Understanding the Concept of Pre-Clinical Autoimmunity: Prediction and Prevention of Systemic Lupus Erythematosus: Identifying Risk Factors and Developing Strategies Against Diseas... by May Y. Choi, May Y. Choi, May Y. Choi, Karen H. Costenbader

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Environment and systemic autoimmune rheumatic diseases: an overview and future directions by May Y. Choi, May Y. Choi, Karen H. Costenbader, Karen H. Costenbader, Marvin J. Fritzler

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Emerging technologies in autoantibody testing for rheumatic diseases by Nancy J. Olsen, May Y. Choi, Marvin J. Fritzler

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The Utilization of Autoantibodies in Approaches to Precision Health by Marvin J. Fritzler, Laura Martinez-Prat, May Y. Choi, Michael Mahler

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Systematic review: cystic fibrosis in the SARS-CoV-2/COVID-19 pandemic by Hannah R. Mathew, May Y. Choi, Michael D. Parkins, Marvin J. Fritzler

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Different indirect immunofluorescence ANA substrate performance in a diagnostic setting of patients with SLE and related disorders: retrospective review and analysis by Karen Costenbader, Jing Cui, May Y Choi, David Rydzewski, Lisa Bernhard, Peter Schur

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Systemic lupus in the era of machine learning medicine by Marvin J Fritzler, May Y Choi, Katherine A Buhler, Kevin Zhan, Irene Y Chen

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Towards an understanding of the biopsychosocial determinants of CVD in SLE: a scoping review by Karen H Costenbader, May Y Choi, Susan J Elliott, Katherine Buhler, Emily Shantz, Christine Sperling

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601 Association of sleep deprivation and the risk of developing systemic lupus erythematosus among women by Karen H Costenbader, Jing Cui, Jeffrey A Sparks, Kazuki Yoshida, Susan Malspeis, May Y Choi

Identification of novel clusters of co-expressing cytokines in a diagnostic cytokine multiplex test by Daniel J. Polley, Penny Latham, May Y. Choi, Katherine A. Buhler, Marvin J. Fritzler, Mark L. Fritzler

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Cytokine autoantibodies in SARS-CoV-2 prepandemic and intrapandemic samples from an SLE cohort by Ann Elaine Clarke, Marvin J Fritzler, Michelle Jung, May Y Choi, Francesca S Cardwell, Katherine Buhler, Hannah Mathew, Meifeng Zhang, Heather Waldhauser

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504 Personalizing cardiovascular risk prediction for SLE patients by Karen H Costenbader, Kazuki Yoshida, May Y Choi, Hongshu Guan, Brendan Everett, Daniel Li, Emma Stevens, Brittany Weber, Jack Eldrodt, Austin Cai

Anti–Valosin‐Containing Protein (VCP/p97) Autoantibodies in Inclusion Body Myositis and Other Inflammatory Myopathies by Adam Amlani, May Y. Choi, Katherine A. Buhler, Marie Hudson, Mark Tarnopolsky, Lauren Brady, Heinrike Schmeling, Mark G. Swain, Cory Stingl, Ann Reed, Marvin J. Fritzler

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Serum Th1, Th2, Th17, and innate immune system biomarkers are elevated in pediatric alopecia areata with and without concurrent atopic dermatitis: A cross-sectional study by Ryan S.Q. Geng, MSc, Katherine A. Buhler, BHSc, May Y. Choi, MD, MPH, David Croitoru, MD, MSc, Elena Pope, MD, MSc, Marvin J. Fritzler, MD, PhD, Cathryn Sibbald, MD

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Anti-NT5c1A Autoantibodies as Biomarkers in Inclusion Body Myositis by Adam Amlani, May Y. Choi, Mark Tarnopolsky, Lauren Brady, Ann E. Clarke, Ignacio Garcia-De La Torre, Ignacio Garcia-De La Torre, Michael Mahler, Heinrike Schmeling, Claire E. Barber, Michelle Jung, Marvin J. Fritzler

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Insight into intraindividual variability across neuropsychological tests and its association with cognitive dysfunction in patients with lupus by Dorcas Beaton, Maria Carmela Tartaglia, Jiandong Su, Zahi Touma, Robin Green, Patricia Katz, Lesley Ruttan, Nicole Anderson, May Y Choi, Joan Wither, Dennisse Bonilla, Juan Pablo Díaz Martinez, Jennifer Wei He, Kathleen Bingham, Mahta Kakvan

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1117 SLE phenotypes formed from machine learning and their associations with cognitive impairment by Dorcas Beaton, Maria Carmela Tartaglia, Jiandong Su, Michelle Barraclough, Ben Parker, Zahi Touma, Robin Green, Juan Pablo Diaz-Martinez, Lesley Ruttan, May Y Choi, Andrea Knight, Joan Wither, Dennisse Bonilla, Kathleen Bingham, Mahta Kakvan, Lauren Erdman, Patti Katz

402 Serum cytokine profiling reveals elevated levels of S100A8/A9 and MMP-9 in systemic lupus erythematosus patients with cognitive impairment independently of disease activity and... by Dorcas Beaton, Jiandong Su, Zahi Touma, Robin Green, Patricia Katz, Lesley Ruttan, May Y Choi, Joan Wither, Dennisse Bonilla, Kathleen Bingham, Mahta Kakvan, Carolina Muñoz Grajales, Michelle L Barraclough, Juan P Diaz-Martinez, M Carmela Tartaglia, Simon Appenzeller

Anti-SMN autoantibodies in mixed connective tissue disease are associated with a severe systemic sclerosis phenotype by Minoru Satoh, Océane Landon-Cardinal, Alexandra Albert, Sabrina Hoa, Jean-Luc Senecal, Martial Koenig, Josiane Bourré-Tessier, Eric Rich, Jean-Richard Goulet, Yves Troyanov, Hajar El Kamouni, Darya S. Jalaledin, Caroline Vo, Gemma Pérez, May Y. Choi, Marvin J. Fritzler

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Development of an interdisciplinary early rheumatoid arthritis care pathway by Xenia Gukova, Glen S. Hazlewood, Hector Arbillaga, Paul MacMullan, Gabrielle L. Zimmermann, Cheryl Barnabe, May Y. Choi, Megan R. W. Barber, Alexandra Charlton, Becky Job, Kelly Osinski, Nicole M. S. Hartfeld, Marlene W. Knott, Paris Pirani, Claire E. H. Barber

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