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The promise of machine learning to inform the management of juvenile idiopathic arthritis.

作者信息

Eng Simon W M, Yeung Rae S M, Morris Quaid

机构信息

Division of Rheumatology and Program in Cell Biology, The Hospital for Sick Children (SickKids), Toronto, Ontario, Canada.

Department of Paediatrics, Immunology and Institute of Medical Science, University of Toronto, Toronto, Ontario, Canada.

出版信息

Expert Rev Clin Immunol. 2021 Jan;17(1):1-3. doi: 10.1080/1744666X.2020.1850268. Epub 2021 Jan 26.

DOI:10.1080/1744666X.2020.1850268
PMID:33475006
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC7944407/
Abstract
摘要

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本文引用的文献

1
Machine learning identifies an immunological pattern associated with multiple juvenile idiopathic arthritis subtypes.机器学习识别出与多种幼年特发性关节炎亚型相关的免疫学模式。
Ann Rheum Dis. 2019 May;78(5):617-628. doi: 10.1136/annrheumdis-2018-214354. Epub 2019 Mar 12.
2
Patterns of joint involvement in juvenile idiopathic arthritis and prediction of disease course: A prospective study with multilayer non-negative matrix factorization.幼年特发性关节炎的关节受累模式及疾病进程预测：一项采用多层非负矩阵分解的前瞻性研究。
PLoS Med. 2019 Feb 26;16(2):e1002750. doi: 10.1371/journal.pmed.1002750. eCollection 2019 Feb.
3
Toward New Classification Criteria for Juvenile Idiopathic Arthritis: First Steps, Pediatric Rheumatology International Trials Organization International Consensus.迈向幼年特发性关节炎新分类标准：初步步骤，儿科风湿病学国际试验组织国际共识。
J Rheumatol. 2019 Feb;46(2):190-197. doi: 10.3899/jrheum.180168. Epub 2018 Oct 1.
4
Review: Genetics and the Classification of Arthritis in Adults and Children.综述：成人和儿童关节炎的遗传学和分类。
Arthritis Rheumatol. 2018 Jan;70(1):7-17. doi: 10.1002/art.40350. Epub 2017 Dec 1.
5
The biologic basis of clinical heterogeneity in juvenile idiopathic arthritis.幼年特发性关节炎临床异质性的生物学基础。
Arthritis Rheumatol. 2014 Dec;66(12):3463-75. doi: 10.1002/art.38875.
6
Similarity network fusion for aggregating data types on a genomic scale.基于基因组尺度聚合数据类型的相似网络融合。
Nat Methods. 2014 Mar;11(3):333-7. doi: 10.1038/nmeth.2810. Epub 2014 Jan 26.
7
It is time to rethink juvenile idiopathic arthritis classification and nomenclature.是时候重新思考幼年特发性关节炎的分类和命名了。
Ann Rheum Dis. 2012 Sep;71(9):1437-9. doi: 10.1136/annrheumdis-2012-201388. Epub 2012 Jun 7.
8
Juvenile idiopathic arthritis.幼年特发性关节炎。
Lancet. 2011 Jun 18;377(9783):2138-49. doi: 10.1016/S0140-6736(11)60244-4.
9
2011 American College of Rheumatology recommendations for the treatment of juvenile idiopathic arthritis: initiation and safety monitoring of therapeutic agents for the treatment of arthritis and systemic features.2011 年美国风湿病学会治疗幼年特发性关节炎的建议：关节炎和全身表现治疗药物的起始治疗和安全性监测。
Arthritis Care Res (Hoboken). 2011 Apr;63(4):465-82. doi: 10.1002/acr.20460.
10
Antinuclear antibody-positive patients should be grouped as a separate category in the classification of juvenile idiopathic arthritis.在幼年特发性关节炎的分类中，抗核抗体阳性患者应归为一个单独的类别。
Arthritis Rheum. 2011 Jan;63(1):267-75. doi: 10.1002/art.30076.