Journal of Clinical InvestigationGeneticsPeer-reviewed journal article
Multimodal analysis of cell-free DNA identifies epigenetic biomarkers for amyotrophic lateral sclerosis diagnosis and progression
Sebastian MichelsiD, Chaorong Chen, Wolfgang Philipp RufiD, M. Madhy Garcia Garcia, Frederick J. ArnoldiD, Zhuoxing Wu, Craig L. BennettiD, Daniel Shams, Leslie Michels ThompsoniD, Alyssa C. WalkeriD, Dennis W. DicksoniD, Leonard PetrucelliiD, Johannes DorstiD, Mercedes PrudencioiD, Wei LiiD, Albert R. La SpadaiD
Abstract
The role of the epigenome in age-related neurodegenerative disorders remains understudied. Here, we analyzed circulating cell-free DNA (cfDNA) from blood to detect methylation changes as a liquid-biopsy for Amyotrophic Lateral Sclerosis (ALS). Our study included 20 patients with sporadic ALS, 10 patients with C9orf72-associated ALS, 10 asymptomatic carriers of the C9orf72 repeat expansion mutation, and 21 non-disease controls. Following targeted enzymatic methyl-sequencing (EM-seq) of [~]4 million CpG sites, we detected numerous differentially methylated genes, including several implicated in ALS disease risk and pathogenesis. By integrating multiple epigenetic features, we delineated a distinct epigenetic signature, which achieved an average area under the curve (AUC) of 0.91 {+/-} 0.10 upon receiver operator characteristic (ROC) analysis, which enabled detection of [~]70% of ALS patients with close to 100% specificity. Furthermore, we also identified a set of genes whose methylation status significantly correlated with clinical disease progression and cerebrospinal fluid (CSF) neurofilament levels. Our results reveal the potential of cfDNA-based biomarkers to accurately diagnose ALS and potentially predict disease progression.
- organism: human
- assay: DNA methylation
- research focus: differential expression
- approach: statistical model
- Citations
- 0
- FWCI
- 0.00
- Field percentile
- 38th percentile
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