Expanded methylome and quantitative trait loci detection by long-read profiling of personal DNA

Structural variants (SVs) are omnipresent in human DNA, yet their genotype and methylation statuses are rarely characterized due to previous limitations in genome assembly and detection of modified nucleotides. Also, the extent to which SVs act as methylation quantitative trait loci (SV-mQTLs) is largely unknown. Here, we generated a pangenome graph summarizing SVs in 782 de novo assemblies obtained from Genomic Answers for Kids, capturing 14.6 million CpG dinucleotides that are absent from the CHM13v2 reference (SV-CpGs), thus expanding their number by 43.6%. Using 435 methylomes, we genotyped 4.06 million SV-CpGs, of which 3.93 million (96.8%) are methylated at least once. Nonrepeat sequences contribute 1.59 × 10<sup>6</sup> novel SV-CpGs, followed by centromeric satellites (6.57 × 10<sup>5</sup>), simple repeats (5.40 × 10<sup>5</sup>), <i>Alu</i> elements (5.07 × 10<sup>5</sup>), satellites (2.17 × 10<sup>5</sup>), LINE-1s (1.83 × 10<sup>5</sup>), and SVA (SINE-VNTR-<i>Alu</i>) elements (1.50 × 10<sup>5</sup>). Centromeric satellites, simple repeats, and SVAs are overrepresented in SV-CpGs versus reference CpGs. Similarly, methylation levels in SV-CpGs are more variable than in reference CpGs. To explore if SVs are potentially causal for functional variation, we measured SV-mQTLs. This revealed over 230,464 methylation bins where the methylation is associated with common SVs within 100 kbp. Finally, we identified 65,659 methylation bins (28.5%) where the leading QTL variant is an SV. In conclusion, we demonstrate that graph pangenomes provide full SV structures, the associated methylation variation, and reveal tens of thousands of SV-mQTLs, underscoring the importance of assembly based analyses of human traits.

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Journal
Genome Research
Published
2025-03-20
DOI
https://doi.org/10.1101/gr.279240.124
Citations
1
Primary Topic
Epigenetics and DNA Methylation
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article
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Expanded methylome and quantitative trait loci detection by long-read profiling of personal DNA

Cristian Groza, Tomi Pastinen, Bing Ge, Warren Cheung et al.
1 citations
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Epigenetics and DNA Methylation
article

Expanded methylome and quantitative trait loci detection by long-read profiling of personal DNA

Cristian Groza, Tomi Pastinen, Bing Ge, Warren Cheung, Guillaume Bourque
article en
1 citations

Abstract

Structural variants (SVs) are omnipresent in human DNA, yet their genotype and methylation statuses are rarely characterized due to previous limitations in genome assembly and detection of modified nucleotides. Also, the extent to which SVs act as methylation quantitative trait loci (SV-mQTLs) is largely unknown. Here, we generated a pangenome graph summarizing SVs in 782 de novo assemblies obtained from Genomic Answers for Kids, capturing 14.6 million CpG dinucleotides that are absent from the CHM13v2 reference (SV-CpGs), thus expanding their number by 43.6%. Using 435 methylomes, we genotyped 4.06 million SV-CpGs, of which 3.93 million (96.8%) are methylated at least once. Nonrepeat sequences contribute 1.59 × 10<sup>6</sup> novel SV-CpGs, followed by centromeric satellites (6.57 × 10<sup>5</sup>), simple repeats (5.40 × 10<sup>5</sup>), <i>Alu</i> elements (5.07 × 10<sup>5</sup>), satellites (2.17 × 10<sup>5</sup>), LINE-1s (1.83 × 10<sup>5</sup>), and SVA (SINE-VNTR-<i>Alu</i>) elements (1.50 × 10<sup>5</sup>). Centromeric satellites, simple repeats, and SVAs are overrepresented in SV-CpGs versus reference CpGs. Similarly, methylation levels in SV-CpGs are more variable than in reference CpGs. To explore if SVs are potentially causal for functional variation, we measured SV-mQTLs. This revealed over 230,464 methylation bins where the methylation is associated with common SVs within 100 kbp. Finally, we identified 65,659 methylation bins (28.5%) where the leading QTL variant is an SV. In conclusion, we demonstrate that graph pangenomes provide full SV structures, the associated methylation variation, and reveal tens of thousands of SV-mQTLs, underscoring the importance of assembly based analyses of human traits.

Genome ResearchVol. 35(4)
Children's Mercy Hospital (US), Montreal Heart Institute (CA), McGill Genome Centre (CA), Mercy Research (US), McGill University and Génome Québec Innovation Centre (CA), McGill University (CA)
Epigenetics and DNA Methylation
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