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

IF 5.5 2区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY
Cristian Groza, Bing Ge, Warren A. Cheung, Tomi Pastinen, Guillaume Bourque
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引用次数: 0

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 × 106 novel SV-CpGs, followed by centromeric satellites (6.57 × 105), simple repeats (5.40 × 105), Alu elements (5.07 × 105), satellites (2.17 × 105), LINE-1s (1.83 × 105), and SVA (SINE-VNTR-Alu) elements (1.50 × 105). 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.
扩展甲基组和定量性状位点检测的个人DNA长读谱
结构变异(SVs)在人类DNA中无处不在,但由于先前基因组组装和修饰核苷酸检测的限制,它们的基因型和甲基化状态很少被表征。此外,SVs作为甲基化数量性状位点(sv - mqtl)的作用程度在很大程度上是未知的。在这里,我们生成了一个全基因组图,总结了从Genomic Answers for Kids获得的782个从头组装的sv,捕获了1460万个CHM13v2参考文献中缺失的CpG二核苷酸(SV-CpGs),从而将其数量增加了43.6%。使用435个甲基组,我们对406万个SV-CpGs进行了基因分型,其中393万个(96.8%)至少甲基化一次。非重复序列贡献了1.59 × 106个新的SV-CpGs,其次是着丝粒卫星(6.57 × 105)、简单重复序列(5.40 × 105)、Alu元件(5.07 × 105)、卫星(2.17 × 105)、LINE-1s (1.83 × 105)和SVA (sin - vntr -Alu)元件(1.50 × 105)。与参考CpGs相比,SV-CpGs中有过多的着丝体卫星、简单重复序列和sva。同样,SV-CpGs的甲基化水平比参考CpGs的甲基化水平变化更大。为了探索sv是否可能导致功能变异,我们测量了sv - mqtl。这揭示了超过230,464个甲基化桶,其中甲基化与100 kbp内的常见SVs相关。最后,我们确定了65,659个甲基化仓(28.5%),其中领先的QTL变体是SV。总之,我们证明了泛基因组图提供了完整的SV结构,相关的甲基化变化,并揭示了成千上万的SV- mqtl,强调了基于装配的人类特征分析的重要性。
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来源期刊
Genome research
Genome research 生物-生化与分子生物学
CiteScore
12.40
自引率
1.40%
发文量
140
审稿时长
6 months
期刊介绍: Launched in 1995, Genome Research is an international, continuously published, peer-reviewed journal that focuses on research that provides novel insights into the genome biology of all organisms, including advances in genomic medicine. Among the topics considered by the journal are genome structure and function, comparative genomics, molecular evolution, genome-scale quantitative and population genetics, proteomics, epigenomics, and systems biology. The journal also features exciting gene discoveries and reports of cutting-edge computational biology and high-throughput methodologies. New data in these areas are published as research papers, or methods and resource reports that provide novel information on technologies or tools that will be of interest to a broad readership. Complete data sets are presented electronically on the journal''s web site where appropriate. The journal also provides Reviews, Perspectives, and Insight/Outlook articles, which present commentary on the latest advances published both here and elsewhere, placing such progress in its broader biological context.
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