding a DAS28 (CRP) measurement between 2006 and 2010. Of these, 95 had Medicare Part D pharmacy data. From claims we included demographics, co-morbidities, joint replacement surgery, physical therapy visits, numbers of RA-related codes, laboratory values and imaging studies, and healthcare utilisation. For those with Part D pharmacy data we included medications (steroids, analgesics, DMARDs) and switches between drugs. From the EMRs we obtained smoking status, BMI, blood pressure, medication use, laboratory values for seropositivity (RF or anti-cyclic citrullinated peptide antibodies), haematocrit, ESR and CRP. We constructed models with claims only, claims with medications and claims with EMR data. We examined these models with DAS28 (CRP) as a continuous measure and as a binary outcome (moderate/high activity vs low activity/remission). We used adaptive least absolute shrinkage and selection operator (LASSO), which avoids model overfitting by penalising large coefficients and selects a subset of variables by shrinking some coefficients to zero. We used adjusted R2 to compare continuous model fit and C-statistics to compare binary models. Results In models that included DAS28 as a continuous measure, using claims alone explained 11% of the DAS28 variability. Adding medications and EMR data to claims improved the adjusted R2 by 6% (table 1). In models that included DAS28 as a binary outcome (moderate/high activity vs low activity/remission), our claims-only model yielded a C-statistic of 0.68, which increased to 0.79 after inclusion of medications and EMR data. Conclusions Incorporating medications, EMR data and laboratory values into a claims-based index did not significantly improve the ability to predict DAS28 scores as a continuous measure. However, models that include claims, medications and EMR data may be used to reasonably distinguish moderate-to-high disease activity from low disease activity/remission. References [1] Sauer BC, et al. Arthritis Res Ther2017;19:86. [2] Desai RJ, et al. Arthritis Res Ther2015;17:83. Disclosure of Interest C. Feldman Grant/research support from: Bristol-Myers Squibb, Pfizer, K. Yoshida Grant/research support from: Tuition support from Harvard T.H. Chan School of Public Health (partially supported by training grants from Pfizer, Takeda, Bayer and PhRMA)., B. Pan: None declared, M. Frits: None declared, N. Shadick Grant/research support from: BRASS registry, Amgen, Bristol-Myers Squibb, and Mallinckrodt, Consultant for: Bristol-Myers Squibb, M. Weinblatt Grant/research support from: Bristol-Myers Squibb, Amgen, Crescendo Bioscience, Sanofi, Consultant for: Bristol-Myers Squibb, Amgen, Crescendo Bioscience, AbbVie, Eli Lilly, Pfizer, Roche, Merck, Samsung, Novartis, S. Connolly Shareholder of: Bristol-Myers Squibb, Employee of: Bristol-Myers Squibb, E. Alemao Shareholder of: Bristol-Myers Squibb, Employee of: Bristol-Myers Squibb, D. Solomon Grant/research support from: Bristol-Myers Squibb, Pfizer, Amgen, Genentech
- Published
- 2018
9. AB0207 Change in anti-citrullinated protein autoantibody levels in clinical practice are associated with resource use and disease activity measures
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Michael E. Weinblatt, N. Shadick, Michelle L. Frits, Z. Guo, Evo Alemao, and Christine Iannaccone
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musculoskeletal diseases ,medicine.medical_specialty ,Univariate analysis ,business.operation ,business.industry ,Autoantibody ,Mallinckrodt ,Odds ratio ,Logistic regression ,Disease activity ,Clinical Practice ,Internal medicine ,Physical therapy ,medicine ,Resource use ,skin and connective tissue diseases ,business - Abstract
Background High anti-citrullinated protein antibody (ACPA) concentration, beyond ACPA positivity, is indicative of more aggressive radiographic progression in patients (pts) with RA. 1 However, there is limited information on changes in ACPA levels in clinical practice settings, and the association of changes in ACPA with measures of resource use and/or disease activity. Objectives To evaluate the association between change in ACPA levels with hospitalizations/durable medical equipment (DME) use and change in disease activity. Methods Pts enrolled in a tertiary care centre RA registry, established in 2003, were analysed. The registry mostly comprises pts with established RA who were evaluated semi-annually for multiple clinical patient-reported outcomes as well as resource utilization parameters, and annually for disease activity measures such as DAS28 (CRP), SDAI and CDAI. The current analysis is based on pts enrolled in the registry with ACPA values at the time of baseline (BL) and follow-up visits. BL and follow-up ACPA levels were based on well-documented and validated ELISAs from Euro-Diagnostica (distributed by IBL-America, Minneapolis, MN, USA). Annual mean ACPA change from BL over the first year of enrolment in the registry was calculated. Changes ([follow-up – BL]/BL x 100) in ACPA levels were categorized as decrease ( +10%). Use of DME (canes, wheelchairs, walkers and commodes) as well as hospitalizations during 12-month follow-up and annual change in disease activity (DAS28 [CRP], SDAI, CDAI, swollen painful joint counts and pain) were assessed. Multivariate logistic regression analyses for binary outcome variables (DME and hospitalizations) and linear regression for change in disease activity measures were conducted, controlling for BL covariates. Results A total of 840 (65%) pts in the registry had BL and follow-up ACPA values and were included in the analysis. Overall, 34.6% (n=291) of pts had a decrease, 31.7% (n=266) had no change and 33.7% (n=283) had an increase in ACPA levels. There were no significant differences in BL characteristics between the three groups except for disease duration. Pts with RA with an increase in ACPA levels had significantly longer disease duration at BL. In univariate analyses, DME use was 23.4%, 30.1% and 28.6%, and hospitalization rate was 13.4%, 16.5% and 20.1% in pts with a decrease, no change or an increase in ACPA levels, respectively. Unadjusted mean (SD) change from BL in DAS28 (CRP), SDAI and CDAI in pts with reductions in ACPA levels was –0.7 (1.4), –6.1 (15.7) and –5.9 (15.1), and –0.5 (1.4), –5.0 (15.7) and –4.7 (14.6) in pts with an increase in ACPA levels. After controlling for BL covariates, the odds ratio (OR) for DME in patients who had a decrease in ACPA levels (vs increase) was 0.62 (95% CI 0.40, 0.94; p=0.026), and the OR for hospitalization was 0.54 (0.33, 0.86; p=0.010). Similarly, reductions in ACPA levels were associated with greater reductions in disease activity measures (Fig). Conclusions Reductions in ACPA levels were associated with reductions in DME use and hospitalizations as well as reductions in disease activity measures. References Ronnelid J, et al. Ann Rheum Dis 2005;64:1744–9. Disclosure of Interest E. Alemao Shareholder of: Bristol-Myers Squibb, Employee of: Bristol-Myers Squibb, Z. Guo Shareholder of: Bristol-Myers Squibb, Employee of: Bristol-Myers Squibb, C. Iannaccone: None declared, M. Frits: None declared, N. Shadick Grant/research support from: Bristol-Myers Squibb, UCB, Mallinckrodt, Amgen, Crescendo Biosciences, Consultant for: Bristol-Myers Squibb, M. Weinblatt Grant/research support from: Amgen, Bristol-Myers Squibb, Crescendo, UCB, Dxterity, Consultant for: Amgen, Bristol-Myers Squibb, Crescendo Biosciences, UCB, AbbVie, Lilly, Pfizer, Roche
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- 2017
10. SAT0197 Treatment outcomes with anti-tnf and non-anti-tnf disease-modifying therapy by baseline body mass index
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Evo Alemao, Michael E. Weinblatt, Christine Iannaccone, N. Shadick, Michelle L. Frits, and Z. Guo
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030203 arthritis & rheumatology ,medicine.medical_specialty ,business.operation ,business.industry ,Abatacept ,05 social sciences ,Arthritis ,Mallinckrodt ,Disease ,Overweight ,medicine.disease ,03 medical and health sciences ,0302 clinical medicine ,Internal medicine ,0502 economics and business ,Cohort ,medicine ,medicine.symptom ,business ,Serostatus ,Body mass index ,050203 business & management ,medicine.drug - Abstract
Background Recent studies have indicated that being overweight or obese could reduce the effect of anti-TNF treatment in patients (pts) with RA. 1,2 Other data show that certain biologic (b)DMARDs, such as abatacept, work independently of BMI. 3,4 Additional data on the role of BMI on treatment outcomes in clinical practice settings is required to inform clinical practice. Objectives To evaluate the impact of BMI on outcomes of disease activity in pts with RA treated with TNF and non-TNF agents (conventional or other bDMARDs). Methods Pts enrolled in a tertiary care centre RA registry, established in 2003, were analysed. The registry mostly comprises pts with established RA who were evaluated semi-annually for multiple clinical patient-reported outcomes and resource utilization parameters, and annually for composite disease activity measures such as DAS28 (CRP), CDAI and SDAI. The current analysis is based on pts enrolled in the RA registry with BMI values at time of enrolment. Pts were classified into groups based on BMI: normal (BMI 2 ), overweight (BMI ≥25 to 2 ) and obese (BMI ≥30 kg/m 2 ). Outcomes evaluated included change from baseline in DAS28 (CRP), CDAI, SDAI and joint counts at 12 months from treatment exposure. Treatments were categorized into TNF and non-TNF, which included conventional DMARDs and other non-TNF biologics. Multivariate linear regression analyses were used to evaluate impact of BMI on treatment outcomes controlling for baseline covariates of age, sex, disease duration, co-morbidities, baseline disease activity and serostatus. Separate models were run for the TNF and non-TNF groups. Results A total of 997 (78%) pts in the registry had baseline BMI values and were included in the analysis. Around 37% (n=371) had TNF exposure and were included in the TNF cohort; the remainder (63%; n=626) were included in the non-TNF cohort. Proportions of pts in the normal, overweight and obese groups for the TNF cohort were 45.5% (n=169), 27.5% (n=102) and 27.0% (n=100), respectively. For the non-TNF cohort, these were 41.7% (n=261), 33.1% (n=207) and 25.2% (n=158), respectively. In both cohorts, pts with normal BMIs were younger vs the overweight and obese BMI groups. However, obese BMI pts had higher disease activity measures at baseline (mean [SD] CDAI: 22.8 [17.8] for TNF and 24.9 [17.3] for non-TNF) vs the normal BMI pts (17.5 [15.9] for TNF and 19.9 [16.7] for non-TNF) and overweight BMI pts (20.9 [16.5] for TNF and 20.5 [15.0] for non-TNF). Adjusted mean change from baseline in disease activity in the TNF cohort was significantly reduced across all disease activity measures for the normal BMI group (p Conclusions Independent of BMI, non-anti-TNF therapy demonstrated similar outcomes in pts with RA. However, obese and overweight pts with RA (vs normal weight) had less improvement in disease activity (as measured by DAS28 [CRP]) with anti-TNF therapy. References Gremese E, et al. Arthritis Care Res 2013;65:94–100. Klaasen R, et al. Arthritis Rheum 2011;63:359–64. Gardette A, et al. Ann Rheum Dis 2015;74:1041. Disclosure of Interest E. Alemao Shareholder of: Bristol-Myers Squibb, Employee of: Bristol-Myers Squibb, Z. Guo Shareholder of: Bristol-Myers Squibb, Employee of: Bristol-Myers Squibb, C. Iannaccone: None declared, M. Frits: None declared, M. Weinblatt Grant/research support from: Amgen, Bristol-Myers Squibb, Crescendo Biosciences, UCB, DxTerity, Consultant for: Amgen, Bristol-Myers Squibb, Crescendo Biosciences, UCB, AbbVie, Lilly, Pfizer, Roche, N. Shadick Grant/research support from: Bristol-Myers Squibb, UCB, Mallinckrodt, Amgen, Brescendo Biosciences, Consultant for: Bristol-Myers Squibb
- Published
- 2017
11. The Association Between Reduction in Inflammation and Changes in Lipoprotein Levels and HDL Cholesterol Efflux Capacity in Rheumatoid Arthritis
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Jonathan S. Coblyn, Christine Iannaccone, Michael E. Weinblatt, N. Shadick, Katherine P. Liao, Martin P. Playford, Michelle L. Frits, and Nehal N. Mehta
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rheumatoid arthritis ,Adult ,Male ,medicine.medical_specialty ,Apolipoprotein B ,Epidemiology ,Inflammation ,030204 cardiovascular system & hematology ,lipids ,Arthritis, Rheumatoid ,Cohort Studies ,03 medical and health sciences ,chemistry.chemical_compound ,0302 clinical medicine ,Risk Factors ,Internal medicine ,medicine ,Humans ,Original Research ,Aged ,Apolipoproteins B ,030203 arthritis & rheumatology ,Apolipoprotein A-I ,biology ,business.industry ,Cholesterol ,C-reactive protein ,Cholesterol, LDL ,Middle Aged ,medicine.disease ,C-Reactive Protein ,Endocrinology ,chemistry ,Antirheumatic Agents ,Rheumatoid arthritis ,Cohort ,biology.protein ,lipids (amino acids, peptides, and proteins) ,Female ,Apolipoprotein A1 ,medicine.symptom ,Lipoproteins, HDL ,Cardiology and Cardiovascular Medicine ,business ,Follow-Up Studies ,Lipoprotein - Abstract
Background Potent anti‐inflammatory rheumatoid arthritis (RA) treatments are associated with reduced cardiovascular risk as well as increases in low‐density lipoprotein ( LDL ) cholesterol. This apparent paradox may be explained by favorable changes in other lipid measurements. The objective of this study was to determine the longitudinal association between changes in inflammation with advanced lipoprotein measurements and high‐density lipoprotein ( HDL ) cholesterol efflux capacity. Methods and Results We conducted this study in a longitudinal RA cohort from a large academic center, including subjects with high‐sensitivity C‐reactive protein (hs‐ CRP ) reduction ≥10 mg/L at 2 time points 1 year apart. Subjects receiving statins during the study period or preceding 6 months were excluded. We compared total cholesterol, LDL cholesterol, HDL cholesterol, apolipoprotein B, and apolipoprotein A1 levels and HDL cholesterol efflux capacity at baseline and 1‐year follow‐up by using the paired t test. We also assessed the correlations between reductions in hs‐ CRP with percentage change in lipid parameters. We studied 90 RA subjects (mean age 57 years, 89% female), all of whom were receiving disease‐modifying antirheumatic drugs. We observed a 7.2% increase in LDL cholesterol levels ( P =0.02) and improvement in efflux capacity by 5.7% ( P =0.002) between baseline and follow‐up, with a median hs‐ CRP reduction of 23.5 mg/L. We observed significant correlations between reductions in hs‐ CRP with increases in apolipoprotein A1 ( r =0.27, P =0.01) and HDL cholesterol efflux capacity ( r =0.24, P =0.02). Conclusion Among RA subjects experiencing reductions in hs‐ CRP , we observed increased LDL cholesterol levels and concomitant improvements in HDL cholesterol efflux capacity. These findings provide further insight into lipid modulation and the beneficial effect of reduction in inflammation on lipids in vivo.
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- 2015
12. THU0090 Association of The Rheumatoid Arthritis Prognostic Factors Anti-Citrullinated Peptide Antibodies, Rheumatoid Factor and Erosions with Disease Activity and Work Productivity
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Evo Alemao, Z. Guo, Michelle L. Frits, Michael E. Weinblatt, Christine Iannaccone, and N. Shadick
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030203 arthritis & rheumatology ,medicine.medical_specialty ,Work productivity ,biology ,business.industry ,Immunology ,Arthritis ,Odds ratio ,medicine.disease ,Logistic regression ,General Biochemistry, Genetics and Molecular Biology ,Discontinuation ,03 medical and health sciences ,0302 clinical medicine ,Rheumatology ,Rheumatoid arthritis ,Internal medicine ,medicine ,biology.protein ,Immunology and Allergy ,Rheumatoid factor ,030212 general & internal medicine ,Antibody ,business - Abstract
Background Autoantibody production, including RF and anti-citrullinated protein antibody (ACPA), may play a role in RA disease pathogenesis. 1 ACPA positivity(+) in patients (pts) with RA is a strong predictor of joint erosions and radiographic progression. 1,2 However, data evaluating the association of seropositive, erosive disease with disease activity and resource use (RU) are limited. Objectives To evaluate the association of ACPA+/RF+ with erosions and disease activity; to compare activity, RU and work productivity (WP) in ACPA+ pts with erosions vs all other RA pts. Methods Pts enrolled in the BRASS Registry were analysed. BRASS comprises mostly pts with established RA who were evaluated annually on clinical measures and semi-annually on clinical pt-reported outcomes and resource utilization parameters. Baseline (BL) visit was the time of enrolment into BRASS. ACPA levels at BL and annual follow-up were measured using a validated ELISA (Inova Diagnostics, San Diego, CA) until its discontinuation in 2011, and the Euro-Diagnostica assay (IBL-America, Minneapolis, MN) thereafter. RF levels at BL and follow-up were measured during the annual rheumatologist visit. RU and WP were measured at 6 months (M) via pt questionnaires. Subgroups at BL were described using Wilcoxon rank-sum test (continuous variables) and Pearson9s chi-square test (categorical variables); multivariate logistic regression models (binary outcome variables) and ordinary least-square regression analysis (continuous outcome variables) were used. Covariates included in the multivariate models were age, sex, race, BMI, RA duration, number of co-morbidities and treatment. Results Among 1309 pts with ACPA data, 82% were female, mean (SD) age was 56.5 (14.1) yrs and DAS28(CRP) was 3.7 (1.6). Pts had mean (SD) TJC of 14.3 (14.0), ACPA levels of 128.3 (151.9) units/mL and RF levels of 127.7 (301.6) units/mL. After controlling for covariates, odds ratio (OR) for erosive disease was 2.72 (95% CI: 1.77, 4.18) for ACPA+ and 1.36 (0.88, 2.08) for RF+ (Fig. 1a). The OR for attaining SDAI LDA ( Conclusions ACPA+ has a stronger association with erosions and disease activity. The presence of ACPA+ and erosions (vs absence) is associated with higher disease activity, lower odds of remission and lower WP, even when treated with standard-of-care bDMARDs. References Aggarwal R, et al. Arthritis Rheum 2009;61:1472–83. Jilani AA and Mackworth-Young CG. Int J Rheumatol 2015;2015:72810. doi: 10.1155/2015/728610. Disclosure of Interest E. Alemao Shareholder of: Bristol-Myers Squibb, Employee of: Bristol-Myers Squibb, Z. Guo Shareholder of: Bristol-Myers Squibb, Employee of: Bristol-Myers Squibb, C. Iannaccone: None declared, M. Frits: None declared, N. Shadick Grant/research support from: Bristol-Myers Squibb, Crescendo Biosciences, Amgen, UCB, Questcor, M. Weinblatt Grant/research support from: Bristol-Myers Squibb, Crescendo Bioscience, UCB, Amgen, Consultant for: Bristol-Myers Squibb, Crescendo Bioscience, UCB, AbbVie, Roche, Janssen, Pfizer, Lilly, Amgen
- Published
- 2016
13. FRI0651-HPR Three Year Trends in Physical Activity in Adults with Rheumatoid Arthritis
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Christine Iannaccone, Michelle L. Frits, Jing Cui, J. vonHeideken, Maura D. Iversen, and N. Shadick
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medicine.medical_specialty ,business.industry ,Immunology ,Physical fitness ,Repeated measures design ,Arthritis ,Disease ,medicine.disease ,General Biochemistry, Genetics and Molecular Biology ,Rheumatology ,Quality of life ,Internal medicine ,Rheumatoid arthritis ,Cohort ,medicine ,Immunology and Allergy ,Medical history ,business - Abstract
Background Adults with Rheumatoid Arthritis (RA) demonstrate low physical activity (PA) levels and excess cardiovascular risk. Most PA studies in RA are cross-sectional and PA interventions are often part of self-management programs of short-term duration (≤1 year). Longitudinal examination of PA in RA may inform PA intervention design. Objectives To identify trends in PA in adults with RA over 3 years and to longitudinally characterize correlates of PA. Methods This 3-yr study included 573 RA registry patients with ≥1 annual visit and complete PA data. Baseline and annual measures were: demographics, medical history/meds, alcohol use, psychosocial support, self-efficacy, disease activity, quality of life, patient/physician global assessment, function, and PA defined as either meeting or not meeting the US Dept Health & Human Services (DHHS) recommendations of 150 min of moderate activity/wk or 90 min vigorous PA/week, at each interval. McNemar χ 2 tests assessed the relationship between disease activity (DAS-CRP3 categories) and PA. A mixed model repeated measures analysis identified factors associated with PA, adjusting for disease activity over time. Results 94% of adults were Caucasian, 83% female with a mean age of 61 yrs (SD=12). Average RA duration was 19.5 yrs (SD=11.8). At baseline, 59.2% had low disease activity, 29.9% moderate and 10.9% highly active disease. 36% of subjects were sedentary and 29% met the PA recommendations. Over 3 years, PA was significantly negatively associated with disease activity (χ 2 , p 53–62 OR=0.62; 95%CI 0.40,0.94; age >62–69 OR=0.64; 95%CI 0.42,0.96; age >69 OR=0.53; 95%CI 0.33,0.83) poor mental health (OR =0.58; 95%CI 0.38,0.87) and higher patient global assessment scores [10–20] OR=0.59; 95%CI 0.41,0.85; [>20–50] OR=0.61; 95%CI 0.39,0.96; [>50] OR=0.51; 95%CI 0.29,0.89) were associated with not meeting the PA threshold. Conclusions A small proportion of adults with RA met PA recommendations, despite well-controlled disease, and the proportion decreased over time. After controlling for disease activity, modifiable correlates of PA were linked to lifestyle, mental health and patient perceptions of disease, suggesting PA interventions target patient perspectives and lifestyles. References del Rincon ID, Williams K, Stern MP, Freeman GL, Escalante A. High incidence of cardiovascular events in a rheumatoid arthritis cohort not explained by traditional cardiac risk factors. Arthritis Rheum. 2001;44(12):2737–45. Veldhuijzen van Zanten JJ, Rouse PC, Hale ED, Ntoumanis N, Metsios GS, Duda JL, et al. Perceived Barriers, Facilitators and Benefits for Regular Physical Activity and Exercise in Patients with Rheumatoid Arthritis: A Review of the Literature. Sports Med. 2015;45(10):1401–12 US Department of Health and Human Services. Physical Activity Guidelines for Americans Committee. Physical Activity Guidelines Advisory Committee report, 2008 Washington, D.C: 2008. Acknowledgement Financial support by NIH grant # R03 AR057133–0 (M Iversen: PI) Disclosure of Interest None declared
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- 2016
14. AB0448 Baseline Characteristics and Changes in Disease Activity at 12 Months in Patients Treated with Abatacept Versus Other Biologic Disease-Modifying Antirheumatic Drugs in Clinical Practice Setting – Results from the Brass Registry
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N. Shadick, Michael E. Weinblatt, S. Joo, Christine Iannaccone, Evo Alemao, and Michelle L. Frits
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medicine.medical_specialty ,business.industry ,Abatacept ,Immunology ,Arthritis ,Disease ,medicine.disease ,General Biochemistry, Genetics and Molecular Biology ,Clinical trial ,Rheumatology ,Quality of life ,Baseline characteristics ,Internal medicine ,Rheumatoid arthritis ,medicine ,Physical therapy ,Immunology and Allergy ,In patient ,business ,medicine.drug - Abstract
Background The advent and use of biologic DMARDs (bDMARDs) have advanced the standard of care in RA, reducing unmet needs and increasing remission rates. Abatacept (ABA), a selective T-cell co-stimulatory modulator, is approved for the management of moderate-to-severe RA. In clinical trial settings, ABA showed efficacy similar to TNFi.1 In clinical practice, TNFi are the predominantly used bDMARDs in the management of RA; however, there are limited data comparing ABA to bDMARDs in clinical practice. Objectives The primary objective was to assess baseline characteristics of RA patients receiving ABA or other bDMARDs in clinical practice. The secondary objective was to evaluate changes from baseline to 12 months in RA disease activity measures (DAS28 [CRP], CDAI and SDAI), as well as patient-reported outcomes (PROs; physical functioning [modified Health Assessment Questionnaire (mHAQ)], quality of life [EQ-5D] and arthritis active/pain today) in RA patients receiving ABA or other bDMARDs in clinical practice. Methods Data from patients enrolled in the Brigham and Women's Hospital Rheumatoid Arthritis Sequential Study (BRASS) registry, established in 2003, were analysed to address the study objectives. The registry comprises mostly patients with established RA who were evaluated annually on clinical measures and semi-annually on multiple clinical PROs and resource utilization parameters. The current analysis is based on patients who had exposure to bDMARDs and had data on at least one disease activity measure available during 12-month follow-up in the registry. Descriptive statistics were used to summarize the baseline differences in demographics, disease activity measures and laboratory measurements between RA-patients prescribed ABA vs other bDMARDs. Mean change from baseline to 12 months in disease activity measures and PROs were assessed using univariate and multivariate regression analyses that controlled for baseline covariates, including baseline ABA vs bDMARD treatments. Results A total of 748 patients were included in the analysis; of these, 102 (13.6%) received ABA and 646 (86.4%) received other bDMARDs; the majority (83%) of ABA patients had prior exposure to bDMARDs. At baseline, ABA patients (vs other bDMARD patients) were older (mean [SD] age: 59.5 [10.7] vs 54.8 [14.2] yrs; p=0.0015), with higher CRP levels (17.09 [41.5] vs 8.1 [19.2] mg/L; p=0.0004), higher DAS28 (CRP) (4.42 [1.58] vs 3.68 [1.65]; p≤0.001), higher mHAQ (0.59 [0.52] vs 0.37 [0.47]; p≤0.001) and lower EQ-5D (0.71 [0.15] vs 0.80 [0.17]; p≤0.001). After controlling for baseline covariates, the mean changes from baseline to 12 months in disease activity measures and PROs were comparable in ABA and other bDMARD patients ([Table][1]). ![Figure][2] Conclusions RA patients prescribed abatacept (vs other bDMARDs) in clinical practice tend to be older, with longer disease duration, higher disease activity scores, higher acute-phase reactant and the majority had prior bDMARD exposure. Despite this, mean changes from baseline to 12 months in disease activity measures and PROs in patients on abatacept and other biologic therapies were comparable. References 1. Schiff M, et al. Ann Rheum Dis 2014;73:86–94. Disclosure of Interest E. Alemao Shareholder of: Bristol-Myers Squibb, Employee of: Bristol-Myers Squibb, S. Joo Shareholder of: Bristol-Myers Squibb, Employee of: Bristol-Myers Squibb, M. Frits: None declared, C. Iannaccone: None declared, N. Shadick Grant/research support from: Bristol-Myers Squibb, Crescendo Bioscience, Amgen, UCB, AbbVie, M. Weinblatt Grant/research support from: Bristol-Myers Squibb, Crescendo Bioscience, UCB, Consultant for: Bristol-Myers Squibb, Crescendo Bioscience, UCB, Abbvie, Roche, Janssen, Pfizer, Lilly, Amgen [1]: #F1 [2]: pending:yes
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- 2015
15. SAT0340 Evaluation of Resource Utilization in Ra Patients with and Without Infections in a Clinical Practice Setting
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Evo Alemao, Michelle L. Frits, N. Shadick, S. Joo, Christine Iannaccone, and Michael E. Weinblatt
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medicine.medical_specialty ,education.field_of_study ,business.industry ,Immunology ,Osteoporosis ,Population ,Odds ratio ,Disease ,medicine.disease ,General Biochemistry, Genetics and Molecular Biology ,Rheumatology ,Quality of life ,Rheumatoid arthritis ,Diabetes mellitus ,Internal medicine ,Emergency medicine ,medicine ,Immunology and Allergy ,business ,education ,Generalized estimating equation - Abstract
Background Patients (pts) treated for RA have higher incidence rates of infections compared with the general population, which can complicate the clinical management of RA.1 However, there is a paucity of data in the literature on medical resource utilization associated with infection in RA pts in clinical practice. Objectives The primary objective of this analysis was to compare resource use (proportion of pts with durable medical equipment [DME] use, hospitalization and emergency room [ER] visits) in RA pts with vs without infections in clinical practice. The secondary objective was to compare the pt-reported outcomes (PROs) of physical functioning (mHAQ) and quality of life (EQ-5D) in RA pts with vs without infections in clinical practice. Methods Pts enrolled in the Brigham and Women9s Hospital Rheumatoid Arthritis Sequential Study (BRASS) registry, established in 2003, were analysed. BRASS mostly comprises pts with established RA who were evaluated semi-annually for multiple clinical PROs and resource utilization parameters. Infections/opportunistic infections were recorded annually by a rheumatologist. The current analysis is based on the first 5 years of pt follow-up in BRASS. Pts with any infections at baseline or follow-up were categorized as Infection=Yes; those without were categorized as Infection=No. To control for any intra-class correlation of the panel data in BRASS, the generalized estimating equation method was utilized for bivariate outcomes of hospitalizations, ER visits and use of DME; mixed models were used for continuous outcomes of mHAQ and EQ-5D. Variables for the fixed effects included baseline age, sex, disease duration, DAS28 (CRP), BMI, osteoporosis, renal disease, diabetes, infection and corticosteroid use. Results Overall, 1137 (84.9%) BRASS pts were included in the current analysis. Of these, 462 (40.6%) had at least one infection during follow-up. In general, the two groups were comparable, although pts with infections were older (mean [SD] age 57.4 [13.2] yrs vs 55.2 [14.4] yrs for Infection=Yes and No, respectively), had a higher number of comorbidities (mean [SD] 1.3 [1.2] vs 0.9 [0.8]), and lower physical functioning (mean [SD] mHAQ 0.49 [0.51] vs 0.39 [0.43]). After controlling for baseline covariates, RA pts with infections (vs those without) had higher odds for hospitalizations (odds ratio [OR]=2.27; 95% CI 1.802, 2.868), ER visits (OR=2.27; 95% CI 1.802, 2.868) and DME use (OR=1.29; 95% CI 1.078, 1.546). The multivariate models for mHAQ and EQ-5D indicated no significant difference in physical functioning between pts with vs without infections (mean difference in mHAQ=0.0157; p=0.153) and marginal decrease in quality of life for pts with vs without infections (mean difference in EQ-5D= –0.009; p=0.053). Conclusions Both univariate and multivariate results indicate that RA pts with infections tend to have higher healthcare utilization than those without infections. Use of DME was 29% more likely, while hospitalizations and ER visits were twice as likely in pts with infections. Reducing infections in RA patients through implementation of new ACR draft guidelines could reduce healthcare utilization. References Doran MF, Gabriel SE. J Rheumatol 2001;28:1942–3 Disclosure of Interest E. Alemao Shareholder of: Bristol-Myers Squibb, Employee of: Bristol-Myers Squibb, S. Joo Shareholder of: Bristol-Myers Squibb, Employee of: Bristol-Myers Squibb, M. Frits: None declared, C. Iannaccone: None declared, N. Shadick Grant/research support from: Bristol-Myers Squibb, Crescendo Biosciences, Amgen UCB, AbbVie, M. Weinblatt Grant/research support from: Bristol-Myers Squibb, Crescendo Bioscience, UCB, Consultant for: Bristol-Myers Squibb, Crescendo Bioscience, UCB, AbbVie, Roche, Janssen, Pfizer, Lilly, Amgen
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- 2015
16. THU0246 Differences (OR Variations) in Physical Functioning in RA by Disease Activity Levels Defined by Das, CDai, and SDAI in Clinical Practice
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Evo Alemao, Christine Iannaccone, Michelle L. Frits, Maiwenn Al, Paul D. Allison, S. Joo, N. Shadick, Michael E. Weinblatt, Hugh Kawabata, and MP Rutten-van Mölken
- Subjects
medicine.medical_specialty ,Univariate analysis ,business.industry ,Immunology ,Arthritis ,Disease ,medicine.disease ,General Biochemistry, Genetics and Molecular Biology ,Disease activity ,Clinical Practice ,Rheumatology ,Physical functioning ,Internal medicine ,Rheumatoid arthritis ,medicine ,Physical therapy ,Immunology and Allergy ,Family history ,business - Abstract
Background Multiple composite measures of disease activity, such as Disease Activity Score (DAS), Clinical Disease Activity Index (CDAI) and Simplified Disease Activity Index (SDAI), are currently recommended and used to evaluate treatment benefits in RA. However, limited data exist on how key clinical outcomes, such as physical functioning, differ by levels of disease activity in a clinical practice setting. Objectives Evaluate the association between disease activity levels, as defined by DAS28 (C-reactive protein; CRP), CDAI and SDAI, and physical functioning, as measured by the modified Health Assessment Questionnaire (MHAQ), in clinical practice. Methods Data from the Brigham and Women9s Hospital Rheumatoid Arthritis Sequential Study (BRASS) Registry, established in 2003, were used. 1 The current analysis is based on the first 5 years of patient follow-up in BRASS. Disease activity levels of severe disease activity (SDA), moderate disease activity (MDA), low disease activity (LDA) and remission were based on DAS28 (CRP) (SDA: >5.1; MDA: ≤5.1; LDA: ≤3.2), SDAI (SDA: >26; MDA: ≤26; LDA: ≤11; remission: ≤3.3) and CDAI (SDA: >22; MDA: ≤22; LDA: ≤10; remission: ≤2.8). All independent variables including disease activity (SDAI, CDAI, DAS28-CRP) were measured prior to the outcome (MHAQ). To control for intra-class correlation of the panel data in BRASS, mixed models were used to estimate the fixed and random effects on MHAQ. Variables for the fixed effects include baseline demographics, comorbidities, family history of disease, duration of RA disease, joint replacement, disease activity and seropositivity. Results A total of 1297 (82.3% female) BRASS patients are included in the current analysis, with a mean (standard deviation [SD]) age of 56.6 (14.1) years and a mean (SD) duration of symptoms of 15.3 (13) years. At baseline, 71% of patients were seropositive; 10.3% (n=134) and 7% (n=91) were in remission based on CDAI and SDAI, respectively. The majority (95%) of patients were exposed to DMARDs and 45% of these were exposed to biologic DMARDs at baseline. Based on univariate analyses, patients in remission/LDA (vs patients in MDA/SDA) tended to have lower mean MHAQ scores (Figure). After controlling for covariates in mixed models, patients who were in remission (vs LDA) had significantly lower MHAQ scores during follow-up based on SDAI (–0.047; p=0.010) and CDAI (–0.073; p=0.0003) criteria. There was no significant difference in MHAQ between DAS ≤2.6 and ≤3.2 (–0.022; p=0.173). Patients who attained remission/LDA (vs MDA and SDA) had significantly lower MHAQ scores across all composite measures. Conclusions There was no difference in physical functioning between DAS28 (CRP) ≤2.6 vs ≤3.2. However, being in remission (vs LDA), as per CDAI and SDAI, provided additional improvement in the physical function of the patient. Attainment of remission/LDA in clinical practice was associated with improvements in physical functioning. References Iannaccone CK, et al. Arthritis Care Res (Hoboken) 2013;65:1183–9. Disclosure of Interest : E. Alemao Shareholder of: BMS, Employee of: BMS, S. Joo Shareholder of: BMS, Employee of: BMS, H. Kawabata: None declared, M. Al: None declared, P. Allison: None declared, M. Rutten-van Molken: None declared, M. Frits: None declared, C. Iannaccone: None declared, N. Shadick Grant/research support: ABBVIE, AMGEN, Genentech, M. Weinblatt Grant/research support: BMS, Crescendo Bioscience, UCB, Consultant for: BMS, Crescendo Bioscience, UCB, Abbvie, Roche, Janssen DOI 10.1136/annrheumdis-2014-eular.1519
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- 2014
17. FRI0182 Development of A Multimorbidity Index: Impact on Quality of Life Using A Rheumatoid Arthritis Cohort
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Michelle L. Frits, Bing Lu, N. Shadick, D. Aletaha, Helga Radner, Daniel H. Solomon, M.D. Mjaavatten, Michael E. Weinblatt, Kazuki Yoshida, and Josef S. Smolen
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medicine.medical_specialty ,Percentile ,business.industry ,Immunology ,Regression analysis ,medicine.disease ,Comorbidity ,Spearman's rank correlation coefficient ,General Biochemistry, Genetics and Molecular Biology ,Rheumatology ,Quality of life ,Internal medicine ,Rheumatoid arthritis ,Cohort ,Linear regression ,Physical therapy ,medicine ,Immunology and Allergy ,business - Abstract
Background Multimorbidity is an important patient-centered concept that needs to be considered when deciding on diagnostic or therapeutic strategies for typical rheumatoid arthritis (RA) patients. In chronic diseases like RA, health related quality of life (HRQol) is the main outcome. An index reflecting multimorbidity (MMI) that is based on HRQoL would be novel, as existing indices are commonly comorbidity indices based on more unidimensional outcomes, such as mortality, costs or function. A MMI would be helpful to better address the disease-related aspect of patients9 overall well-being. Objectives To develop a multimorbidity index (MMI) based on HRQoL. Methods The index was developed in an RA cohort, the Brigham and Women9s Hospital Rheumatoid Arthritis Sequential Study (BRASS). 40 specific morbidities recommended as core by a systematic literature review were identified using ICD-9 codes; the primary outcome was EQ-5D. Two types of MMI were calculated, one by simply enumerating concomitant morbidities (MMIc), and another one by weighing mobid conditions based on their association with HRQoL (using EQ5D) in a multiple linear regression analysis (weights derived from β-coefficients of the regression model) (MMIw). Performance of both MMI was compared to the Charlson comorbidity index (CCI). Results In total 544 out of 876 patients were multimorbid, defined as ≥2 morbid conditions. MMIc ranged from 1-16 (median 2; 25th/75th percentile 1/3); MMIw ranged from 0 – 38 (mean±SD 3.8±6.1). Both indices were similarly associated with EQ-5D, and significantly more strongly than the established CCI (Correlation coefficient r (95CI)%: MMIc -0.21 (-0.15 to -0.28); MMIw -0.32 (-0.26 to -0.38), CCI -0.10 (-0.03 to -0.15); p 2 obtained by linear regression models using EQ-5D as dependent variable and the two Indices as independent variable, adjusted for age and gender was highest for MMI (R 2 : MMIc 0.05, MMIw 0.11, CCI 0.01). When accounting for RA disease activity (using Clinical disease activity index CDAI) R 2 increased (R 2 MMIc 0.18; MMIw 0.22; CCI 0.17), still showing highest values of MMI compared to CCI. The predictive validity of the MMI was robust as demonstrated by the agreement of predicted values of EQ5D after one year with observed values of EQ5D after one year (Spearman r: MMIc 0.34, MMIw 0.37; both p Conclusions In our cohort, the novel MMI showed a better relationship with HRQol than the well known CCI. A simple enuneration of morbid conditions is similarly effective as a HRQoL weighted index, and could therefore be useful to control for the effect of multimorbidity on patient9s overall well being. Disclosure of Interest None declared DOI 10.1136/annrheumdis-2014-eular.3405
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- 2014
18. SAT0039 Development and Validation of A Prognostic Clinical Model for RAPID Radiographic Progression in Patients with RA
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S. Joo, Paul D. Allison, Michelle L. Frits, G. L'Italien, N. Shadick, Christine Iannaccone, Evo Alemao, Michael E. Weinblatt, Maiwenn Al, Katherine P. Liao, and MP Rutten-van Mölken
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medicine.medical_specialty ,business.industry ,Radiography ,Immunology ,Body weight ,medicine.disease ,Logistic regression ,General Biochemistry, Genetics and Molecular Biology ,Exact test ,Rheumatology ,Internal medicine ,Rheumatoid arthritis ,Prognostic model ,medicine ,Immunology and Allergy ,In patient ,business ,Cohort study - Abstract
Background Identification of factors predictive of rapid radiographic progression (RRP) in RA pts will enable clinicians and policymakers to target appropriate treatment strategies to at-risk pts. Objectives To evaluate baseline (BL) factors associated with RRP in a longitudinal RA cohort study and to develop and validate a prognostic model for RRP in RA pts. Methods Data from the Brigham and Women9s Hospital Rheumatoid Arthritis Sequential Study (BRASS) registry were used to develop the model for RRP. Pts in the BRASS registry underwent physical and laboratory assessments at BL and annually thereafter. Joint X-rays were conducted at BL and Yr 2 and scored by the van der Heijde modified Sharp score (TSS). Pts with both BL and Yr 2 X-ray data were included in the analysis. Annualized change in TSS was calculated and pts having a 5+ unit change were considered rapid progressors. Univariate association of BL factors with RRP was conducted using either a chi-square (χ 2 ) or a Fisher9s exact test. Baseline factors with p 2 . Results Of 1297 pts in the BRASS registry, 644 had BL and Yr 2 TSS. There were no significant differences seen between pts with and without available TSS. Overall, 82% of pts were female; mean (SD) age was 57 (14) yrs and mean symptom duration was 15 yrs. Baseline mean (SD) DAS28 (CRP) was 3.9 (1.6), total swollen tender joints was 16.1 (14.1), TSS was 48.6 (61.1) and 71% of pts were seropositive (RF or ACPA positive). RRP was experienced by 67 (10%) pts in the sample and 302 (46.9%) did not experience radiographic progression. Most (95%) patients were exposed to DMARDs, with 45% of these exposed to biologic DMARDs. BL factors associated with RRP in logistic regression were seropositivity (OR=3.35; 95% CI 1.41, 7.99), duration of RA 2 of 10.47 with 8 DF (p=0.233). The AMPLE validation dataset comprised 579 RA pts with 36 (6.2%) pts experiencing RRP. In this dataset, the model had good external discrimination (ROC=0.73; 95% CI 0.63, 0.82); however, the model overestimated RRP in AMPLE (χ 2 of 164.9 with 8 DF; p 2 of 18.4 with 8 DF; p=0.02). Conclusions RRP in RA can be predicted based on BL seropositivity, body weight, disease duration, DAS28 (CRP) and TSS. Further validation of the model with other datasets is required to confirm the findings. Disclosure of Interest E. Alemao Shareholder of: BMS, Employee of: BMS, S. Joo Shareholder of: BMS, Employee of: BMS, P. Allison: None declared, M. Al: None declared, M. Rutten-van Molken: None declared, G. L9Italien Shareholder of: BMS, Employee of: BMS, C. Iannaccone: None declared, M. Frits: None declared, N. Shadick Grant/research support: AbbVie, AMGEN, BMS, Crescendo Bioscience, Genentech, UCB, M. Weinblatt Grant/research support: BMS, Crescendo Bioscience, UCB, Consultant for: BMS, Crescendo Bioscience, UCB, AbbVie, Roche, Janssen, K. Liao: None declared DOI 10.1136/annrheumdis-2014-eular.2233
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- 2014
19. Leflunomide-associated weight loss in rheumatoid arthritis
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J S, Coblyn, N, Shadick, and S, Helfgott
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Arthritis, Rheumatoid ,Male ,Anti-Inflammatory Agents, Non-Steroidal ,Weight Loss ,Humans ,Female ,Isoxazoles ,Middle Aged ,Leflunomide ,Oxidative Phosphorylation ,Aged - Abstract
To determine the frequency of weight loss in patients treated with leflunomide for rheumatoid arthritis at an arthritis referral center.We queried 35 rheumatologists at the Robert Breck Brigham Arthritis Center to determine if weight loss had occurred as an adverse event in patients treated with leflunomide between November 1998 and January 2000. Five such patients were identified and their clinical course was reviewed.Five of 70 patients who had begun leflunomide therapy had significant weight loss that could not be linked to other identifiable etiologies. The amount of weight loss was substantial in this group of patients, ranging from 19 pounds to 53 pounds. All patients had normal levels of thyroid-stimulating hormone and no other gastrointestinal complaints; evaluation revealed no other cause for the weight loss. Despite the significant weight loss, 4 of the 5 patients continued to take the drug due to its efficacy.Significant weight loss is a potential adverse event in patients with rheumatoid arthritis treated with leflunomide. Awareness of this may obviate the need for extensive medical evaluations.
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- 2001
20. Surface expression of Gp 165/95, the complement receptor CR3, as a marker of disease activity in systemic Lupus erythematosus
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Gerald Weissmann, R. Berkman, P. Hopkins, Robert Winchester, Steven B. Abramson, Jill P. Buyon, N. Shadick, and J. Dalton
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medicine.medical_specialty ,Neutrophils ,Immunology ,Complement receptor ,Granulocyte ,Biology ,Pathology and Forensic Medicine ,Cell surface receptor ,Internal medicine ,medicine ,Immunology and Allergy ,Humans ,Lupus Erythematosus, Systemic ,Anaphylatoxin ,Lupus erythematosus ,Antibodies, Monoclonal ,Complement C3 ,medicine.disease ,Complement system ,Receptors, Complement ,medicine.anatomical_structure ,Endocrinology ,Integrin alpha M ,Absolute neutrophil count ,biology.protein ,Complement C3a ,Receptors, Complement 3b - Abstract
Complement-derived peptides capable of activating neutrophils appear in plasma during flares of systemic lupus erythematosus (SLE). One possible consequence of such activation is an increased expression of the surface adhesion promoting heterodimer gp165/95 (the complement receptor CR3). The quantity of gp165/95 was measured by indirect immunofluorescence using a monoclonal antibody of the CD11b group, Mol, directed to the α chain. Eighty-three percent of 26 patients with SLE expressed gp165/95 on their neutrophil surface to a greater extent than normals. The highest levels of surface gp165/95 were found in patients with the most severe disease, who also had the highest levels of the circulating anaphylatoxin C3a (mean = 560 ng/ml versus 147 ng/ml in controls). There was a negative correlation between expression of gp165/95 and absolute neutrophil count. Five individuals followed serially demonstrated an increase in surface gp165/95 during disease flares which returned to normal with clinical improvement. These data support the hypothesis that the neutrophils of patients with active SLE recruit increased numbers of gp165/95 molecules to their surface in response to complement activation; these activated neutrophils bearing increased numbers of adhesion promoting gp165/95 may contribute to endothelial injury in SLE.
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- 1988
21. Cost-effectiveness of abatacept in patients with moderately to severely active rheumatoid arthritis and inadequate response to methotrexate.
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M. Vera-Llonch, E. Massarotti, F. Wolfe, N. Shadick, R. Westhovens, O. Sofrygin, R. Maclean, Y. Yuan, and G. Oster
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RHEUMATOID arthritis ,ARTHRITIS ,AUTOIMMUNE diseases ,IMMUNOSUPPRESSIVE agents - Abstract
Objective. To assess cost–effectiveness of abatacept in patients with moderately to severely active RA and inadequate response to MTX. Methods. We developed a simulation model to depict progression of disability [in terms of the HAQ Disability Index (HAQ-DI)] in women aged 55–64 yrs with moderately to severely active RA and inadequate response to MTX. At model entry, patients were assumed to receive either only MTX or MTX plus abatacept. Patients were then tracked from model entry until death. Future health-state utilities and medical-care costs (except study therapy) were estimated based on predicted values of the HAQ-DI. The model was estimated using data from a Phase III clinical trial of abatacept plus various secondary sources. Cost–effectiveness was expressed in terms of incremental cost (2006 US$) per quality-adjusted life-year (QALY) gained over alternatively 10 yrs and a lifetime. Costs and health effects were both discounted at 3% annually. Results. Over 10 yrs, abatacept would yield 1.2 additional QALYs (undiscounted) per patient (4.6 vs 3.4 for MTX) at an incremental (discounted) cost of $51 426 ($103 601 vs $52 175, respectively); over a lifetime, corresponding figures were 2.0 QALYS (6.8 vs 4.8) and $67 757 ($147 853 vs $80 096). Cost–effectiveness was [mean (95% CI)] $47 910 ($44 641, $52 136) per QALY gained over 10 yrs and $43 041 ($39 070, $46 725) per QALY gained over a lifetime. Findings were robust in sensitivity analyses. Conclusion. Abatacept is cost-effective by current standards of medical practice in patients with moderately to severely active RA and inadequate response to MTX. [ABSTRACT FROM AUTHOR]
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- 2008
22. Impact of Sex, Serostatus, and Smoking on Risk for Rheumatoid Arthritis-Associated Interstitial Lung Disease Subtypes.
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McDermott GC, Hayashi K, Juge PA, Gill R, Byrne S, Gagne S, Wang X, Paudel ML, Moll M, Cho MH, Vanni K, Kowalski E, Qian G, Bade K, Saavedra A, Kawano Y, DiIorio M, Wolfgang T, Kim EY, Dellaripa PF, Weinblatt ME, Shadick N, Doyle TJ, and Sparks JA
- Abstract
Objective: Rheumatoid arthritis-associated interstitial lung disease (RA-ILD) includes multiple subtypes with varying histopathology, prognosis, and potential treatments. Limited research has investigated risk factors for different RA-ILD subtypes. Therefore, we examined demographic, serologic, and lifestyle associations with RA-ILD subtypes., Methods: We systematically identified RA-ILD cases and RA controls without ILD (RA-noILD) in the Brigham RA Sequential Study and Mass General Brigham Biobank RA cohort. We determined RA-ILD subtype (usual interstitial pneumonia [UIP], nonspecific interstitial pneumonia [NSIP], and other/indeterminate) through chest high-resolution computed tomography imaging pattern. We investigated associations of demographic, lifestyle, and serologic factors with major RA-ILD subtypes using multivariable logistic regression., Results: Among 3,328 patients with RA, we identified 208 RA-ILD cases and 547 RA-noILD controls. RA-UIP was associated with older age (odds ratio [OR] 1.03 per year, 95% confidence interval [95% CI] 1.01-1.05), male sex (OR 2.15, 95% CI 1.33-3.48), and seropositivity (OR 2.08, 95% CI 1.24-3.48), whereas RA-NSIP was significantly associated only with seropositive status (OR 3.21, 95% CI 1.36-7.56). Nonfibrotic ILDs were significantly associated with smoking (OR 2.81, 95% CI 1.52-5.21). Having three RA-ILD risk factors (male, seropositive, smoking) had an OR of 6.89 (95% CI 2.41-19.7) for RA-UIP compared with having no RA-ILD risk factors., Conclusion: Older age, seropositivity, and male sex were strongly associated with RA-UIP, whereas RA-related autoantibodies were associated with RA-NSIP. These findings suggest RA-ILD sex differences may be driven by RA-UIP and emphasize the importance of further studies to clarify RA-ILD heterogeneity and optimize screening and treatment approaches., (© 2024 American College of Rheumatology.)
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- 2024
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23. The Association Between High-Sensitivity Cardiac Troponin T and Major Adverse Cardiovascular Events in Rheumatoid Arthritis.
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Weber BN, Weisenfeld D, Jeffway M, Liu F, McDermott G, Coblyn J, Weinblatt ME, Shadick N, Di Carli M, and Liao KP
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- Humans, Female, Male, Middle Aged, Aged, Arthritis, Rheumatoid blood, Arthritis, Rheumatoid complications, Troponin T blood, Cardiovascular Diseases etiology, Cardiovascular Diseases blood, Biomarkers blood
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- 2024
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24. Prevalence and Characteristics of Adults with Difficult-to-Treat Rheumatoid Arthritis in a Large Patient Registry.
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Paudel ML, Li R, Naik C, Shadick N, Weinblatt ME, and Solomon DH
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Objectives: An estimated 5-20% of patients with rheumatoid arthritis (RA) fail multiple treatments and are considered "difficult-to-treat" (D2T), posing a substantial clinical challenge for rheumatologists. A European Alliance of Associations for Rheumatology (EULAR) task force proposed a definition of D2T-RA in 2021. We applied EULAR's D2T definition in a cohort of patients with established RA to assess prevalence and we compared clinical characteristics of participants with D2T-RA with matched comparisons., Methods: Data from the longitudinal Brigham and Women's Hospital Rheumatoid Arthritis Sequential Study (BRASS) registry was used. Participants were classified as D2T if they met EULAR's definition. A comparison group of non-D2T RA patients were matched 2:1 to every D2T patient, and differences in characteristics were evaluated in descriptive analyses. Prevalence rates of D2T were estimated using Poisson regression., Results: We estimated the prevalence of D2T-RA to be 14.4 (95% CI: 12.8-16.3 per 100 persons) among 1,581 participants with RA, and 22.3 (95% CI: 19.9-25.0 per 100 persons) among 1,021 who were biologic/targeted synthetic DMARD experienced. We observed several differences in demographics, comorbidities, and RA disease activity between D2T-RA and non-D2T RA comparisons. Varying EULAR sub-criteria among all participants in BRASS resulted in a range of D2T-RA prevalence rates, from 0.6-17.5 per 100 persons., Conclusion: EULAR's proposed definition of D2T-RA identifies patients with RA who have not achieved treatment targets. Future research should explore heterogeneity in these patients and evaluate outcomes to inform the design of future studies aimed at developing more effective RA management protocols., (© The Author(s) 2024. Published by Oxford University Press on behalf of the British Society for Rheumatology. All rights reserved. For permissions, please email: journals.permissions@oup.com.)
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- 2024
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25. Association of hemoglobin levels with radiographic progression in patients with rheumatoid arthritis: an analysis from the BRASS registry.
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Shadick N, Hagino O, Praestgaard A, Fiore S, Weinblatt M, and Burmester G
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- Humans, Female, Registries, Hemoglobins therapeutic use, Disease Progression, Methotrexate therapeutic use, Antirheumatic Agents therapeutic use, Arthritis, Rheumatoid diagnostic imaging, Arthritis, Rheumatoid drug therapy
- Abstract
Background: To evaluate baseline hemoglobin (Hb) and radiographic progression over time in patients enrolled in the Brigham and Women's Rheumatoid Arthritis Sequential Study (BRASS) registry., Methods: The BRASS is a prospective observational registry of patients with rheumatoid arthritis. BRASS Hb data and total sharp score data were matched with the main BRASS patients. Hb at baseline was categorized per the World Health Organization guidelines. Mean Hb, mean total sharp score, and mean changes over time from baseline to month 120 were summarized (overall, by low/normal Hb, and by current medication at baseline). All analyses were descriptive., Results: Out of the total (N = 1114) rheumatoid arthritis patients included in the analysis, patients with low Hb at baseline (n = 224 [20%]) had longer disease duration and higher disease activity and reported more pain compared with patients with normal Hb at baseline (n = 890 [80%]). Patients with low Hb at baseline continued to have lower Hb than patients with normal Hb throughout 10 years; although, on average, patients in the low Hb subgroup exhibited a steady increase in Hb levels. A larger increase in total sharp score over time was observed for patients with low Hb than for patients with normal Hb. No meaningful differences potentially attributable to medication at baseline were detected., Conclusions: Patients with low Hb levels at baseline tended to have increased radiographic progression as measured by total sharp score compared with patients with rheumatoid arthritis having normal Hb levels. Patients with low Hb experienced sustained improvements in Hb levels over time, regardless of the class of medication used., Trial Registration: ClinicalTrials.gov NCT01793103., (© 2023. The Author(s).)
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- 2023
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26. Associations of the MUC5B promoter variant with timing of interstitial lung disease and rheumatoid arthritis onset.
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McDermott G, Gill R, Gagne S, Byrne S, Huang W, Cui J, Prisco L, Zaccardelli A, Martin L, Kronzer VL, Moll M, Cho MH, Shadick N, Dellaripa PF, Doyle T, and Sparks JA
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- Humans, Female, Middle Aged, Male, Promoter Regions, Genetic genetics, Odds Ratio, Logistic Models, Disease Progression, Mucin-5B genetics, Lung Diseases, Interstitial genetics, Lung Diseases, Interstitial complications, Arthritis, Rheumatoid genetics, Arthritis, Rheumatoid complications
- Abstract
Objectives: To investigate the associations of the common MUC5B promoter variant with timing of RA-associated interstitial lung disease (RA-ILD) and RA onset., Methods: We identified patients with RA meeting 2010 ACR/EULAR criteria and available genotype information in the Mass General Brigham Biobank, a multihospital biospecimen and clinical data collection research study. We determined RA-ILD presence by reviewing all RA patients who had CT imaging, lung biopsy or autopsy results. We determined the dates of RA and RA-ILD diagnoses by manual records review. We examined the associations of the MUC5B promoter variant (G>T at rs35705950) with RA-ILD, RA-ILD occurring before or within 2 years of RA diagnosis and RA diagnosis at age >55 years. We used multivariable logistic regression to estimate odds ratios (ORs) for each outcome by MUC5B promoter variant status, adjusting for potential confounders including genetic ancestry and smoking., Results: We identified 1005 RA patients with available genotype data for rs35705950 (mean age 45 years, 79% female, 81% European ancestry). The MUC5B promoter variant was present in 155 (15.4%) and was associated with RA-ILD [multivariable OR 3.34 (95% CI 1.97, 5.60)], RA-ILD before or within 2 years of RA diagnosis [OR 4.01 (95% CI 1.78, 8.80)] and RA onset after age 55 years [OR 1.52 (95% CI 1.08, 2.12)]., Conclusions: The common MUC5B promoter variant was associated with RA-ILD onset earlier in the RA disease course and older age of RA onset. These findings suggest that the MUC5B promoter variant may impact RA-ILD risk early in the RA disease course, particularly in patients with older-onset RA., (© The Author(s) 2022. Published by Oxford University Press on behalf of the British Society for Rheumatology. All rights reserved. For permissions, please email: journals.permissions@oup.com.)
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- 2022
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27. Demographic, Lifestyle, and Serologic Risk Factors for Rheumatoid Arthritis (RA)-associated Bronchiectasis: Role of RA-related Autoantibodies.
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McDermott G, Gill R, Gagne S, Byrne S, Huang W, Wang X, Prisco LC, Zaccardelli A, Martin LW, Masto L, Kronzer VL, Shadick N, Dellaripa PF, Doyle TJ, and Sparks JA
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- Autoantibodies, Case-Control Studies, Demography, Humans, Life Style, Risk Factors, Arthritis, Rheumatoid complications, Arthritis, Rheumatoid epidemiology, Bronchiectasis complications, Bronchiectasis diagnostic imaging, Bronchiectasis epidemiology, Lung Diseases, Interstitial diagnosis
- Abstract
Objective: To investigate demographic, lifestyle, and serologic risk factors for isolated rheumatoid arthritis (RA)-associated bronchiectasis (RA-BR) that is not a result of interstitial lung disease (ILD)., Methods: We performed a case-control study using patients with RA from the Mass General Brigham Biobank. We reviewed the records of all patients with RA meeting the 2010 American College of Rheumatology/European Alliance of Associations for Rheumatology criteria with computed tomography (CT) chest imaging to identify RA-BR cases and controls with RA and RA-related lung disease. For each patient, the CT chest imaging that was performed closest to enrollment was independently reviewed by 2 radiologists for the presence of RA-related lung diseases. Cases had clinical and radiologic evidence of RA-BR without interstitial lung abnormalities on imaging. Controls had RA and no evidence of bronchiectasis or ILD. We examined the associations between demographic, lifestyle, and serologic factors with RA-BR using multivariable logistic regression., Results: We identified 57 cases of isolated RA-BR and 360 RA controls without RA-related lung disease. In multivariable models, RA-BR was associated with older age at RA onset (OR 1.37 per 10 years, 95% CI 1.02-1.82), lower BMI at RA diagnosis (OR 0.94 per kg/m
2 , 95% CI 0.89-0.99), seropositive RA (OR 3.96, 95% CI 1.84-8.53), positive rheumatoid factor (OR 4.40, 95% CI 2.14-9.07), and positive anticyclic citrullinated peptide (OR 3.47, 95% CI 1.65-7.31). Higher titers of RA-related autoantibodies were associated with higher odds of RA-BR., Conclusion: Seropositivity, older age at RA diagnosis, and lower BMI at RA onset were associated with isolated bronchiectasis in RA that was not a result of ILD. These findings expand the list of potential risk factors for RA-BR and suggest a pathogenic link between airway inflammation and RA-related autoantibodies., (Copyright © 2022 by the Journal of Rheumatology.)- Published
- 2022
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28. Meaning of patient global assessment when joint counts are low in rheumatoid arthritis.
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Felson D, Feathers V, Naik C, Solomon DH, Weinblatt ME, and Shadick N
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- Cross-Sectional Studies, Fatigue diagnosis, Fatigue etiology, Humans, Severity of Illness Index, Arthritis, Rheumatoid complications, Arthritis, Rheumatoid diagnosis, Arthritis, Rheumatoid epidemiology, Fibromyalgia diagnosis, Fibromyalgia epidemiology, Low Back Pain diagnosis, Low Back Pain etiology
- Abstract
Objective: In patients with rheumatoid arthritis (RA) with low 28-joint tender and swollen joint counts but who assessed their disease as active, to evaluate whether activity reflected RA symptoms., Methods: We carried out a cross-sectional study of patients in BRASS, a cohort of patients with established RA who had 28-joint counts assessed, scored their disease activity, identified their painful joints, and answered questions about other sites of pain and fatigue. Patients and their rheumatologists were asked about the presence of fibromyalgia. We examined whether patients reported pain in joints excluded from the 28-joint joint count (feet, ankles, hips, neck) and pain or symptoms probably unrelated to RA including low back pain, headache and fibromyalgia. Fatigue was not classified. Analyses were descriptive., Results: Of 272 patients, 49 had tender and swollen joint counts <1 and a patient global assessment score of ≥3/10. 48/49 (95%) reported pain in joints excluded from the 28-joint count. Of these 49, 24 (45%) also had other symptoms especially low back pain. Fatigue was present in all patients. No patient had fibromyalgia., Conclusion: If joint counts <=1 are scored in 28 joints, patient global assessments of ≥3/10 often occur when there is pain in uncounted joints, joints that may respond to RA treatment., Competing Interests: Competing interests: None declared., (© Author(s) (or their employer(s)) 2022. Re-use permitted under CC BY-NC. No commercial re-use. See rights and permissions. Published by BMJ.)
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- 2022
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29. The Role of Shared Epitope in Rheumatoid Arthritis Prognosis in Relation to Anti-Citrullinated Protein Antibody Positivity.
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Zhuo J, Xia Q, Sharma N, Gao S, Lama S, Cui J, Feathers V, Shadick N, and Weinblatt ME
- Abstract
Introduction: Shared epitope (SE) is present in high proportions of anti-citrullinated protein antibody (ACPA) + patients with rheumatoid arthritis (RA) and is associated with poor prognosis. We assessed the role of SE in RA prognosis, in relation to ACPA positivity., Methods: Patients enrolled in the Brigham and Women's RA Sequential Study were included. Changes from baseline in disease activity (Disease Activity Score in 28 joints using C-reactive protein [DAS28 (CRP)], Clinical Disease Activity Index [CDAI], Simplified Disease Activity Index [SDAI]) to 1 year were assessed. Baseline characteristics were compared by SE and ACPA status (±; chi-squared, Kruskal-Wallis). Association between number of SE alleles and ACPA status (logistic regression models), relationships between baseline characteristics and changes in disease activity (adjusted linear regression model), and effect of ACPA on the association between SE and changes in disease activity (mediation analysis) were studied., Results: Nine hundred twenty-six patients were included. SE + versus SE - patients had significantly longer disease duration and higher disease activity scores and were more likely to have erosive disease, have higher comorbidity burden, and be RF + (all p < 0.05). Among patients with one or two SE alleles (vs. 0), odds of being ACPA + were 1.97 (p = 0.0003) and 3.82 (p < 0.0001), respectively. SE + versus SE - patients had worse disease activity scores as indicated by mean increases in DAS28 (CRP) of 0.22, CDAI of 2.07, and SDAI of 2.43 over 1 year (all p < 0.05). Direct effect of SE + accounted for 76.4-80.1% of total effect in disease activity increases., Conclusions: SE is strongly associated with ACPA positivity and higher disease activity in patients with RA. SE was associated with greater increases in disease activity over 1 year, which was partially mediated by the presence of ACPA., Trial Registration: ClinicalTrials.gov identifier: NCT01793103; registration date: February 15, 2013, retrospectively registered., (© 2022. The Author(s).)
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- 2022
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30. Dr. Kremer et al reply.
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Kremer JM, Reed G, Pappas DA, Kane K, Feathers VL, Weinblatt ME, Shadick N, Greenberg J, and Harrold LL
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- Humans, Methotrexate, Arthritis, Rheumatoid
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- 2022
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31. The Clinical Disease Activity Index and the Routine Assessment of Patient Index Data 3 for Achievement of Treatment Strategies.
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Kremer JM, Pappas DA, Kane K, Greenberg J, Harrold LR, Feathers VL, Shadick N, Weinblatt ME, and Reed G
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- Female, Humans, Patient Reported Outcome Measures, Remission Induction, Severity of Illness Index, Surveys and Questionnaires, Antirheumatic Agents therapeutic use, Arthritis, Rheumatoid diagnosis, Arthritis, Rheumatoid drug therapy
- Abstract
Objective: To compare the Clinical Disease Activity Index (CDAI) with the Routine Assessment of Patient Index Data 3 (RAPID3) from 2 large United States registries., Methods: Using a cross section of clinic visits within 2 registries, we determined whether the outcome of each metric would place the patient in remission (REM), low (LDA), moderate (MDA), or high disease activity (HDA) using the CDAI, with the assumption that a patient in MDA or HDA would be a candidate for acceleration of treatment., Results: We identified significant disparities between the 2 indices in final disease categorization using each index system. For patients identified in LDA by CDAI, RAPID3 identified 20.4% and 28.3% as LDA in Corrona and the Brigham and Women's Rheumatoid Arthritis Sequential Study (BRASS), respectively. For patients identified as MDA by CDAI, RAPID3 identified 36.2% and 31.1% as MDA in Corrona and BRASS, respectively, with the greatest disparities within each system identified for LDA and MDA activity by the CDAI (20.4% and 36.2% agreement of RAPID3 with CDAI, respectively, in Corrona and 28.3% and 31.1% agreement in BRASS). Overall comparison between CDAI and RAPID3 in the 4 disease categories resulted in estimated κ = 0.285 in both. The RAPID3 scores indicated the potential for treat-to-target acceleration in 34.4% of patients in REM or LDA based on CDAI in Corrona and 27.7% in BRASS, respectively., Conclusion: The RAPID3, based on patient-reported outcomes, shows differences with CDAI categories of disease activity. The components of CDAI are not highly correlated with RAPID3, except for patient global assessment. These differences could significantly affect the decision to advance treatment when using a treat-to-target regimen., (Copyright © 2021 by the Journal of Rheumatology.)
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- 2021
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32. Geometric variations associated with posterior communicating artery aneurysms.
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Zhang J, Can A, Lai PMR, Mukundan S Jr, Castro VM, Dligach D, Finan S, Gainer V, Shadick N, Savova G, Murphy SN, Cai T, Weiss ST, and Du R
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- Angiography, Digital Subtraction, Cerebral Angiography, Circle of Willis diagnostic imaging, Computed Tomography Angiography, Female, Humans, Aneurysm, Ruptured, Intracranial Aneurysm diagnostic imaging
- Abstract
Background: Hemodynamic stress, conditioned by the morphology of the surrounding vasculature, plays an important role in aneurysm formation. Our goal was to identify image-based location-specific parameters that are associated with posterior communicating artery (PCoA) aneurysms., Methods: Three-dimensional morphological parameters obtained from CT angiography or digital subtraction angiography from 187 patients with unilateral PCoA aneurysms, diagnosed at the Brigham and Women's Hospital and Massachusetts General Hospital between 1990 and 2016, were evaluated. In order to control for genetic and clinical risk factors, we chose the contralateral unaffected PCoA as a control group. We examined diameters and angles of the surrounding parent and daughter vessels. Univariable and multivariable statistical analyses were performed to determine statistical significance. Sensitivity analyses with small aneurysms (≤5 mm) only and an unmatched analysis of 432 PCoA aneurysms and 197 control patients without PCoA aneurysms were also performed., Results: In a multivariable conditional logistic regression model we showed that smaller diameter size ratio (OR 1.45×10
-5 , 95% CI 1.12×10-7 to 1.88×10-3 ) and larger daughter-daughter angle (OR 1.04, 95% CI 1.02 to 1.07) were significantly associated with PCoA aneurysm presence after correcting for other variables. In subgroup analyses of small aneurysms (≤5 mm) and in an unmatched analysis the significance and direction of these results were preserved., Conclusions: Larger daughter-daughter angles and smaller diameter size ratio are significantly associated with the presence of PCoA aneurysms. These simple parameters can be utilized to guide the risk assessment for the formation of PCoA aneurysms in high risk patients., Competing Interests: Competing interests: None declared., (© Author(s) (or their employer(s)) 2021. No commercial re-use. See rights and permissions. Published by BMJ.)- Published
- 2021
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33. Discovery and validation of a novel subgroup and therapeutic target in idiopathic multicentric Castleman disease.
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Pierson SK, Shenoy S, Oromendia AB, Gorzewski AM, Langan Pai RA, Nabel CS, Ruth JR, Parente SAT, Arenas DJ, Guilfoyle M, Reddy M, Weinblatt M, Shadick N, Bower M, Pria AD, Masaki Y, Katz L, Mezey J, Beineke P, Lee D, Tendler C, Kambayashi T, Fosså A, van Rhee F, and Fajgenbaum DC
- Subjects
- Humans, Interleukin-6, Proteomics, Signal Transduction, United States, Castleman Disease drug therapy, Herpesvirus 8, Human
- Abstract
Idiopathic multicentric Castleman disease (iMCD) is a poorly understood hematologic disorder involving cytokine-induced polyclonal lymphoproliferation, systemic inflammation, and potentially fatal multiorgan failure. Although the etiology of iMCD is unknown, interleukin-6 (IL-6) is an established disease driver in approximately one-third of patients. Anti-IL-6 therapy, siltuximab, is the only US Food and Drug Administration-approved treatment. Few options exist for siltuximab nonresponders, and no validated tests are available to predict likelihood of response. We procured and analyzed the largest-to-date cohort of iMCD samples, which enabled classification of iMCD into disease categories, discovery of siltuximab response biomarkers, and identification of therapeutic targets for siltuximab nonresponders. Proteomic quantification of 1178 analytes was performed on serum of 88 iMCD patients, 60 patients with clinico-pathologically overlapping diseases (human herpesvirus-8-associated MCD, N = 20; Hodgkin lymphoma, N = 20; rheumatoid arthritis, N = 20), and 42 healthy controls. Unsupervised clustering revealed iMCD patients have heterogeneous serum proteomes that did not cluster with clinico-pathologically overlapping diseases. Clustering of iMCD patients identified a novel subgroup with superior response to siltuximab, which was validated using a 7-analyte panel (apolipoprotein E, amphiregulin, serum amyloid P-component, inactivated complement C3b, immunoglobulin E, IL-6, erythropoietin) in an independent cohort. Enrichment analyses and immunohistochemistry identified Janus kinase (JAK)/signal transducer and activator of transcription 3 signaling as a candidate therapeutic target that could potentially be targeted with JAK inhibitors in siltuximab nonresponders. Our discoveries demonstrate the potential for accelerating discoveries for rare diseases through multistakeholder collaboration., (© 2021 by The American Society of Hematology.)
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- 2021
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34. Divergence of Cardiovascular Biomarkers of Lipids and Subclinical Myocardial Injury Among Rheumatoid Arthritis Patients With Increased Inflammation.
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Weber B, He Z, Yang N, Playford MP, Weisenfeld D, Iannaccone C, Coblyn J, Weinblatt M, Shadick N, Di Carli M, Mehta NN, Plutzky J, and Liao KP
- Subjects
- Aged, Apolipoprotein A-I metabolism, Apolipoproteins B metabolism, Asymptomatic Diseases, C-Reactive Protein metabolism, Cardiovascular Diseases metabolism, Cholesterol metabolism, Female, Heart Disease Risk Factors, Humans, Interleukin-6 metabolism, Male, Middle Aged, Prospective Studies, Receptors, Tumor Necrosis Factor, Type II metabolism, Risk Assessment, Triglycerides metabolism, Arthritis, Rheumatoid metabolism, Cholesterol, LDL metabolism, Heart Diseases metabolism, Inflammation metabolism, Myocardium metabolism, Natriuretic Peptide, Brain metabolism, Peptide Fragments metabolism, Troponin T metabolism
- Abstract
Objective: Patients with rheumatoid arthritis (RA) are 1.5 times more likely to develop cardiovascular disease (CVD) attributed to chronic inflammation. A decrease in inflammation in patients with RA is associated with increased low-density lipoprotein (LDL) cholesterol. This study was undertaken to prospectively evaluate the changes in lipid levels among RA patients experiencing changes in inflammation and determine the association with concomitant temporal patterns in markers of myocardial injury., Methods: A total of 196 patients were evaluated in a longitudinal RA cohort, with blood samples and high-sensitivity C-reactive protein (hsCRP) levels measured annually. Patients were stratified based on whether they experienced either a significant increase in inflammation (an increase in hsCRP of ≥10 mg/liter between any 2 time points 1 year apart; designated the increased inflammation cohort [n = 103]) or decrease in inflammation (a decrease in hsCRP of ≥10 mg/liter between any 2 time points 1 year apart; designated the decreased inflammation cohort [n = 93]). Routine and advanced lipids, markers of inflammation (interleukin-6, hsCRP, soluble tumor necrosis factor receptor II), and markers of subclinical myocardial injury (high-sensitivity cardiac troponin T [hs-cTnT], N-terminal pro-brain natriuretic peptide) were measured., Results: Among the patients in the increased inflammation cohort, the mean age was 59 years, 81% were women, and the mean RA disease duration was 17.9 years. The average increase in hsCRP levels was 36 mg/liter, and this increase was associated with significant reductions in LDL cholesterol, triglycerides, total cholesterol, apolipoprotein (Apo B), and Apo A-I levels. In the increased inflammation cohort at baseline, 45.6% of patients (47 of 103) had detectable circulating hs-cTnT, which further increased during inflammation (P = 0.02). In the decreased inflammation cohort, hs-cTnT levels remained stable despite a reduction in inflammation over follow-up. In both cohorts, hs-cTnT levels were associated with the overall estimated risk of CVD., Conclusion: Among RA patients who experienced an increase in inflammation, a significant decrease in routinely measured lipids, including LDL cholesterol, and an increase in markers of subclinical myocardial injury were observed. These findings highlight the divergence in biomarkers of CVD risk and suggest a role in future studies examining the benefit of including hs-cTnT for CVD risk stratification in RA., (© 2020, American College of Rheumatology.)
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- 2021
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35. Data-Driven Patient Clustering and Differential Clinical Outcomes in the Brigham and Women's Rheumatoid Arthritis Sequential Study Registry.
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Curtis JR, Weinblatt M, Saag K, Bykerk VP, Furst DE, Fiore S, St John G, Kimura T, Zheng S, Bingham CO 3rd, Wright G, Bergman M, Nola K, Charles-Schoeman C, and Shadick N
- Subjects
- Adolescent, Adult, Aged, Aged, 80 and over, Boston, Cluster Analysis, Cross-Sectional Studies, Data Mining, Disease Progression, Female, Health Status, Humans, Incidence, Male, Middle Aged, Multimorbidity, Phenotype, Principal Component Analysis, Prospective Studies, Registries, Risk Assessment, Risk Factors, Social Determinants of Health, Socioeconomic Factors, Time Factors, Treatment Outcome, Young Adult, Arthritis, Rheumatoid diagnosis, Arthritis, Rheumatoid epidemiology, Arthritis, Rheumatoid therapy
- Abstract
Objective: To use unbiased, data-driven, principal component (PC) and cluster analysis to identify patient phenotypes of rheumatoid arthritis (RA) that might exhibit distinct trajectories of disease progression, response to treatment, and risk for adverse events., Methods: Patient demographic, socioeconomic, health, and disease characteristics recorded at entry into a large, single-center, prospective observational registry cohort, the Brigham and Women's Rheumatoid Arthritis Sequential Study (BRASS), were harmonized using PC analysis to reduce dimensionality and collinearity. The number of PCs was established by eigenvalue >1, cumulative variance, and interpretability. The resulting PCs were used to cluster patients using a K-means approach. Longitudinal clinical outcomes were compared between the clusters over 2 years., Results: Analysis of 142 variables from 1,443 patients identified 41 PCs that accounted for 77% of the cumulative variance in the data set. Cluster analysis distinguished 5 patient clusters: 1) less RA disease activity/multimorbidity, shorter RA duration, lower incidence of comorbidities; 2) less RA disease activity/multimorbidity, longer RA duration, more infections, psychiatric comorbidities, health care utilization; 3) moderate RA disease activity/multimorbidity, more neurologic comorbidity; 4) more RA disease activity/multimorbidity, shorter RA duration, more metabolic comorbidity, higher body mass index; 5) more RA disease activity/multimorbidity, longer RA duration, more hepatic, orthopedic comorbidity and RA-related surgeries. The clusters exhibited differences in clinical outcomes over 2 years of follow-up., Conclusion: Data-driven analysis of the BRASS registry identified 5 distinct phenotypes of RA. These results illustrate the potential of data-driven patient profiling as a tool to support personalized medicine in RA. Validation in an independent data set is ongoing., (© 2020 The Authors. Arthritis Care & Research published by Wiley Periodicals LLC on behalf of American College of Rheumatology.)
- Published
- 2021
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36. Association of Seropositivity and Mortality in Rheumatoid Arthritis and the Impact of Treatment With Disease-Modifying Antirheumatic Drugs: Results From a Real-World Study.
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Alemao E, Bao Y, Weinblatt ME, and Shadick N
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- Aged, Aged, 80 and over, Arthritis, Rheumatoid mortality, Databases, Factual trends, Female, Humans, Male, Middle Aged, Mortality trends, Retrospective Studies, Treatment Outcome, Antirheumatic Agents therapeutic use, Arthritis, Rheumatoid blood, Arthritis, Rheumatoid drug therapy
- Abstract
Objective: Seropositivity for anti-citrullinated protein antibody (ACPA)/rheumatoid factor (RF) in rheumatoid arthritis (RA) is associated with increased overall mortality; however, the association between antibody titers and mortality is not well established. Investigating relationships between antibody titers and mortality may clarify their role in RA pathogenesis. This study was undertaken to evaluate the association of antibody titers with mortality and its modification by disease-modifying antirheumatic drugs (DMARDs)., Methods: Eligible patients with established RA were identified through administrative claims data linked to laboratory results (2005-2016). Patients were categorized by positivity status for ACPA, RF, or both. Patients were further divided into groups by autoantibody titers. DMARD-exposed patients were categorized into biologic DMARD (bDMARD) and conventional DMARD (cDMARD) subcohorts. Crude mortality rates/1,000 patient-years and Kaplan-Meier curves were compared between antibody categories. Adjusted Cox proportional hazards regression and sensitivity (propensity-matched patients) analyses were conducted., Results: Overall, 53,849 and 79,926 patients had evaluable ACPA and RF status, respectively. For both autoantibodies, mortality rates were significantly higher in seropositive versus seronegative patients (risk increase of 48.0% and 44.0% in ACPA- and RF-positive patients, respectively; P < 0.001 each). Mortality rates were greatest in patients with higher versus lower autoantibody titers (ACPA hazard ratio [HR] 1.60 [95% confidence interval (95% CI]) 1.45-1.76]; RF HR 1.78 [95% CI 1.66-1.91]). In cDMARD-exposed patients, HRs were higher in seropositive versus seronegative cohorts; in bDMARD-exposed patients, there was no difference in mortality by serostatus., Conclusion: Elevated ACPA/RF titers were independently associated with increased mortality among patients with RA and persisted in patients treated with cDMARDs but not with bDMARDs., (© 2019, Bristol Myers Squibb. Arthritis Care & Research published by Wiley Periodicals, Inc. on behalf of American College of Rheumatology.)
- Published
- 2020
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37. Interference of tumor necrosis factor inhibitor treatments on soluble tumor necrosis factor receptor 2 levels in rheumatoid arthritis.
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Yang N, Huang J, Frits M, Iannaccone C, Weinblatt ME, Rifai N, Shadick N, Bradwin G, and Liao KP
- Abstract
Objective: Soluble Tumor Necrosis Factor Receptor II (sTNFR2) is used as a biomarker to study cardiovascular disease (CVD) in diverse populations. TNF inhibitors (TNFi's) are a common treatment for inflammatory conditions. The objective of this study was to examine whether TNFi use impacts measured sTNFR2 levels., Methods: We studied blood samples from a cohort of RA patients with clinical data and high sensitivity-C-reactive protein (hsCRP) measurements. To assess for interference, we tested the entire cohort for the expected positive correlation between sTNFR2 and TNFi using Pearson correlations. We then performed Pearson correlations between sTNFR2 and TNFi and sequentially removed subjects on adalimumab, etanercept, and infliximab; if interference was occurring, no correlation would be observed between hsCRP and sTNFR2, and correlation would be restored by removing subjects on the treatment causing the interference., Results: We studied 190 subjects, 84.2% female, 73.4% anti-CCP positive. All subjects with sTNFR2 level exceeding measurable level were on etanercept. The expected positive correlation between hsCRP and sTNFR2 was not observed when assessing the entire cohort, r = 0.05, p = 0.51. However, the expected correlation was restored only after excluding subjects on etanercept, r = 0.46, p < 0.0001, and not adalimumab or infliximab. ELISA for sTNFR2 was performed using etanercept only and demonstrated direct binding to sTNFR2., Conclusions: Our data identified interference between etanercept and the TNFR2 assay. Of the TNFi's, only etanercept has a TNF-binding domain modeled after TNFR2. These data should be considered when designing studies using sTNFR2 in populations where etanercept is a treatment option.
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- 2019
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38. Impact of Changes in Inflammation on Estimated Ten-Year Cardiovascular Risk in Rheumatoid Arthritis.
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Yu Z, Yang N, Everett BM, Frits M, Iannaccone C, Coblyn J, Weinblatt M, Shadick N, Solomon DH, and Liao KP
- Subjects
- Arthritis, Rheumatoid complications, Biomarkers blood, Female, Humans, Inflammation, Male, Middle Aged, Natriuretic Peptide, Brain blood, Peptide Fragments blood, Prospective Studies, Risk Assessment methods, Risk Factors, Time Factors, Arthritis, Rheumatoid blood, C-Reactive Protein analysis, Cardiovascular Diseases etiology, Risk Assessment statistics & numerical data
- Abstract
Objective: Current validated cardiovascular (CV) risk estimates were developed in populations with relatively stable levels of inflammation, whereas patients with rheumatoid arthritis (RA) routinely experience significant changes in inflammation. This study was undertaken to test whether changes in inflammation affect estimated CV risk as measured using validated population-based risk calculators., Methods: Participants in a prospective RA cohort who experienced a decrease or an increase of ≥10 mg/liter in the C-reactive protein (CRP) level at 2 consecutive time points 1 year apart (CRP decrease group and CRP increase group, respectively) were included in this study. We estimated 10-year CV risk using the following calculators: Framingham Risk Score, 2013 American College of Cardiology/American Heart Association Atherosclerotic Cardiovascular Disease Risk Score, Reynolds Risk Score (RRS), and QRISK2. Of these calculators, only the RRS includes a variable addressing the CRP level. Paired t-tests were performed to compare risk scores at baseline and 1-year follow-up. We calculated the correlations between the changes in risk scores and changes in pro-B-type natriuretic peptide (pro BNP), a surrogate marker of CV risk., Results: One hundred eighty RA patients were included in the study (mean age 57.8 years, 84% female, 80% seropositive). Of the calculators studied, only the RRS was sensitive to changes in inflammation; an increase in inflammation was associated with increased estimated CV risk (P < 0.0001), and only the RRS was correlated with changes in proBNP (r = 0.17, P = 0.03)., Conclusion: Our data showed no significant change in CV risk estimated using validated general population CV risk calculators except for the RRS. These findings suggest that CV risk may be modulated by changes in inflammation in RA, which is not typically considered when using existing CV risk calculators., (© 2018, American College of Rheumatology.)
- Published
- 2018
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39. Development of a Molecular Signature to Monitor Pharmacodynamic Responses Mediated by In Vivo Administration of Glucocorticoids.
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Hu Y, Carman JA, Holloway D, Kansal S, Fan L, Goldstine C, Lee D, Somerville JE, Latek R, Townsend R, Johnsen A, Connolly S, Bandyopadhyay S, Shadick N, Weinblatt ME, Furie R, and Nadler SG
- Subjects
- Administration, Oral, Arthritis, Rheumatoid blood, Arthritis, Rheumatoid drug therapy, Arthritis, Rheumatoid genetics, Biomarkers blood, Dose-Response Relationship, Drug, Down-Regulation drug effects, Female, Healthy Volunteers, Humans, Leukocyte Count, Lupus Erythematosus, Systemic blood, Lupus Erythematosus, Systemic drug therapy, Lupus Erythematosus, Systemic genetics, Male, Pharmacogenomic Testing, Up-Regulation drug effects, Gene Expression Regulation drug effects, Glucocorticoids administration & dosage, Leukocytes, Mononuclear drug effects, Prednisolone administration & dosage
- Abstract
Objective: To develop an objective, readily measurable pharmacodynamic biomarker of glucocorticoid (GC) activity., Methods: Genes modulated by prednisolone were identified from in vitro studies using peripheral blood mononuclear cells from normal healthy volunteers. Using the criteria of a >2-fold change relative to vehicle controls and an adjusted P value cutoff of less than 0.05, 64 up-regulated and 18 down-regulated genes were identified. A composite score of the up-regulated genes was generated using a single-sample gene set enrichment analysis algorithm., Results: GC gene signature expression was significantly elevated in peripheral blood leukocytes from normal healthy volunteers following oral administration of prednisolone. Expression of the signature increased in a dose-dependent manner, peaked at 4 hours postadministration, and returned to baseline levels by 48 hours after dosing. Lower expression was detected in normal healthy volunteers who received a partial GC receptor agonist, which is consistent with the reduced transactivation potential of this compound. In cohorts of patients with systemic lupus erythematosus and patients with rheumatoid arthritis, expression of the GC signature was negatively correlated with the percentages of peripheral blood lymphocytes and positively correlated with peripheral blood neutrophil counts, which is consistent with the known biology of the GC receptor. Expression of the signature largely agreed with reported GC use in these populations, although there was significant interpatient variability within the dose cohorts., Conclusion: The GC gene signature identified in this study represents a pharmacodynamic marker of GC exposure., (© 2018 Bristol-Myers Squibb. Arthritis & Rheumatology published by Wiley Periodicals, Inc. on behalf of American College of Rheumatology.)
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- 2018
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40. Erratum: Crowdsourced assessment of common genetic contribution to predicting anti-TNF treatment response in rheumatoid arthritis.
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Sieberts SK, Zhu F, García-García J, Stahl E, Pratap A, Pandey G, Pappas D, Aguilar D, Anton B, Bonet J, Eksi R, Fornés O, Guney E, Li H, Marín MA, Panwar B, Planas-Iglesias J, Poglayen D, Cui J, Falcao AO, Suver C, Hoff B, Balagurusamy VSK, Dillenberger D, Neto EC, Norman T, Aittokallio T, Ammad-Ud-Din M, Azencott CA, Bellón V, Boeva V, Bunte K, Chheda H, Cheng L, Corander J, Dumontier M, Goldenberg A, Gopalacharyulu P, Hajiloo M, Hidru D, Jaiswal A, Kaski S, Khalfaoui B, Khan SA, Kramer ER, Marttinen P, Mezlini AM, Molparia B, Pirinen M, Saarela J, Samwald M, Stoven V, Tang H, Tang J, Torkamani A, Vert JP, Wang B, Wang T, Wennerberg K, Wineinger NE, Xiao G, Xie Y, Yeung R, Zhan X, Zhao C, Greenberg J, Kremer J, Michaud K, Barton A, Coenen M, Mariette X, Miceli C, Shadick N, Weinblatt M, de Vries N, Tak PP, Gerlag D, Huizinga TWJ, Kurreeman F, Allaart CF, Bridges SL Jr, Criswell L, Moreland L, Klareskog L, Saevarsdottir S, Padyukov L, Gregersen PK, Friend S, Plenge R, Stolovitzky G, Oliva B, Guan Y, and Mangravite LM
- Published
- 2016
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41. Increased pretreatment serum IFN-β/α ratio predicts non-response to tumour necrosis factor α inhibition in rheumatoid arthritis.
- Author
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Wampler Muskardin T, Vashisht P, Dorschner JM, Jensen MA, Chrabot BS, Kern M, Curtis JR, Danila MI, Cofield SS, Shadick N, Nigrovic PA, St Clair EW, Bingham CO 3rd, Furie R, Robinson W, Genovese M, Striebich CC, O'Dell JR, Thiele GM, Moreland LW, Levesque M, Bridges SL Jr, Gregersen PK, and Niewold TB
- Subjects
- Adult, Aged, Aged, 80 and over, Biomarkers blood, Databases, Factual, Female, Humans, Male, Middle Aged, Predictive Value of Tests, Prognosis, Registries, Sensitivity and Specificity, Treatment Outcome, Young Adult, Antirheumatic Agents therapeutic use, Arthritis, Rheumatoid blood, Arthritis, Rheumatoid drug therapy, Interferon-alpha blood, Interferon-beta blood, Tumor Necrosis Factor-alpha antagonists & inhibitors
- Abstract
Objective: Studies suggest that circulating type I interferon (IFN) may predict response to biological agents in rheumatoid arthritis (RA). Prediction of response prior to initiating therapy would represent a major advancement., Methods: We studied sera from a test set of 32 patients with RA from the Auto-immune Biomarkers Collaborative Network Consortium and a validation set of 92 patients with RA from the Treatment Efficacy and Toxicity in Rheumatoid Arthritis Database and Repository registry. The test set included those with good response or no response to tumour necrosis factor (TNF) inhibitors at 14 weeks by European League Against Rheumatism criteria. The validation set included subjects with good, moderate or no response at 12 weeks. Total serum type I IFN activity, IFN-α and IFN-β activity were measured using a functional reporter cell assay., Results: In the test set, an increased ratio of IFN-β to IFN-α (IFN-β/α activity ratio) in pretreatment serum associated with lack of response to TNF inhibition (p=0.013). Anti-cyclic citrullinated peptide antibody titre and class of TNF inhibitor did not influence this relationship. A receiver-operator curve supported a ratio of 1.3 as the optimal cut-off. In the validation set, subjects with an IFN-β/α activity ratio >1.3 were significantly more likely to have non-response than good response (OR=6.67, p=0.018). The test had 77% specificity and 45% sensitivity for prediction of non-response compared with moderate or good response. Meta-analysis of test and validation sets confirmed strong predictive capacity of IFN-β/α activity ratio (p=0.005)., Conclusions: Increased pretreatment serum IFN-β/α ratio strongly associated with non-response to TNF inhibition. This study supports further investigation of serum type I IFN in predicting outcome of TNF inhibition in RA., (Published by the BMJ Publishing Group Limited. For permission to use (where not already granted under a licence) please go to http://www.bmj.com/company/products-services/rights-and-licensing/)
- Published
- 2016
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42. Crowdsourced assessment of common genetic contribution to predicting anti-TNF treatment response in rheumatoid arthritis.
- Author
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Sieberts SK, Zhu F, García-García J, Stahl E, Pratap A, Pandey G, Pappas D, Aguilar D, Anton B, Bonet J, Eksi R, Fornés O, Guney E, Li H, Marín MA, Panwar B, Planas-Iglesias J, Poglayen D, Cui J, Falcao AO, Suver C, Hoff B, Balagurusamy VSK, Dillenberger D, Neto EC, Norman T, Aittokallio T, Ammad-Ud-Din M, Azencott CA, Bellón V, Boeva V, Bunte K, Chheda H, Cheng L, Corander J, Dumontier M, Goldenberg A, Gopalacharyulu P, Hajiloo M, Hidru D, Jaiswal A, Kaski S, Khalfaoui B, Khan SA, Kramer ER, Marttinen P, Mezlini AM, Molparia B, Pirinen M, Saarela J, Samwald M, Stoven V, Tang H, Tang J, Torkamani A, Vert JP, Wang B, Wang T, Wennerberg K, Wineinger NE, Xiao G, Xie Y, Yeung R, Zhan X, Zhao C, Greenberg J, Kremer J, Michaud K, Barton A, Coenen M, Mariette X, Miceli C, Shadick N, Weinblatt M, de Vries N, Tak PP, Gerlag D, Huizinga TWJ, Kurreeman F, Allaart CF, Louis Bridges S Jr, Criswell L, Moreland L, Klareskog L, Saevarsdottir S, Padyukov L, Gregersen PK, Friend S, Plenge R, Stolovitzky G, Oliva B, Guan Y, and Mangravite LM
- Subjects
- Adult, Aged, Antibodies, Monoclonal therapeutic use, Antirheumatic Agents therapeutic use, Arthritis, Rheumatoid genetics, Arthritis, Rheumatoid pathology, Certolizumab Pegol therapeutic use, Cohort Studies, Crowdsourcing, Female, Humans, Male, Middle Aged, Prognosis, Treatment Outcome, Tumor Necrosis Factor-alpha immunology, Antibodies, Monoclonal, Humanized therapeutic use, Arthritis, Rheumatoid drug therapy, Genetic Predisposition to Disease genetics, Polymorphism, Single Nucleotide, Tumor Necrosis Factor-alpha antagonists & inhibitors
- Abstract
Rheumatoid arthritis (RA) affects millions world-wide. While anti-TNF treatment is widely used to reduce disease progression, treatment fails in ∼one-third of patients. No biomarker currently exists that identifies non-responders before treatment. A rigorous community-based assessment of the utility of SNP data for predicting anti-TNF treatment efficacy in RA patients was performed in the context of a DREAM Challenge (http://www.synapse.org/RA_Challenge). An open challenge framework enabled the comparative evaluation of predictions developed by 73 research groups using the most comprehensive available data and covering a wide range of state-of-the-art modelling methodologies. Despite a significant genetic heritability estimate of treatment non-response trait (h(2)=0.18, P value=0.02), no significant genetic contribution to prediction accuracy is observed. Results formally confirm the expectations of the rheumatology community that SNP information does not significantly improve predictive performance relative to standard clinical traits, thereby justifying a refocusing of future efforts on collection of other data.
- Published
- 2016
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43. Identification of smoking using Medicare data--a validation study of claims-based algorithms.
- Author
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Desai RJ, Solomon DH, Shadick N, Iannaccone C, and Kim SC
- Subjects
- Aged, Female, Humans, Male, Middle Aged, Predictive Value of Tests, Prospective Studies, Self Report, Sensitivity and Specificity, United States, Algorithms, Databases, Factual statistics & numerical data, Medicare statistics & numerical data, Smoking epidemiology
- Abstract
Purpose: This study examined the accuracy of claims-based algorithms to identify smoking against self-reported smoking data., Methods: Medicare patients enrolled in the Brigham and Women's Hospital Rheumatoid Arthritis Sequential Study were identified. For each patient, self-reported smoking status was extracted from Women's Hospital Rheumatoid Arthritis Sequential Study and the date of this measurement was defined as the index-date. Two algorithms identified smoking in Medicare claims: (i) only using diagnoses and procedure codes and (ii) using anti-smoking prescriptions in addition to diagnoses and procedure codes. Both algorithms were implemented: first, only using 365-days pre-index claims and then using all available pre-index claims. Considering self-reported smoking status as the gold standard, we calculated specificity, sensitivity, positive predictive value, negative predictive value (NPV), and area under the curve (AUC)., Results: A total of 128 patients were included in this study, of which 48% reported smoking. The algorithm only using diagnosis and procedure codes had the lowest sensitivity (9.8%, 95%CI 2.4%-17.3%), NPV (54.9%, 95%CI 46.1%-63.9%), and AUC (0.55, 95%CI 0.51-0.59) when applied in the period of 365 days pre-index. Incorporating pharmacy claims and using all available pre-index information improved the sensitivity (27.9%, 95%CI 16.6%-39.1%), NPV (60.4%, 95%CI 51.3%-69.5%), and AUC (0.64, 95%CI 0.58-0.70). The specificity and positive predictive value was 100% for all the algorithms tested., Conclusion: Claims-based algorithms can identify smokers with limited sensitivity but very high specificity. In the absence of other reliable means, use of a claims-based algorithm to identify smoking could be cautiously considered in observational studies., (Copyright © 2016 John Wiley & Sons, Ltd.)
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- 2016
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44. Development of a multimorbidity index: Impact on quality of life using a rheumatoid arthritis cohort.
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Radner H, Yoshida K, Mjaavatten MD, Aletaha D, Frits M, Lu B, Iannaccone C, Shadick N, Weinblatt M, Hmamouchi I, Dougados M, Smolen JS, and Solomon DH
- Subjects
- Adult, Aged, Arthritis, Rheumatoid psychology, Female, Health Status, Humans, Male, Middle Aged, Quality-Adjusted Life Years, Severity of Illness Index, Surveys and Questionnaires, Arthritis, Rheumatoid diagnosis, Quality of Life psychology
- Abstract
Objective: To develop a multimorbidity index (MMI) based on health-related quality of life (HRQol)., Methods: The index was developed in an observational RA cohort. In all, 40 morbidities recommended as core were identified using ICD-9 codes. MMIs of two types were calculated: one by enumerating morbidities (MMI.count) and the other by weighting morbidities based on their association with HRQol as assessed by EQ-5D in multiple linear regression analysis (using β-coefficients; MMI.weight). MMIs were compared to the Charlson comorbidity index (CCI) and externally validated in an international RA cohort (COMORA Study)., Results: In all, 544 out of 876 patients were multimorbid. MMI.count was in the range 1-16 (median = 2) and MMI.weight in the range 0-38 (median = 1). Both indices were more strongly associated with EQ-5D than CCI (Spearman: MMI.count = -0.20, MMI.weight = -0.26, and CCI = -0.10; p < 0.01). R(2) obtained by linear regression using EQ-5D as a dependent variable and various indices as independent variables, adjusted for age and gender, was the highest for MMI (R(2): MMI.count = 0.05, MMI.weight = 0.11, and CCI = 0.02). When accounting for clinical disease activity index (CDAI) R(2) increased: MMI.count = 0.18, MMI.weight = 0.22, and CCI = 0.17, still showing higher values of MMI compared with CCI. External validation in different RA cohorts (COMORA, n = 3864) showed good performance of both indices (linear regression including age, gender, and disease activity R(2) = 0.30 for both MMIs)., Conclusion: In our cohort, MMI based on EQ-5D performed better than did CCI. Findings were reproducible in another large RA cohort. Not much improvement was gained by weighting; therefore a simple counted index could be useful to control for the effect of multimorbidity on patient's overall well-being., (Copyright © 2015 Elsevier Inc. All rights reserved.)
- Published
- 2015
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45. An external validation study reporting poor correlation between the claims-based index for rheumatoid arthritis severity and the disease activity score.
- Author
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Desai RJ, Solomon DH, Weinblatt ME, Shadick N, and Kim SC
- Subjects
- Aged, Aged, 80 and over, Cohort Studies, Female, Humans, Male, Prospective Studies, Registries standards, United States epidemiology, Arthritis, Rheumatoid diagnosis, Arthritis, Rheumatoid epidemiology, Medicare standards, Severity of Illness Index
- Abstract
Introduction: We conducted an external validation study to examine the correlation of a previously published claims-based index for rheumatoid arthritis severity (CIRAS) with disease activity score in 28 joints calculated by using C-reactive protein (DAS28-CRP) and the multi-dimensional health assessment questionnaire (MD-HAQ) physical function score., Methods: Patients enrolled in the Brigham and Women's Hospital Rheumatoid Arthritis Sequential Study (BRASS) and Medicare were identified and their data from these two sources were linked. For each patient, DAS28-CRP measurement and MD-HAQ physical function scores were extracted from BRASS, and CIRAS was calculated from Medicare claims for the period of 365 days prior to the DAS28-CRP measurement. Pearson correlation coefficient between CIRAS and DAS28-CRP as well as MD-HAQ physical function scores were calculated. Furthermore, we considered several additional pharmacy and medical claims-derived variables as predictors for DAS28-CRP in a multivariable linear regression model in order to assess improvement in the performance of the original CIRAS algorithm., Results: In total, 315 patients with enrollment in both BRASS and Medicare were included in this study. The majority (81%) of the cohort was female, and the mean age was 70 years. The correlation between CIRAS and DAS28-CRP was low (Pearson correlation coefficient = 0.07, P = 0.24). The correlation between the calculated CIRAS and MD-HAQ physical function scores was also found to be low (Pearson correlation coefficient = 0.08, P = 0.17). The linear regression model containing additional claims-derived variables yielded model R(2) of 0.23, suggesting limited ability of this model to explain variation in DAS28-CRP., Conclusions: In a cohort of Medicare-enrolled patients with established RA, CIRAS showed low correlation with DAS28-CRP as well as MD-HAQ physical function scores. Claims-based algorithms for disease activity should be rigorously tested in distinct populations in order to establish their generalizability before widespread adoption.
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- 2015
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46. Rheumatoid arthritis quality measures and radiographic progression.
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Desai SP, Liu CC, Tory H, Norton T, Frits M, Lillegraven S, Weinblatt M, Coblyn J, Yazdany J, Shadick N, and Solomon DH
- Subjects
- Adult, Aged, Arthritis, Rheumatoid drug therapy, Disease Progression, Female, Humans, Male, Middle Aged, Quality Indicators, Health Care, Quality of Health Care, Radiography, Severity of Illness Index, Antirheumatic Agents therapeutic use, Arthritis, Rheumatoid diagnostic imaging
- Abstract
Objective: Documentation of quality measures (QMs) in rheumatoid arthritis (RA) is used as a surrogate for measure of quality of care, but the association of this documentation with radiographic outcomes is uncertain. We examined documentation of RA QMs, for disease activity and functional status and the association with radiographic outcomes., Methods: Data were analyzed for 438 RA patients in a longitudinal cohort with complete data on van der Heijde-modified Total Sharp Score (TSS). All rheumatologist (N = 18) notes in the electronic medical record during a 24-month period were reviewed for RA QMs. Any mention of disease activity categorized as low, moderate, or high was considered documentation of the QM for disease activity. Functional status QM documentation included any mention of the impact of RA on function. Change in TSS was quantified with progression defined as ≥1 unit per year. We compared percent of visits with an RA QM documented and mean change in TSS., Results: The mean age in the cohort was 56.9 years, disease duration was 10.8 years, baseline DAS28 score was 3.8 (±1.6), 67.7% were seropositive, and 33.9% used a biologic DMARD. Radiographic progression was observed in 28.5%. Disease activity was documented for 29.0% of patient visits and functional status in 74.7%; neither had any significant relationship to mean TSS change (both P > 0.10)., Conclusion: The documentation of RA QMs was infrequent and not associated with radiographic outcomes over 24 months., (Copyright © 2014 Elsevier Inc. All rights reserved.)
- Published
- 2014
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47. Flares in rheumatoid arthritis: frequency and management. A report from the BRASS registry.
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Bykerk VP, Shadick N, Frits M, Bingham CO 3rd, Jeffery I, Iannaccone C, Weinblatt M, and Solomon DH
- Subjects
- Adult, Aged, Arthritis, Rheumatoid drug therapy, Female, Humans, Male, Middle Aged, Prospective Studies, Registries, Self Care, Severity of Illness Index, Surveys and Questionnaires, Time Factors, Treatment Outcome, Antirheumatic Agents therapeutic use, Arthritis, Rheumatoid pathology
- Abstract
Objective: To describe the frequency, duration, and management of flares as reported by patients with rheumatoid arthritis (RA)., Methods: Data were collected in a prospective observational study of patients with RA recruited from a single academic center and treated according to the rheumatologists' discretion. Every 6 months, patients reported the number and duration of RA flares and described how these were managed in terms of adding or changing medication and use of nonpharmacologic strategies., Results: Of patients who reported flares at least once during the study, 74% reported having flares 6 months prior to study entry and 59% reported flares prior to the first 6-month visit. At subsequent visits, 54-57% reported having > 1 flare. Thirty percent of patients in remission reported flares. Flare duration lasted ≥ 2 weeks in 30%, 1-2 weeks in 13%, and < 1 week in 57%. Forty percent reported medication changes at the time of their flare; 16% changed medication and used nonpharmacologic strategies and 26% of patients reported no changes in treatment as a result of flares. Longer duration of flare was associated with changes in disease-modifying therapy., Conclusion: Patients with RA experienced flares more often when noted to be in higher disease activity states than when in remission and reported changes in disease-modifying antirheumatic drugs or biologics more frequently when flares were of longer duration. There is a need to prospectively study symptom intensity and duration of flare in relation to disease activity and consider self-management strategies in the development of a measure of flare.
- Published
- 2014
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48. Factors associated with attrition in a longitudinal rheumatoid arthritis registry.
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Iannaccone CK, Fossel A, Tsao H, Cui J, Weinblatt M, and Shadick N
- Subjects
- Adult, Age Factors, Aged, Antirheumatic Agents therapeutic use, Boston, Educational Status, Female, Health Behavior, Health Knowledge, Attitudes, Practice, Humans, Kaplan-Meier Estimate, Longitudinal Studies, Male, Middle Aged, Multivariate Analysis, Proportional Hazards Models, Prospective Studies, Risk Factors, Self Efficacy, Severity of Illness Index, Sex Factors, Time Factors, Arthritis, Rheumatoid diagnosis, Arthritis, Rheumatoid drug therapy, Arthritis, Rheumatoid psychology, Patient Dropouts psychology, Patient Dropouts statistics & numerical data, Registries statistics & numerical data
- Abstract
Objective: Loss of participants in longitudinal data collection can affect the validity of outcomes in rheumatoid arthritis (RA) registries. Prior research indicates that demographics and socioeconomic and psychosocial factors contribute to attrition. This study analyzed the characteristics of an RA registry that may contribute to attrition in a hospital-based population., Methods: Subjects consisted of RA patients enrolled in the Brigham and Women's Rheumatoid Arthritis Sequential Study. Demographics and clinical and psychological factors were evaluated in univariate analyses to determine differences between participants who dropped out and those who completed 5 years of followup. Univariate factors with a P value <0.1 were used in a survival analysis to determine significant factors associated with attrition. A secondary analysis looked at patients who dropped out during the first year., Results: A total of 1,144 RA participants were enrolled (509 completed 5 years of followup, 227 were still actively enrolled, and 408 dropped out). The attrition rate was 4.31% per 6-month cycle. Shorter disease duration, higher disease activity (3-variable Disease Activity Score in 28 joints using the C-reactive protein level), less education, RA drug therapy, and lower arthritis self-efficacy were statistically significant in multivariate survival analyses. In a secondary analysis, sex and age were the only additional factors found that contributed to attrition., Conclusion: The attrition rate for this registry was similar to rates reported by other registries. Shorter disease duration, higher disease activity, and several other socioeconomic factors were associated. Men and younger patients tended to drop out during the first year. Population differences in each registry may result in different attrition patterns and ultimately, each longitudinal registry should consider conducting its own analyses., (Copyright © 2013 by the American College of Rheumatology.)
- Published
- 2013
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49. Hypogalactosylation of serum N-glycans fails to predict clinical response to methotrexate and TNF inhibition in rheumatoid arthritis.
- Author
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Ercan A, Cui J, Hazen MM, Batliwalla F, Royle L, Rudd PM, Coblyn JS, Shadick N, Weinblatt ME, Gregersen P, Lee DM, and Nigrovic PA
- Subjects
- Aged, Arthritis, Rheumatoid drug therapy, Cohort Studies, Female, Humans, Male, Methotrexate therapeutic use, Middle Aged, Predictive Value of Tests, Tumor Necrosis Factor-alpha metabolism, Arthritis, Rheumatoid blood, Galactose blood, Immunoglobulin G blood, Methotrexate pharmacology, Polysaccharides blood, Tumor Necrosis Factor-alpha antagonists & inhibitors
- Abstract
Introduction: Rheumatoid arthritis (RA) is associated with hypogalactosylation of immunoglobulin G (IgG). We examined whether a proxy measure for galactosylation of IgG N-glycans could predict response to therapy or was differentially affected by methotrexate (MTX) or TNF blockade., Methods: Using a previously defined normal phase high-performance liquid chromatography approach, we ascertained the galactosylation status of whole serum N-glycans in two well-defined RA clinical cohorts: the Autoimmune Biomarkers Collaborative Network (n = 98) and Nested I (n = 64). The ratio of agalactosylated to monogalactosylated N-glycans in serum (sG0/G1) was determined before and during therapy with MTX or TNF inhibition and correlated with anticitrullinated peptide antibody (ACPA) status and clinical response as assessed by 28-joint Disease Activity Score utilizing C-reactive peptide and European League Against Rheumatism response criteria., Results: RA patients from both cohorts exhibited elevation of sG0/G1 at baseline. Improvement in clinical scores correlated with a reduction in sG0/G1 (Spearman's ρ = 0.31 to 0.37; P < 0.05 for each cohort). However, pretreatment sG0/G1 was not predictive of clinical response. Changes in sG0/G1 were similar in the MTX and TNF inhibitor groups. Corrected for disease activity, ACPA positivity correlated with higher sG0/G1., Conclusions: Baseline serum N-glycan hypogalactosylation, an index previously correlated with hypogalactosylation of IgG N-glycans, did not distinguish patients with rheumatoid arthritis who were likely to experience a favorable clinical response to MTX or TNF blockade. Clinical improvement was associated with partial glycan normalization. ACPA-positive patients demonstrated enhanced N-glycan aberrancy compared with ACPA-negative patients.
- Published
- 2012
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50. PTPN22.6, a dominant negative isoform of PTPN22 and potential biomarker of rheumatoid arthritis.
- Author
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Chang HH, Tai TS, Lu B, Iannaccone C, Cernadas M, Weinblatt M, Shadick N, Miaw SC, and Ho IC
- Subjects
- Arthritis, Rheumatoid genetics, Blotting, Western, Cell Line, Tumor, DNA Primers genetics, DNA, Complementary genetics, Enzyme-Linked Immunosorbent Assay, Humans, Immunoprecipitation, Leukocytes, Mononuclear, Linear Models, Luciferases, Lymphocyte Activation genetics, Mutation, Missense genetics, Polymorphism, Single Nucleotide genetics, Protein Isoforms blood, Protein Isoforms genetics, Real-Time Polymerase Chain Reaction, Alternative Splicing genetics, Arthritis, Rheumatoid blood, Biomarkers blood, Models, Biological, Protein Tyrosine Phosphatase, Non-Receptor Type 22 blood, Protein Tyrosine Phosphatase, Non-Receptor Type 22 genetics, T-Lymphocytes immunology
- Abstract
PTPN22 is a tyrosine phosphatase and functions as a damper of TCR signals. A C-to-T single nucleotide polymorphism (SNP) located at position 1858 of human PTPN22 cDNA and converting an arginine (R620) to tryptophan (W620) confers the highest risk of rheumatoid arthritis among non-HLA genetic variations that are known to be associated with this disease. The effect of the R-to-W conversion on the phosphatase activity of PTPN22 protein and the impact of the minor T allele of the C1858T SNP on the activation of T cells has remained controversial. In addition, how the overall activity of PTPN22 is regulated and how the R-to-W conversion contributes to rheumatoid arthritis is still poorly understood. Here we report the identification of an alternative splice form of human PTPN22, namely PTPN22.6. It lacks the nearly entire phosphatase domain and can function as a dominant negative isoform of the full length PTPN22. Although conversion of R620 to W620 in the context of PTPN22.1 attenuated T cell activation, expression of the tryptophan variant of PTPN22.6 reciprocally led to hyperactivation of human T cells. More importantly, the level of PTPN22.6 in peripheral blood correlates with disease activity of rheumatoid arthritis. Our data depict a model that can reconcile the conflicting observations on the functional impact of the C1858T SNP and also suggest that PTPN22.6 is a novel biomarker of rheumatoid arthritis.
- Published
- 2012
- Full Text
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