TY - JOUR
T1 - Predicting which children with juvenile idiopathic arthritis will not attain early remission with conventional treatment
T2 - Results from the Reacch-out cohort
AU - ReACCh-Out investigators
AU - Guzman, Jaime
AU - Henrey, Andrew
AU - Loughin, Thomas
AU - Berard, Roberta A.
AU - Shiff, Natalie J.
AU - Jurencak, Roman
AU - Huber, Adam M.
AU - Oen, Kiem
AU - Gerhold, Kerstin
AU - Feldman, Brian M.
AU - Scuccimarri, Rosie
AU - Houghton, Kristin
AU - Chédeville, Gaëlle
AU - Morishita, Kimberly
AU - Lang, Bianca
AU - Dancey, Paul
AU - Rosenberg, Alan M.
AU - Barsalou, Julie
AU - Bruns, Alessandra
AU - Duffy, Karen Watanabe
AU - Benseler, Susanne
AU - Duffy, Ciaran M.
AU - Tucker, Lori B.
AU - Bolaria, Roxana
AU - Gross, Katherine
AU - Turvey, Stuart E.
AU - Cabral, David
AU - Petty, Ross
AU - Ellsworth, Janet
AU - Johnson, Nicole
AU - Miettunen, Paivi
AU - Schmeling, Heinrike
AU - Larché, Maggie
AU - Levy, Deborah M.
AU - Laxer, Ronald M.
AU - Feldman, Debbie
AU - Spiegel, Lynn
AU - Schneider, Rayfel
AU - Tse, Shirley M.L.
AU - Silverman, Earl
AU - Cameron, Bonnie
AU - Yeung, Rae S.M.
AU - Roth, Johannes
AU - Gibbon, Michele
AU - Chetaille, Anne Laure
AU - Dorval, Jean
AU - Boire, Gilles
AU - Campillo, Sarah
AU - LeBlanc, Claire
AU - Stringer, Elizabeth
N1 - Funding Information:
The Research in Arthritis in Canadian Children Emphasizing Outcomes cohort was funded by a New Emerging Team research grant from the Canadian Institutes of Health Research (funding reference QNT 69301). Dr. Guzman was funded by a Clinical Investigator Award from the BC Children's Hospital Research Institute, Vancouver, British Columbia, Canada. Our greatest appreciation goes to the Canadian children and their families who volunteered their time and information to make the ReACCh-Out study possible.
Funding Information:
The Research in Arthritis in Canadian Children Emphasizing Outcomes cohort was funded by a New Emerging Team research grant from the Canadian Institutes of Health Research (funding reference QNT 69301). Dr. Guzman was funded by a Clinical Investigator Award from the BC Children’s Hospital Research Institute, Vancouver, British Columbia, Canada.
Publisher Copyright:
© 2019 Journal of Rheumatology. All rights reserved.
PY - 2019/6/1
Y1 - 2019/6/1
N2 - Objective. To estimate the probability of early remission with conventional treatment for each child with juvenile idiopathic arthritis (JIA). Children with a low chance of remission may be candidates for initial treatment with biologics or triple disease-modifying antirheumatic drugs (DMARD). Methods. We used data from 1074 subjects in the Research in Arthritis in Canadian Children emphasizing Outcomes (ReACCh-Out) cohort. The predicted outcome was clinically inactive disease for ≥ 6 months starting within 1 year of JIA diagnosis in patients who did not receive early biologic agents or triple DMARD. Models were developed in 200 random splits of 75% of the cohort and tested on the remaining 25% of subjects, calculating expected and observed frequencies of remission and c-index values. Results. Our best Cox logistic model combining 18 clinical variables a median of 2 days after diagnosis had a c-index of 0.69 (95% CI 0.67-0.71), better than using JIA category alone (0.59, 95% CI 0.56-0.63). Children in the lowest probability decile had a 20% chance of remission and 21% attained remission; children in the highest decile had a 69% chance of remission and 73% attained remission. Compared to 5% of subjects identified by JIA category alone, the model identified 14% of subjects as low chance of remission (probability < 0.25), of whom 77% failed to attain remission. Conclusion. Although the model did not meet our a priori performance threshold (c-index > 0.70), it identified 3 times more subjects with low chance of remission than did JIA category alone, and it may serve as a benchmark for assessing value added by future laboratory/imaging biomarkers.
AB - Objective. To estimate the probability of early remission with conventional treatment for each child with juvenile idiopathic arthritis (JIA). Children with a low chance of remission may be candidates for initial treatment with biologics or triple disease-modifying antirheumatic drugs (DMARD). Methods. We used data from 1074 subjects in the Research in Arthritis in Canadian Children emphasizing Outcomes (ReACCh-Out) cohort. The predicted outcome was clinically inactive disease for ≥ 6 months starting within 1 year of JIA diagnosis in patients who did not receive early biologic agents or triple DMARD. Models were developed in 200 random splits of 75% of the cohort and tested on the remaining 25% of subjects, calculating expected and observed frequencies of remission and c-index values. Results. Our best Cox logistic model combining 18 clinical variables a median of 2 days after diagnosis had a c-index of 0.69 (95% CI 0.67-0.71), better than using JIA category alone (0.59, 95% CI 0.56-0.63). Children in the lowest probability decile had a 20% chance of remission and 21% attained remission; children in the highest decile had a 69% chance of remission and 73% attained remission. Compared to 5% of subjects identified by JIA category alone, the model identified 14% of subjects as low chance of remission (probability < 0.25), of whom 77% failed to attain remission. Conclusion. Although the model did not meet our a priori performance threshold (c-index > 0.70), it identified 3 times more subjects with low chance of remission than did JIA category alone, and it may serve as a benchmark for assessing value added by future laboratory/imaging biomarkers.
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U2 - 10.3899/jrheum.180456
DO - 10.3899/jrheum.180456
M3 - Article
C2 - 30647178
AN - SCOPUS:85066453901
SN - 0315-162X
VL - 46
SP - 628
EP - 635
JO - Journal of Rheumatology
JF - Journal of Rheumatology
IS - 6
ER -