microRNA-based predictor for diagnosis of frontotemporal dementia

被引:1
|
作者
Magen, Iddo [1 ,2 ]
Yacovzada, Nancy-Sarah [1 ,2 ]
Warren, Jason D. [3 ]
Heller, Carolin [3 ,4 ]
Swift, Imogen [3 ,4 ]
Bobeva, Yoana [5 ]
Malaspina, Andrea [5 ,6 ]
Rohrer, Jonathan D. [3 ]
Fratta, Pietro [6 ]
Hornstein, Eran [1 ,2 ,7 ,8 ]
机构
[1] Weizmann Inst Sci, Dept Mol Genet, Rehovot, Israel
[2] Weizmann Inst Sci, Dept Mol Neurosci, Rehovot, Israel
[3] UCL Queen Sq Inst Neurol, Dementia Res Ctr, Dept Neurodegenerat Dis, London, England
[4] UK Dementia Res Inst, UCL Queen Sq Inst Neurol, Dept Neurodegenerat Dis, London, England
[5] Queen Mary Univ London, Blizard Inst, Ctr Neurosci & Trauma, Barts & London Sch Med & Dent, London, England
[6] UCL Queen Sq Inst Neurol, Dept Neuromuscular Dis, London, England
[7] Weizmann Inst Sci, Dept Mol Genet, Arnold R Meyer Bldg,Room 313, IL-7610001 Rehovot, Israel
[8] Weizmann Inst Sci, Dept Mol Neurosci, Arnold R Meyer Bldg,Room 313, IL-7610001 Rehovot, Israel
基金
欧洲研究理事会; 英国医学研究理事会; 以色列科学基金会;
关键词
biomarker; feature elimination; frontotemporal dementia; microRNA; predictor; AMYOTROPHIC-LATERAL-SCLEROSIS; NEUROFILAMENT LIGHT-CHAIN; ALZHEIMERS-DISEASE BRAIN; MULTIPLE-SCLEROSIS; HEXANUCLEOTIDE REPEAT; CANDIDATE BIOMARKER; CEREBROSPINAL-FLUID; LOBAR DEGENERATION; SIGNALING PATHWAY; MIRNA EXPRESSION;
D O I
10.1111/nan.12916
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
AimsThis study aimed to explore the non-linear relationships between cell-free microRNAs (miRNAs) and their contribution to prediction of Frontotemporal dementia (FTD), an early onset dementia that is clinically heterogeneous, and too often suffers from delayed diagnosis. MethodsWe initially studied a training cohort of 219 subjects (135 FTD and 84 non-neurodegenerative controls) and then validated the results in a cohort of 74 subjects (33 FTD and 41 controls). ResultsOn the basis of cell-free plasma miRNA profiling by next generation sequencing and machine learning approaches, we develop a non-linear prediction model that accurately distinguishes FTD from non-neurodegenerative controls in similar to 90% of cases. ConclusionsThe fascinating potential of diagnostic miRNA biomarkers might enable early-stage detection and a cost-effective screening approach for clinical trials that can facilitate drug development.
引用
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页数:13
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