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Dialogue: High-throughput studies in rheumatology: time for unsupervised clustering?

作者信息

Bertsias George

机构信息

Rheumatology, Clinical Immunology and Allergy, University of Crete School of Medicine, Heraklion, Crete, Greece

Laboratory of Rheumatology, Autoimmunity and Inflammation, Institute of Molecular Biology and Biotechnology (IMBB-FORTH), Heraklion, Greece.

出版信息

Lupus Sci Med. 2021 Dec;8(1). doi: 10.1136/lupus-2021-000643.

DOI:10.1136/lupus-2021-000643
PMID:34952891
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8710894/
Abstract
摘要

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本文引用的文献

1
An introduction to machine learning and analysis of its use in rheumatic diseases.机器学习简介及其在风湿性疾病中的应用分析。
Nat Rev Rheumatol. 2021 Dec;17(12):710-730. doi: 10.1038/s41584-021-00708-w. Epub 2021 Nov 2.
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Microarray testing in patients with systemic lupus erythematosus identifies a high prevalence of CpG DNA-binding antibodies.在系统性红斑狼疮患者中进行微阵列检测可发现 CpG DNA 结合抗体的高患病率。
Lupus Sci Med. 2021 Oct;8(1). doi: 10.1136/lupus-2021-000531.
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Lupus or not? SLE Risk Probability Index (SLERPI): a simple, clinician-friendly machine learning-based model to assist the diagnosis of systemic lupus erythematosus.是否为狼疮？SLE 风险概率指数 (SLERPI)：一种简单、便于临床医生使用的基于机器学习的模型，用于辅助系统性红斑狼疮的诊断。
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Machine Learning in Rheumatic Diseases.机器学习在风湿性疾病中的应用。
Clin Rev Allergy Immunol. 2021 Feb;60(1):96-110. doi: 10.1007/s12016-020-08805-6.
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The multifaceted functional role of DNA methylation in immune-mediated rheumatic diseases.DNA甲基化在免疫介导的风湿性疾病中的多方面功能作用。
Clin Rheumatol. 2021 Feb;40(2):459-476. doi: 10.1007/s10067-020-05255-5. Epub 2020 Jul 2.
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Supervised and unsupervised algorithms for bioinformatics and data science.生物信息学和数据科学的监督和无监督算法。
Prog Biophys Mol Biol. 2020 Mar;151:14-22. doi: 10.1016/j.pbiomolbio.2019.11.012. Epub 2019 Dec 6.
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Insights into rheumatic diseases from next-generation sequencing.从下一代测序技术看风湿性疾病。
Nat Rev Rheumatol. 2019 Jun;15(6):327-339. doi: 10.1038/s41584-019-0217-7.
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Data Processing and Text Mining Technologies on Electronic Medical Records: A Review.电子病历的数据处理和文本挖掘技术：综述。
J Healthc Eng. 2018 Apr 8;2018:4302425. doi: 10.1155/2018/4302425. eCollection 2018.
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Moving towards a molecular taxonomy of autoimmune rheumatic diseases.迈向自身免疫性风湿病的分子分类学。
Nat Rev Rheumatol. 2018 Jan 24;14(2):75-93. doi: 10.1038/nrrheum.2017.220.
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Oxidized mitochondrial nucleoids released by neutrophils drive type I interferon production in human lupus.中性粒细胞释放的氧化线粒体类核驱动人类狼疮中I型干扰素的产生。
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