Identification of a potential non-coding RNA biomarker signature for amyotrophic lateral sclerosis

被引:29
|
作者
Joilin, Greig [1 ]
Gray, Elizabeth [2 ]
Thompson, Alexander G. [2 ]
Bobeva, Yoana [3 ]
Talbot, Kevin [2 ]
Weishaupt, Jochen [4 ]
Ludolph, Albert [4 ]
Malaspina, Andrea [3 ]
Leigh, P. Nigel [5 ]
Newbury, Sarah F. [6 ]
Turner, Martin R. [2 ]
Hafezparast, Majid [1 ]
机构
[1] Univ Sussex, Sch Life Sci, Brighton BN1 9QG, E Sussex, England
[2] Univ Oxford, Nuffield Dept Clin Neurosci, Oxford, England
[3] Queen Mary Univ London, Ctr Neurosci & Trauma, Blizard Inst, London, England
[4] Univ Ulm, Dept Neurol, Ulm, Germany
[5] Univ Sussex, Brighton & Sussex Med Sch, Dept Neurosci, Brighton, E Sussex, England
[6] Univ Sussex, Brighton & Sussex Med Sch, Dept Clin & Expt Med, Brighton, E Sussex, England
基金
英国医学研究理事会; 英国生物技术与生命科学研究理事会;
关键词
amyotrophic lateral sclerosis; ALS; biomarker; non-coding RNA; RNA-seq; CIRCULATING MICRORNAS; EXPRESSION; SERUM; MIRNAS; CANCER; MIR-206; GENES;
D O I
10.1093/braincomms/fcaa053
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Objective biomarkers for the clinically heterogeneous adult-onset neurodegenerative disorder amyotrophic lateral sclerosis are crucial to facilitate assessing emerging therapeutics and improve the diagnostic pathway in what is a clinically heterogeneous syndrome. With non-coding RNA transcripts including microRNA, piwi-RNA and transfer RNA present in human biofluids, we sought to identify whether non-coding RNA in serum could be biomarkers for amyotrophic lateral sclerosis. Serum samples from our Oxford Study for Biomarkers in motor neurone disease/amyotrophic lateral sclerosis discovery cohort of amyotrophic lateral sclerosis patients (n = 48), disease mimics (n = 16) and age- and sex-matched healthy controls (n = 24) were profiled for non-coding RNA expression using RNA-sequencing, which showed a wide range of non-coding RNA to be dysregulated. We confirmed significant alterations with reverse transcription-quantitative PCR in the expression of hsa-miR-16-5p, hsa-miR-21-5p, hsa-miR-92a-3p, hsa-piR-33151, TRV-AAC4-1.1 and TRA-AGC6-1.1. Furthermore, hsa-miR-206, a previously identified amyotrophic lateral sclerosis biomarker, showed a binary-like pattern of expression in our samples. Using the expression of these non-coding RNA, we were able to discriminate amyotrophic lateral sclerosis samples from healthy controls in our discovery cohort using a random forest analysis with 93.7% accuracy with promise in predicting progression rate of patients. Importantly, cross-validation of this novel signature using a new geographically distinct cohort of samples from the United Kingdom and Germany with both amyotrophic lateral sclerosis and control samples (n = 156) yielded an accuracy of 73.9%. The high prediction accuracy of this non-coding RNA-based biomarker signature, even across heterogeneous cohorts, demonstrates the strength of our approach as a novel platform to identify and stratify amyotrophic lateral sclerosis patients.
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页数:14
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