Subtelomeric macrosatellite repeats are difficult to sequence using conventional sequencing methods owing to the high similarity among repeat units and high GC content. Sequencing these repetitive regions is challenging, even with recent improvements in sequencing technologies. Among these repeats, a haplotype carrying a particular sequence and shortening of the D4Z4 array on human chromosome 4q35 causes one of the most prevalent forms of muscular dystrophy with autosomal-dominant inheritance, facioscapulohumeral muscular dystrophy (FSHD). Here, we applied a nanopore-based ultra-long read sequencer to sequence a BAC clone containing 13 D4Z4 repeats and flanking regions. We successfully obtained the whole D4Z4 repeat sequence, including the pathogenic gene DUX4 in the last D4Z4 repeat. The estimated sequence accuracy of the total repeat region was 99.8% based on a comparison with the reference sequence. Errors were typically observed between purine or between pyrimidine bases. Further, we analyzed the D4Z4 sequence from publicly available ultra-long whole human genome sequencing data obtained by nanopore sequencing. This technology may be a new tool for studying D4Z4 repeats and pathomechanism of FSHD in the future and has the potential to widen our understanding of subtelomeric regions.
Facioscapulohumeral muscular dystrophy (FSHD) is one of the most prevalent adult-onset muscular dystrophies. The genomes of most patients with FSHD have a common feature, i.e., a contracted subtelomeric macrosatellite repeat array called D4Z4 on chromosome 4q35. The D4Z4 array consists of a highly similar 3.3-kb single repeat unit. Normally, the D4Z4 array is highly methylated and forms heterochromatin. Patients with FSHD have less than 11 D4Z4 repeats1,2,3. In Japan, the majority of patients with FSHD have less than 7 repeats4. Shortening of the D4Z4 array causes the de-repression of the flanking genes as well as DUX4, located in the last D4Z4 repeat. The ectopic expression of DUX4 is toxic in muscle tissues and is thought to be a causal factor for FSHD5,6,7,8,9. In addition to the repeat number, the haplotype of the last D4Z4 repeat is important for the development of FSHD1,2. The telomeric flanking region of D4Z4 contains the 3′ UTR of DUX4 and is called the pLAM region. The presence of a polyadenylation signal in this region allows DUX4 expression and disease manifestation10. In contrast, individuals without polyadenylation signals do not manifest the disease2.
Molecular diagnosis of FSHD is commonly made by Southern blotting of genomic DNA after restriction enzyme digestion to measure the D4Z4 array length and estimate the number of repeats. Haplotype analysis requires a different probe1. Sequencing of this D4Z4 array using Sanger sequencing or short-read sequencers (up to 300 bp for Illumina and IonTorrent) is technically difficult owing to the high similarity and the high GC content of the repeats. The Oxford Nanopore Technologies MinION (Oxford, UK) is a single-molecule sequencer that can produce long reads exceeding 100 kbp11. Therefore, MinION sequencing may enable the determination of pathogenicity by sequencing the complete D4Z4 array.
Nanopore-based D4Z4 sequencing using a BAC clone
The D4Z4 array on 4q35 has EcoRI sites in its flanking region. We took advantage of this restriction enzyme to excise the full-length D4Z4 repeats with flanking sequences, for a total of 49,877 bp. Both sides of the EcoRI-digested DNA fragment had unique sequences that are not found in the D4Z4 repeats (4,823 bp on centromeric side and 865 bp on the telomeric side). We used a bacterial artificial chromosome (BAC) clone containing 13 D4Z4 repeats with flanking regions on chr4 (RP11-242C23) cloned to the backbone pBACe3.6. RP11-242C23 contained multiple EcoRI sites (Fig. 1a). pBACe3.6 vector-derived DNA was digested, yielding fragments of less than 10 kb (Fig. 1a). We were able to easily separate the D4Z4-containing DNA fragment (49877 bp) from vector-derived DNA by agarose gel electrophoresis and gel extraction (Fig. 1b). We extracted the D4Z4 array-containing DNA and subjected it to MinION 1D sequencing (Oxford Nanopore Technologies, Oxford, UK). Base-calling was initially performed using MinKNOW ver. 1.5.12 and fastq conversion was performed using poretools to obtain 20,761 reads12. Base-calling was not possible for 87,410 reads using the real-time MinKNOW basecaller probably due to running out of computer memory; we used Albacore (v.1.1.0) to obtain the fastq sequences in these cases. A total of 128,171 reads were obtained, with an average read length of 7,577 bp (Supplemental Table 1).
We mapped the reads to the reference BAC clone sequence (GenBank accession number CT476828.7) using LAST13. Visualization of mapped reads using IGV showed coverage of the whole D4Z4 array (Fig. 2). The longest read mapped to the D4Z4 repeat was 29,060 bp. The consensus sequence had an accuracy of 99.85% using last-genotype (https://github.com/mcfrith/last-genotype). The identity of the consensus sequence was 99.72% when simply employing the most common base. We also used BWA-MEM for mapping and found that the consensus sequence had a lower accuracy (99.18%). Thus, we decided to use LAST and last-genotype for subsequent analyses.
The haplotype of the telomeric flanking region of the last D4Z4 repeat is important for disease manifestation. There are two equally common haplotypes, A and B (Supplemental Fig. 1). Haplotype A, which includes pLAM sequence, has an added polyadenylation signal at the 3′ UTR of the DUX4 gene10. This polyadenylation signal allows the ectopic expression of DUX4, which is toxic in muscle cells of patients with FSHD with the contracted D4Z4 array14. Haplotype B lacks homologous sequence to pLAM. Individuals with haplotype B do not manifest the disease, despite having the contracted D4Z4 allele. Thus, it is important to identify the pLAM sequence for the molecular diagnosis of FSHD. Using MinION, we successfully sequenced the whole pLAM region with an accuracy of 100% (Fig. 3). In total, 75 bases were different from the reference BAC clone sequence among the whole D4Z4 array sequence of 49,877 bp (0.15%) (Supplemental Fig. 2a). Among 75 bases, 53 (70.7%) substitutions were between purines or between pyrimidines (Supplemental Fig. 2b). Most of these errors were repeatedly detected at the same position in the repeats (indicated by asterisks in Supplemental Fig. 2a). Interestingly, 10 out of 12 recurrent errors were seen in the CCXGG sequence at the X position. We suspect that most of these errors are likely due to base-call errors rather than random mutations in the BAC clone.
We also compared the nanopore-sequenced DUX4 open-reading frame (ORF) to the reference and the Sanger sequencing results for the subcloned DUX4 ORF. The accuracy of the DUX4 ORF sequence was 99.95% (Supplemental Fig. 3).
D4Z4 detection using nanopore-based whole human genome sequencing
We tested whether we can identify the D4Z4 array from whole genome sequencing data obtained from the MinION sequencer. We used the publicly available human reference standard genome NA12878 with R9.4 chemistry11. This project contains two sets of data. The rel3 dataset had approximately 26 × coverage with an N50 length of 10.6 kb. Rel4 had 5 × coverage of ultra-long reads with an N50 of 99.7 kb, indicating that rel4 contained reads that possibly cover the whole D4Z4 region. Using the ultra-long read dataset, rel4, 8 reads were aligned to the 5′ sequence of the D4Z4 repeat including p13E-11, centromeric flanking sequence (5734 bp) with high confidence (mismap = 1e-10, alignment length > 2000 bp) using LAST. These reads were extracted and then aligned to the whole human genome (GRCh38). Two reads (read1-2) were mapped to the chromosome 10 (chr10) D4Z4 region, while two reads were mapped to the chromosome 4 (chr4) D4Z4 region (read 3–4) with high confidence: error probability < = 10−5 (Fig. 4a, Supplemental Table 3). Reads that mapped to chr4 were also aligned to reference sequence for 4qA (CT476828.7), 4qAL(KQ983258.1) and 4qB(AC225782.3), and these 2 reads only aligned to the last D4Z4 of the 4qB haplotype (Supplemental Fig. 4, Supplemental Fig. 5). To determine the number of D4Z4 repeats, those 4 reads were aligned to a single D4Z4 repeat. Both reads mapped to chr4 have 17 D4Z4 repeats and those mapped to chr10 have 20 D4Z4 repeats (Fig. 4b).
Sequencing a highly repetitive subtelomeric region is extremely challenging. There is variation in the number of repeats among individuals and sometimes within individuals, i.e., somatic mosaicism. It has been reported that subtelomeric regions form heterochromatin, functioning as an insulator or repressor of nearby genes or preventing telomere shortening15,16. It is important to determine the relationship between phenotypic differences and either sequence or structural variation in repeats not only to decipher the pathomechanisms of the disease, but also to obtain a deeper understanding of human genomes. Here, we applied a nanopore-based sequencer to investigate the subtelomeric repeat array associated with FSHD for the first time. In the near future, it will be feasible to search for these difficult regions to find causal relationships between the human genome and genetic diseases; even given the prevailing use of high-throughput sequencing of coding regions, the genetic causes of many diseases remain unsolved.
The disease locus of FSHD was identified at 4q35 more than 20 years ago; however, the mechanism underlying the disease has been a mystery for years and the causative genes have not been identified until recently, when accumulating evidence has shown that the misexpression of DUX4 is associated with the disease. Further, it is still unclear whether there is any sequence polymorphism in the DUX4 gene or flanking regions, as it is difficult to sequence the gene and the DUX4 transcript, which is expressed at the very low levels even in the muscle tissues of patients14,17. Since therapeutic approaches including nucleic acid drugs targeting DUX4 mRNA are being studied18,19, it may be useful to determine the exact DUX4 sequence of patients for the development of effective therapies as well as an integrative diagnostic method.
Currently, the number of D4Z4 repeats is usually determined by Southern blotting using a probe that hybridizes to the centromeric flanking sequence, p13E-111. If the patient has a deletion at this probe site, it is not possible to detect the D4Z4 repeat by Southern blotting. The Southern blotting technique is complicated and time-consuming. Alternative methods have been investigated, but are not widely used4,20. Cost-effectiveness of the nanopore sequencers is currently uncertain. If we could enrich the D4Z4 containing DNA, one flowcell ($900 in U.S. dollars as of August 2017) is well capable of many samples to determine the repeat number and haplotype. Even a dataset with 1% of the reads of the original data in our BAC clone sequencing was enough to obtain the similar quality of consensus sequence (data not shown). MinION sequencer does not require capital investment and sequencer is provided from the company without any cost. Compared to Southern blotting, it does not require trained-skill. In addition, it produces the data in 48 hours. Although it is uncertain, considering these advantages, nanopore sequencing may be competitive with conventional techniques such as Southern blotting.
Morioka et al. sequenced D4Z4 using the PacBio sequencer21 and analyzed random fragments from the BAC clone. The advantage of the nanopore sequencer over the PacBio sequencer is the ultra-long read capability11. It has the potential to obtain reads of more than 100 kbp, the approximate mean size of D4Z4 in healthy individuals. Currently, we could only obtain two reads that potentially cover all chr4 D4Z4 repeats from human genome data with 5 × coverage using 14 flow-cells11. In that paper, they were not able to complete an alignment of the ultra-long reads using BWA-MEM. However, using LAST aligner, we could map the ultra-long reads to chr4 and chr10 and could differentiate the D4Z4 repeats from each chromosome. The advantage of the ultra-long reads is that even a single read can differentiate the highly homologous D4Z4 arrays on chr4 and chr10 because it has enough length to find the preferable alignment using the unique flanking sequence of the repeats. In addition, we could successfully align nanopore reads to a single D4Z4 repeat using the LAST aligner and last-split22, which indicates the number of the repeats. This individual has 17 D4Z4 repeats with haplotype 4qB on chr4 at least on one allele, which is the normal size observed in non-FSHD individuals. As the NA12878 standard DNA originated from an individual without FSHD, this repeat number is reasonable. As FSHD patients have D4Z4 number less than 11, we think this ultra-long read sequencing may be usable to detect the disease-causing contracted D4Z4 array. If the data output for the MinION sequencer improves, it will be possible to obtain sequence data with better resolution. This approach is potentially applicable to subtelomeric regions of other chromosomes or even to centromere sequences. Interestingly, small portions of the 2 reads mapped to chr4 (read3 and read4) were also mapped to chr10. We do not know the exact reason of this (Fig. 4a, arrow). One possibility is that GRCh38 does not well represent the sequence of chr4 in this region. The other possible reason is chromosomal translocation between chr4 and chr10, which is known to be frequent23,24,25.
In nanopore-based sequencing, changes in electric current are detected as nucleotides pass through the pore. We observed that the errors tend to occur between purines or between pyrimidines, probably because they have similar chemical structures11. In addition, we also observed that substitution errors tend to occur at the same nucleotide position across repeats (Supplemental Fig. 2, asterisk). This may reflect the fact that the nanopore detects combinations of nucleotides and the specific combination CCXGG was prone to be misread. We anticipate further improvements of the base-calling algorithm, which will make MinION more beneficial for medical applications.
Sequencing technologies are continuously developed. During the preparation of this manuscript, the new chemistry R9.5 with the new flow-cell FLO-MIN107 was released. Considering the rapid improvements in this technique, it may not be very long before this sequencing technology is used for D4Z4 repeat analyses for patients with FSHD.
Using MinION with a R9.4 flow-cell and 1D sequencing chemistry, we successfully sequenced the complete EcoRI-digested D4Z4 array from a BAC clone that contained the D4Z4 repeat region of human chromosome 4. Our deep sequencing results had an accuracy of 99.8% for the whole D4Z4 array and flanking region. This includes the pLAM region, with an accuracy of 100%, and the whole ORF of the pathogenic gene DUX4, with the accuracy of 99.95%, which are important regions for determining the pathogenesis. This short report may provide a basis for the future use of nanopore sequencing to deepen our understanding of highly heterogeneous subtelomeric regions that may contribute to human disease.
Materials and Methods
The RP11-242C23 human BAC clone was obtained from BAC PAC Resources Center (https://bacpaacresources.org). This BAC clone was sequenced and deposited at GenBank under accession number CT476828.7 by the Wellcome Trust Sanger Institute. It contained 13 3306-bp D4Z4 repeats.
Preparation of D4Z4 repeats from the BAC clone
RP11-242C23 was digested using EcoRI and treated with Klenow Fragment DNA Polymerase (Takara, Shiga, Japan) at 37 °C for 20 min. DNA was subjected to electrophoresis on a 0.5% agarose gel. Bands larger than the 10-kb marker (GeneRuler 1 kb DNA Ladder; Thermo Fisher Scientific, Waltham, MA, USA) were excised using a razor under ultraviolet light. The DNA fragments larger than 1 kb were subjected to phenol-chloroform DNA preparation. Agarose gels were soaked in phenol and incubated for 30 min at −80 °C. Then, the aqueous phase was collected and phenol-chloroform DNA preparation was performed. The EcoRI-digested whole D4Z4 repeat was enriched in the DNA sample.
MinION 1D sequencing
Library preparation was performed using a SQK-LSK108 Sequencing Kit R9.4 version (Oxford Nanopore Technologies, Oxford, UK) using 500 ng of DNA. MinION sequencing was performed using one FLO-MIN106 (R9.4) flow cell with the MinION MK1b sequencer (Oxford Nanopore Technologies). Base-calling and fastq conversion were performed with MinKNOW ver. 1.5.12 followed by poretools or Albacore.
Sequence alignment by LAST and BWA-MEM
lastdb -P8 -uNEAR -R01 rdb reference.fasta
last-train -P8 rdb reads.fasta > train.out
lastal -P8 -p train.out -m20 -j4 rdb reads.fasta | last-split > out.maf
last-genotype train.out out.maf –p 1 > genotype.txt
Sequences were also mapped to the reference genome hg19 using BWA-mem with default settings27. Consensus sequences were obtained and sequence identity was calculated using UGENE28. Mapped reads were visualized using IGV software29.
Subcloning of the last D4Z4 repeat
An Escherichia coli transformant with the RP11-242C23 human BAC clone was cultured in LB medium containing 12.5 µg/ml chloramphenicol at 37 °C The human BAC clone DNA was purified using the QIAGEN Plasmid Midi Kit (Hilden, Germany) according to the “User-Developed Protocol (QP01).” Briefly, bacterial lysate from a 100-ml scale culture was passed through a QIAGEN-tip 100 column. The BAC clone DNA was eluted with buffer QF prewarmed to 65 °C and concentrated by isopropanol precipitation.
To obtain the DNA clone containing the last D4Z4 repeat with the pLAM region, 50 ng of the purified BAC clone was used as a template for PCR with the forward primer 5′-cgcgtccgtccgtgaaattcc-3′ and the reverse primer 5′-caggggatattgtgacatatctctgcac-3′. PCR was performed with PrimeSTAR GXL DNA Polymerase (Takara) with the following cycling conditions: 98 °C for 2 min and 30 cycles of 98 °C for 10 s, 60 °C for 15 s, and 68 °C for 30 min. PCR products were gel-purified and cloned into a pCR blunt vector (ThermoFisher Scientific) with the Mighty Mix DNA Ligation Kit (Takara). The sequence of the resulting plasmid was confirmed by Sanger sequencing with M13 forward and M13 reverse primers.
D4Z4 sequence analysis using the ultra-long human whole genome sequence
The human whole genome sequenced by MinION sequencers was downloaded (https://github.com/nanopore-wgs-consortium/NA12878)11. Using the ultra-long read dataset, rel4, the 5′ sequence of the D4Z4 repeat (5734 bp) was aligned and 8 reads that have alignment with high confidence (mismap = 1e-10, alignment length > 2000) were extracted and then aligned to the whole human genome (GRCh38) like this22,26;
lastdb -P8 -uNEAR -R01 db GRCh38
fasta last-train -P8 db reads.fasta > train.out
lastal -P8 -p train.out -m50 -D1e9 hdb reads.fasta | last-split -m1e-5 | last-postmask > alns.maf
Extracted reads that mapped to chr4 were also aligned to reference sequence for 4qA (CT476828.7), 4qAL(KQ983258.1) and 4qB(AC225782.3) to determine the haplotype. To determine the number of D4Z4 repeats, those 4 reads were aligned to the single D4Z4 repeat. Alignment was visualized using last-dotplot (http://last.cbrc.jp/doc/last-dotplot.html).
Wijmenga, C. et al. Chromosome 4q DNA rearrangements associated with facioscapulohumeral muscular dystrophy. Nat Genet 2, 26–30 (1992).
Lemmers, R. J. et al. Facioscapulohumeral muscular dystrophy is uniquely associated with one of the two variants of the 4q subtelomere. Nat Genet 32, 235–236 (2002).
van Deutekom, J. C. et al. FSHD associated DNA rearrangements are due to deletions of integral copies of a 3.2 kb tandemly repeated unit. Hum Mol Genet 2, 2037–2042 (1993).
Goto, K., Nishino, I. & Hayashi, Y. K. Rapid and accurate diagnosis of facioscapulohumeral muscular dystrophy. Neuromuscul Disord 16, 256–261 (2006).
Mitsuhashi, H., Mitsuhashi, S., Lynn-Jones, T., Kawahara, G. & Kunkel, L. M. Expression of DUX4 in zebrafish development recapitulates facioscapulohumeral muscular dystrophy. Hum Mol Genet 22, 568–577 (2013).
Kowaljow, V. et al. The DUX4 gene at the FSHD1A locus encodes a pro-apoptotic protein. Neuromuscul Disord 17, 611–623 (2007).
Snider, L. et al. RNA transcripts, miRNA-sized fragments and proteins produced from D4Z4 units: new candidates for the pathophysiology of facioscapulohumeral dystrophy. Hum Mol Genet 18, 2414–2430 (2009).
Wallace, L. M. et al. DUX4, a candidate gene for facioscapulohumeral muscular dystrophy, causes p53-dependent myopathy in vivo. Ann Neurol 69, 540–552 (2011).
Wuebbles, R. D., Long, S. W., Hanel, M. L. & Jones, P. L. Testing the effects of FSHD candidate gene expression in vertebrate muscle development. Int J Clin Exp Pathol 3, 386–400 (2010).
Lemmers, R. J. et al. A unifying genetic model for facioscapulohumeral muscular dystrophy. Science 329, 1650–1653 (2010).
M Jain, S. K. et al. Nanopore sequencing and assembly of a human genome with ultra-long reads. BioRxiv (2017).
Loman, N. J. & Quinlan, A. R. Poretools: a toolkit for analyzing nanopore sequence data. Bioinformatics 30, 3399–3401 (2014).
Kielbasa, S. M., Wan, R., Sato, K., Horton, P. & Frith, M. C. Adaptive seeds tame genomic sequence comparison. Genome Res 21, 487–493 (2011).
Snider, L. et al. Facioscapulohumeral dystrophy: incomplete suppression of a retrotransposed gene. PLoS Genet 6, e1001181 (2010).
Ottaviani, A. et al. The D4Z4 macrosatellite repeat acts as a CTCF and A-type lamins-dependent insulator in facio-scapulo-humeral dystrophy. PLoS Genet 5, e1000394 (2009).
Stadler, G. et al. Telomere position effect regulates DUX4 in human facioscapulohumeral muscular dystrophy. Nat Struct Mol Biol 20, 671–678 (2013).
Jones, T. I. et al. Facioscapulohumeral muscular dystrophy family studies of DUX4 expression: evidence for disease modifiers and a quantitative model of pathogenesis. Hum Mol Genet 21, 4419–4430 (2012).
Ansseau, E. et al. Antisense Oligonucleotides Used to Target the DUX4 mRNA as Therapeutic Approaches in FaciosScapuloHumeral Muscular Dystrophy (FSHD). Genes (Basel) 8 (2017).
Wallace, L. M. et al. RNA interference inhibits DUX4-induced muscle toxicity in vivo: implications for a targeted FSHD therapy. Mol Ther 20, 1417–1423 (2012).
Vasale, J. et al. Molecular combing compared to Southern blot for measuring D4Z4 contractions in FSHD. Neuromuscul Disord 25, 945–951 (2015).
Morioka, M. S., Kitazume, M., Osaki, K., Wood, J. & Tanaka, Y. Filling in the Gap of Human Chromosome 4: Single Molecule Real Time Sequencing of Macrosatellite Repeats in the Facioscapulohumeral Muscular Dystrophy Locus. PLoS One 11, e0151963 (2016).
Frith, M. C. & Kawaguchi, R. Split-alignment of genomes finds orthologies more accurately. Genome Biol 16, 106 (2015).
Lemmers, R. J. et al. Inter- and intrachromosomal sub-telomeric rearrangements on 4q35: implications for facioscapulohumeral muscular dystrophy (FSHD) aetiology and diagnosis. Hum Mol Genet 7, 1207–1214 (1998).
Linardopoulou, E. V. et al. Human subtelomeres are hot spots of interchromosomal recombination and segmental duplication. Nature 437, 94–100 (2005).
van Deutekom, J. C. et al. Evidence for subtelomeric exchange of 3.3 kb tandemly repeated units between chromosomes 4q35 and 10q26: implications for genetic counselling and etiology of FSHD1. Hum Mol Genet 5, 1997–2003 (1996).
Hamada, M., Ono, Y., Asai, K. & Frith, M. C. Training alignment parameters for arbitrary sequencers with LAST-TRAIN. Bioinformatics 33, 926–928 (2017).
Li, H. Aligning sequence reads, clone sequences and assembly contigs with BWA-MEM. arXiv (2013).
Okonechnikov, K., Golosova, O. & Fursov, M. & team, U. Unipro UGENE: a unified bioinformatics toolkit. Bioinformatics 28, 1166–1167 (2012).
Robinson, J. T. et al. Integrative genomics viewer. Nat Biotechnol 29, 24–26 (2011).
This study was supported by MEXT-Supported Program for the Strategic Research Foundation at Private Universities (to SN and MTU). This work was supported by JSPS KAKENHI Grant Number JP15K19477 (to HM) and JP26700030 (to MCF).
The authors declare that they have no competing interests.
Publisher's note: Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Electronic supplementary material
About this article
Cite this article
Mitsuhashi, S., Nakagawa, S., Takahashi Ueda, M. et al. Nanopore-based single molecule sequencing of the D4Z4 array responsible for facioscapulohumeral muscular dystrophy. Sci Rep 7, 14789 (2017). https://doi.org/10.1038/s41598-017-13712-6
Rapid profiling of drug-resistant bacteria using DNA-binding dyes and a nanopore-based DNA sequencer
Scientific Reports (2021)
Scientific Reports (2020)
Human Genetics (2019)
Medizinische Genetik (2019)
Locus specific engineering of tandem DNA repeats in the genome of Saccharomyces cerevisiae using CRISPR/Cas9 and overlapping oligonucleotides
Scientific Reports (2018)