Identification of differentially methylated regions in rare diseases from a single-patient perspective

被引:6
作者
Grolaux, Robin [1 ]
Hardy, Alexis [1 ]
Olsen, Catharina [3 ,4 ,5 ]
Van Dooren, Sonia [3 ,4 ,5 ]
Smits, Guillaume [1 ,2 ]
Defrance, Matthieu [1 ]
机构
[1] Univ Libre Bruxelles, Interuniv Inst Bioinformat Brussels, Brussels, Belgium
[2] Univ Libre Bruxelles, Hop Erasme, Ctr Human Genet, Brussels, Belgium
[3] Univ Ziekenhuis Brussel UZ Brussel, Vrije Univ Brussel VUB, Brussels Interuniv Genom High Throughput Core BRIG, Clin Sci Res Grp Reprod & Genet, Brussels, Belgium
[4] Univ Ziekenhuis Brussel UZ Brussel, Vrije Univ Brussel VUB, Clin Sci Res Grp Reprod & Genet, Brussels, Belgium
[5] Vrije Univ Brussel VUB, Interuniv Inst Bioinformat Brussels, Brussels, Belgium
关键词
DNA methylation; Differentially methylated regions; Rare diseases; Imprinting; Multilocus imprinting disturbance; Statistical method; Epivariation; Beckwith-Wiedemann syndrome; Neurodevelopmental disorders; Congenital disease; Single patient; Optimization; DNA METHYLATION; SIGNATURES; CONSEQUENCES; INDIVIDUALS; MUTATIONS; DELETION;
D O I
10.1186/s13148-022-01403-7
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background: DNA methylation (5-mC) is being widely recognized as an alternative in the detection of sequence variants in the diagnosis of some rare neurodevelopmental and imprinting disorders. Identification of alterations in DNA methylation plays an important role in the diagnosis and understanding of the etiology of those disorders. Canonical pipelines for the detection of differentially methylated regions (DMRs) usually rely on inter-group (e.g., case versus control) comparisons. However, these tools might perform suboptimally in the context of rare diseases and multilocus imprinting disturbances due to small cohort sizes and inter-patient heterogeneity. Therefore, there is a need to provide a simple but statistically robust pipeline for scientists and clinicians to perform differential methylation analyses at the single patient level as well as to evaluate how parameter fine-tuning may affect differentially methylated region detection. Result: We implemented an improved statistical method to detect differentially methylated regions in correlated datasets based on the Z-score and empirical Brown aggregation methods from a single-patient perspective. To accurately assess the predictive power of our method, we generated semi-simulated data using a public control population of 521 samples and investigated how the size of the control population, methylation difference, and region size affect DMR detection. In addition, we validated the detection of methylation events in patients suffering from rare multi-locus imprinting disturbance and evaluated how this method could complement existing tools in the context of clinical diagnosis. Conclusion: In this study, we present a robust statistical method to perform differential methylation analysis at the single patient level and describe its optimal parameters to increase DMRs identification performance. Finally, we show its diagnostic utility when applied to rare disorders.
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页数:12
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