See Arribat (doi.10.1093/brain/awaa464) for a scientific commentary on this article.
In a series of 17 individuals with neuropathy and rare biallelic variants in VWA1, Pagnamenta et al. identify a single frameshift present in the majority of patients. Haplotype analysis suggests that this founder mutation, which is likely to have evaded detection due to its high GC content, may have arisen >7000 years ago.
Keywords: hereditary motor and sensory neuropathies, nerve conduction studies, EMG, genetics: neuropathy, whole-genome sequencing
Abstract
The extracellular matrix comprises a network of macromolecules such as collagens, proteoglycans and glycoproteins. VWA1 (von Willebrand factor A domain containing 1) encodes a component of the extracellular matrix that interacts with perlecan/collagen VI, appears to be involved in stabilizing extracellular matrix structures, and demonstrates high expression levels in tibial nerve. Vwa1-deficient mice manifest with abnormal peripheral nerve structure/function; however, VWA1 variants have not previously been associated with human disease. By interrogating the genome sequences of 74 180 individuals from the 100K Genomes Project in combination with international gene-matching efforts and targeted sequencing, we identified 17 individuals from 15 families with an autosomal-recessive, non-length dependent, hereditary motor neuropathy and rare biallelic variants in VWA1. A single disease-associated allele p.(G25Rfs*74), a 10-bp repeat expansion, was observed in 14/15 families and was homozygous in 10/15. Given an allele frequency in European populations approaching 1/1000, the seven unrelated homozygote individuals ascertained from the 100K Genomes Project represents a substantial enrichment above expected. Haplotype analysis identified a shared 220 kb region suggesting that this founder mutation arose >7000 years ago. A wide age-range of patients (6–83 years) helped delineate the clinical phenotype over time. The commonest disease presentation in the cohort was an early-onset (mean 2.0 ± 1.4 years) non-length-dependent axonal hereditary motor neuropathy, confirmed on electrophysiology, which will have to be differentiated from other predominantly or pure motor neuropathies and neuronopathies. Because of slow disease progression, ambulation was largely preserved. Neurophysiology, muscle histopathology, and muscle MRI findings typically revealed clear neurogenic changes with single isolated cases displaying additional myopathic process. We speculate that a few findings of myopathic changes might be secondary to chronic denervation rather than indicating an additional myopathic disease process. Duplex reverse transcription polymerase chain reaction and immunoblotting using patient fibroblasts revealed that the founder allele results in partial nonsense mediated decay and an absence of detectable protein. CRISPR and morpholino vwa1 modelling in zebrafish demonstrated reductions in motor neuron axonal growth, synaptic formation in the skeletal muscles and locomotive behaviour. In summary, we estimate that biallelic variants in VWA1 may be responsible for up to 1% of unexplained hereditary motor neuropathy cases in Europeans. The detailed clinical characterization provided here will facilitate targeted testing on suitable patient cohorts. This novel disease gene may have previously evaded detection because of high GC content, consequential low coverage and computational difficulties associated with robustly detecting repeat-expansions. Reviewing previously unsolved exomes using lower QC filters may generate further diagnoses.
See Arribat (doi.10.1093/brain/awaa464) for a scientific commentary on this article.
Introduction
The extracellular matrix (ECM) is a structural and regulatory network of glycoproteins and other macromolecules that plays an important role in connective tissue rich structures such as bone, tendon and skin. The ECM is also important for development and maintenance of the peripheral nervous system including nerve, the neuromuscular junction and muscle. The composition of the ECM varies for different tissues and is highly dynamic. Well-known disease-associated ECM constituents within the peripheral nervous system include perlecan, laminins, collagen Q, collagen XII and collagen VI, which are involved in various aspects of muscle, nerve and neuromuscular junction function and integrity.
In humans, VWA1 (von Willebrand factor A domain containing 1) encodes a 445 amino acid ECM protein that is also referred to as von Willebrand factor A domain related protein (WARP). Two fibronectin type III repeats are situated downstream of the von Willebrand factor A (VWFA) domain. Reporter gene assays indicated that Vwa1 is expressed not only in cartilage but also in the basement membrane structures of the peripheral nervous system (Allen et al., 2008). The WARP protein is thought to interact with perlecan and also type VI collagen. In WARP-deficient mice there is compromised function of peripheral nerves and collagen VI is reduced in regions of the peripheral nerve ECM (Allen et al., 2009). Transmission electron microscopy of sciatic nerve tissues taken from the WARP-deficient mice revealed an unusual partial fusion of the basement membranes of neighbouring axons (Allen et al., 2009). In humans, pathogenic variants in collagen 6 (COL6A1–3) genes cause COL-6-related dystrophies (COL6-RDs) ranging from the severe Ullrich congenital muscular dystrophy (MIM #254090), to intermediate phenotypes and Bethlem muscular dystrophy at the milder end of the spectrum (MIM #158810).
Human gene expression data (GTEx Consortium, 2015) indicate that VWA1 shows highest expression levels in tibial nerve (Supplementary Fig. 1A). Other well-known disease genes PMP22 (MIM *601097) and MPZ (MIM *159440) that are linked to subtypes of Charcot-Marie-Tooth (CMT) disease also demonstrate high relative expression levels in tibial nerve (Supplementary Fig. 1B and C). Thus, although to date there have not been any human disorders associated with this gene, VWA1 represents an interesting candidate for peripheral nerve related phenotypes.
In this study, a combination of genome, exome and targeted sequencing approaches was used in tandem with international gene-matching and autozygosity mapping to identify 15 families with biallelic variants in VWA1. RNA analysis and a number of in silico tools were used to predict the likely consequences of the variants uncovered whilst Western blotting assessed mutational effects at the protein level. Detailed clinical information for this cohort is presented and for a subset of families, availability of genome sequencing data facilitated a high-resolution haplotype analysis for individuals homozygous for the primary disease-associated allele. Finally, the effect of defective Vwa1 on axonal development and synapse formation was assessed in zebrafish.
Materials and methods
Analysis of genome sequence data within the GEL research environment
For Families 1–10, genome sequencing was performed as part of the 100K Genomes Project (100KGP), a national genome sequencing initiative (Turnbull et al., 2018; Turro et al., 2020). For the majority of cases, sequencing was performed using 150-bp paired-reads on a HiSeqX instrument (Illumina). In this study, we searched data from release v8 (2019-11-28) of the 100KGP, specifically looking for rare biallelic variants in VWA1. Multiple filtering strategies were used, as described in Supplementary material. Of the 10 families identified below, five patients had been sequenced as singletons, four as parent-child trios and one as a mother-child duo. Genomics England has approval from the HRA Committee East of England, Cambridge South (REC: 14/EE/1112).
Haplotype analysis in seven individuals homozygous for p.G25Rfs*74
Joint variant calling was performed across all seven individuals homozygous for the p.G25Rfs*74 variant (Supplementary material). For all high-confidence SNVs with a minor allele frequency of >1%, we plotted information content (reciprocal of 1000 Genomes project allele frequency) versus genomic position where single nucleotide polymorphisms (SNPs) were shared homozygous in 7/7. For some individuals the ancestral haplotype extended further and so review of the multi-sample VCF and the BAM files was performed using IGV to delineate precise region lengths. The ancestral haplotype block sizes were used to estimate the age of the p.G25Rfs*74 variant, as described previously (Gandolfo et al., 2014). For comparison, we performed an identical analysis for 10 unrelated ataxia patients from the 100KGP, homozygous for the intronic AAGGG repeat expansion in RFC1 (Cortese et al., 2019). These individuals had been detected in using ExpansionHunter v2.5.5.
Structural analysis of VWA1
Structural analysis of VWA1 was calculated with PyRosetta (Chaudhury et al., 2010) and results are presented via a web-based application (Ferla et al., 2020) that promotes the sharing of 3D macromolecular visualizations.
Identification of families with VWA1 variants through international gene-matching efforts
Identification of additional families with biallelic variants in VWA1 was performed by using GeneMatcher (Sobreira et al., 2015) and a network of established collaborators. For Family 11, exome sequencing was performed as a trio at GeneDx (Gaithersburg, MD) as described (Retterer et al., 2016). Variants were scrutinized using Xome Analyzer, a custom-developed analysis tool. The proband in Family 12 was exome sequenced in the Nijmegen diagnostic laboratory as a singleton, in collaboration with BGI Europe. Sequencing was on an Illumina HiSeq instrument after exome enrichment with the Agilent SureSelectXT Human All Exon 50Mb Kit.
Autozygosity analysis in an extended kindred
For Family 13, exome enrichment was performed on the proband and his uncle using the SureSelectXT Human All Exon Kit V6 (Agilent Technologies). Sequencing was on an Illumina NovaSeq instrument as paired-end 2 × 150-bp reads with ∼50× coverage. Genetic variants were identified using the GATK suite v4.0.4.0 and the multi-sample vcf was uploaded to www.homozygositymapper.org for analysis, with the requirement for genetic homogeneity. Variants were also analysed using Ingenuity Variant Analysis™ (Qiagen, Redwood City). Given the known consanguinity in this family, we focused on rare homozygous variants present in regions of autozygosity shared between the proband and the uncle. A more detailed description of variant filtering is available in the Supplementary material.
Targeted sequencing of replication cohort
Sanger sequencing was performed in two independent cohorts; 374 unrelated patients from UK with a range of complex peripheral neuropathies and 967 unrelated patients suspected of spinal muscular atrophy from Cologne. The latter cohort was selected based on negative results upon SMN1 testing, with patients >2 years of age when samples were received. Polymerase chain reaction (PCR) was used to amplify exon 1 of VWA1 using ∼85–100 ng of template DNA. Because of the high GC content, Q5 high GC enhancer (BioLabs) or DMSO (Applichem) was added for efficient amplification. Enzymatic clean-up followed with a mixture of FastAPTM Thermosensitive Alkaline Phosphatase and ExoI (Thermo Scientific or NEB). Samples were either sent to SourceBioscience, Eurofins, Microsynth or sequenced in house using BigDye® (Applied Biosystems or Life Technologies). Following a SephadexTM G-50 purification step, sequences were read by a 3500/3730 DNA Analyzer and analysed using Sequencher (GeneCodes) or SeqPilot (JSI Medical Systems).
Clinical data collection
A detailed clinical pro forma was circulated to all clinicians from February 2020 onwards, along with requests for neurophysiology data, muscle histology results, muscle MRI data and any photos/videos where consent was forthcoming. Written informed consent for genetic testing and photo materials were obtained from the patients, parents or legal guardians. The study was conducted in accordance with the Declaration of Helsinki and approved by the relevant institutional review boards.
Analysis of VWA1 transcript levels
Following informed consent (12-N-0095, NIH, NINDS IRB), a skin biopsy was performed on the proband from Family 11 and a dermal fibroblast cell line was established using a standard protocol. Total RNA was isolated with the RNeasy® mini Kit (Qiagen) and reverse transcribed into cDNA with SuperScriptTM IV reverse transcriptase (ThermoFisher Scientific). VWA1 transcript levels in patient fibroblasts were compared to that in control fibroblasts using duplex PCR, with primers in VWA1 (GAGCGAGCGAGCGAGTTG, GTCCAGCAGGAACATCAGGT) and control primers targeting ACTB. To determine if the 10-bp insertion causes nonsense-mediated decay, dermal fibroblasts were treated with 0.2 mg/ml cycloheximide (CHX; Sigma) for 19 h.
VWA1 abundance in cultured dermal fibroblasts
Confluent cultures of dermal fibroblasts from the patient in Family 11 and a healthy control were grown in serum free medium for 40 h. Conditioned medium and cell layer were then collected separately. Protein from the conditioned medium was precipitated with cold ethanol and dissolved in 2× LDS buffer (ThermoFisher Scientific). The protein lysate from the cell layer was prepared with 4 M guanidine hydrochloride (GuHCl), as described (Allen et al., 2008). Aliquots of the above lysates were analysed by western blot using 4–12% SDS-PAGE under reducing conditions followed by transfer to PVDF membrane (Millipore) and incubation with sheep antibody against VWA1 (Allen et al., 2008). Protein lysates prepared from mouse nerve tissue and mouse nerve primary culture were also loaded as positive controls. The same membrane was also blotted with antibodies against fibronectin and tubulin as loading controls.
Zebrafish vwa1 modelling
Zebrafish (Danio rerio) wild-type and transgenic (Tg:olig2:dsRed) adults were maintained in standard conditions under approved protocol by the local Animal Care (QU-IACUC 26-2/2018-REN1). Precision gene editing and transient knockdown approaches targeted ENSDARG00000075468, the zebrafish orthologue of the human gene VWA1. Zebrafish vwa1-specific guide RNAs were TGTAGAAGAGGTTAAACTGG and CAGAACACAGAAACACGGTG. Morpholinos (MOs) targeting the three protein-coding transcripts were MO: 5′ACATGACCAAAACGACTCACCTGAA3′-Blue and a Standard Control MO: 5′CCTCTTACCTCAGTTACAATTTATA3′ (Gene Tools). Injections were performed as described previously, with a final dose of 0.5 mM (Da'as et al., 2020).
Motor neuron length measurements
Phenotypic assessment and imaging was performed on the olig2-labelled elongated axons. Larvae were immobilized in 3% methylcellulose (Sigma, M0387) for imaging. The motor axon length was measured for 6–10 axons per larva using DanioScope software (Noldus).
Immunofluorescence of motor neurons, phalloidin and neuromuscular junction imaging
Immunofluorescence was performed as described (Sufian et al., 2019). Fixed zebrafish groups were incubated overnight at 4°C in mouse monoclonal anti-znp1 or anti-zn8 (Developmental Studies Hybridoma Bank) antibodies then incubated in the secondary antibody, Alexa Fluor® 488 goat anti-mouse IgG overnight at 4°C. Phalloidin and alpha-bungarotoxin staining was performed as described (Bailey et al., 2019). Samples were co-stained in 1/20 phalloidin-488, which was added to the alpha-bungarotoxin solution in PBS-2% TritonTM X-100 overnight at 4°C.
Cartilage Alcian blue staining
Cartilage was stained via a modified version of established protocols (Delbaere et al., 2019; Gebuijs et al., 2019). Larvae were fixed for 6 h in 4% paraformaldehyde. Specimens were bleached for optical clarity in 1% hydrogen peroxide, 1% potassium hydroxide and 0.2% Triton for 1 h. Staining with Alcian blue was performed for 3 h and this was followed by a clearing step in acidic ethanol (5% hydrochloric acid, 70% ethanol) for 10 min then transferred to pure glycerol for imaging.
Zebrafish locomotor behaviour measurements
Tail flicking activity was assessed as described (Basnet et al., 2017). Briefly, the spontaneous tail coiling was evaluated by acquiring 20 s interval video recording for the embryos at 24 hours post fertilization (hpf). The video was obtained at 60 frames per second setting using Imaging Source camera. Locomotion activity of embryos was evaluated by analysing the acquired videos using DanioScope software (version 1.1, Noldus, The Netherlands). Each embryo was selected by drawing a separate arena around its chorion to detect the movement of the tail. The locomotion activity was measured for 10–20 embryos, and the results were compared to the control groups.
Zebrafish larvae locomotor activity was monitored at 120 hpf using an automated Video-Track system (Noldus, Ethovision XT), as described (Basnet et al., 2019). Larvae were placed individually in a six-well plate. Larval swimming behaviour was monitored in response to dark-to-light transitions. The locomotor behaviour was monitored, and the collected data were analysed using Ethovision XT software.
Data availability
Information about how to access data from the 100KGP by joining a Genomics England Clinical Interpretation Partnership (GeCIP) is available online (www.genomicsengland.co.uk/join-a-gecip-domain).
Results
Biallelic VWA1 variants in the 100K Genomes project
We searched data from the 100KGP (Turnbull et al., 2018) for families where affected individuals harboured biallelic variants in VWA1. Ten families of interest were uncovered, all of which harboured a 10-bp insertion (c.62_71dup10; p.G25Rfs*74, NM_022834.5). In seven families, this variant was observed in the homozygous state in affected individuals, whereas in the other three families the p.G25Rfs*74 allele was heterozygous alongside a rare heterozygous SNV (Fig. 1A). Two of these SNVs predict missense alterations (p.S74R and p.Y364N) in functional protein domains involving conserved residues (Fig. 1B and C) whilst the other predicts a stop-gain (p.Q367*). The p.Ser74 residue has previously been shown to undergo phosphorylation (Tagliabracci et al., 2015). Structural analysis suggests that p.S74R and p.Y364N are both likely to destabilize VWA1, with ΔΔG values of +24 and +10 kcal/mol, respectively (interactive view: https://michelanglo.sgc.ox.ac.uk/r/vwa1), a higher predicted change in Gibbs free energy than obtained for the six homozygous missense variants observed in gnomAD. Other in silico predictions for these variants are available in Supplementary Table 1.
For Families 3 and 8, affected individuals were genome sequenced as singletons. As both individuals are >70 years old, parental samples were not available to establish the phase of the variants. For Family 3, allele-specific PCR was used to confirm that the p.G25Rfs*74 and p.S74R variants lay in trans (Supplementary Fig. 2). For Family 8, the two variants lay 3.75 kb apart. Nanopore sequencing on the affected individual, resulted in a genome-wide coverage of ∼13× and a mean aligned read-length of 16 017 bp. These data suggested that p.G25Rfs*74 and p.Q367* were oriented in trans (Supplementary Fig. 3). In Family 10, compound-heterozygosity of p.G25Rfs*74 and p.Y364N was already established as both parents had been sequenced in parallel. These 10 unrelated patients from the 100KGP had been recruited under four related diagnostic categories, the most common being CMT disease and paediatric motor neuronopathies, where 0.85/0.86% cases were identified with biallelic VWA1 variants (Table 1).
Table 1.
Disease subgroup | Specific disease | Biallelic VWA1 cases | Participant count a | Frequency |
---|---|---|---|---|
Motor and sensory disorders of the peripheral nervous system | Charcot-Marie-Tooth disease | 6b | 708 | 0.85%c |
Paediatric motor neuronopathies | 1 | 116 | 0.86% | |
Neuromuscular disorders | Congenital myopathy | 2 | 479 | 0.42% |
Limb girdle muscular dystrophy | 1 | 253 | 0.40% | |
Above diseases combined | 10 | 1556 | 0.64% | |
All 100KGP participants with specific disease | 10 | 40 088 | 0.02% | |
All 100KGP participantsd | 10 | 74 180 | 0.01% |
Numbers based on CohortBrowser v8 (28 November 2019).
Contains one case with p.[G25Rfs*74];[S74R] phased by allele-specific PCR, one case with p.[G25Rfs*74];[Q367*] phased by Nanopore sequencing and one case with p.[G25Rfs*74];[Y364N] phased by inheritance.
This frequency rises to 1.12% (6/535) if the denominator is recalculated considering only the proband in each family and removing individuals where ethnicity is reported as Black, Asian, Chinese or ‘other’.
Includes unaffected family members.
Haplotype analysis suggests p.G25Rfs*74 is an ancient European founder mutation
Expansions of repetitive stretches of DNA are considered to be one of the more recurrent forms of genetic variation. However, the 10-bp repeat in exon 1 of VWA1 only has two copies in the reference and the expansion to three copies (p.G25Rfs*74) appears to be a relatively stable founder mutation. Of the 89/140 632 expanded (3 × 10 bp) alleles seen in gnomAD v3, all are in a heterozygous state and the majority (58/89) are in individuals with non-Finnish European ancestry. Haplotype analysis performed on the seven homozygous individuals where genome sequence data were available identified a shared haplotype of 220.4 kb that extends mainly in the distal direction. For the most informative SNPs on this haplotype, the alternate alleles (rs114330234-rs78379068-rs76947392-rs188670510-rs144707149; T-T-A-T-T) are observed at 1.2–3.9% in the 1000 Genomes project (Fig. 2). The three compound heterozygous individuals (Families 3, 8 and 10) are also heterozygous for this set of alleles. The small size of this shared ancestral haplotype makes it unlikely that the VWA1 founder mutation is from a recent common ancestor (Speed and Balding, 2015). Further refinement of the founder haplotype showed that for some patients the region extended up to 471.5 kb (Supplementary Table 2). Using a previously described method (Gandolfo et al., 2014), we estimated this mutation to be 311 generations old (95% confidence interval: 107–975; Supplementary Table 3). Assuming an average of 25 years per generation, this equates to 7775 years (Supplementary Table 4). These haplotype data may be useful in prioritizing European neuropathy patients for targeted VWA1 sequencing, for instance rs78379068 is genotyped on Illumina’s Infinium Global Diversity Array. For comparison, we assessed 100KGP data for 10 individuals homozygous for the AAGGG insertion in RFC1, also a known disease-causing repeat expansion and present in Europeans at an allele frequency of ∼0.7% (Cortese et al., 2019). An ancestral haplotype of 58.2 kb was seen across all individuals (Fig. 2), suggesting that this variant is likely to be older than the VWA1 founder mutation.
Families detected via exome sequencing, international collaboration and autozygosity analysis
A further five affected individuals from three independent families were identified (Fig. 1A) by exome sequencing. Similar to Families 1–10, Families 11 and 12 are both small outbred kindreds of European ethnicity where affected individuals harboured the homozygous p.G25Rfs*74 founder variant. In contrast, Family 13 is of Afghan origin and the only family in which consanguinity was documented. Retrospective homozygosity mapping detected a 1.5 Mb region spanning VWA1 (chr1:137825–1646565 GRCh38/hg38) comprising 11 consecutive homozygous SNPs as the joint second highest scoring region (Supplementary Fig. 4 and Supplementary Table 5). The only larger regions detected were on chromosomes 3 and 7. In the proband’s exome, 712 rare (0.5% or less) deleterious variants were identified, of which 80 were called homozygous. Filtering these variants for those in shared autozygous regions identified c.462delC; p.M155Cfs51 in VWA1 as the only candidate variant.
Genetic replication via targeted sequencing
In an attempt to replicate the results obtained from genome/exome sequencing, 1341 DNA samples from two independent cohorts of patients (374 from UK, 967 from Germany) with unsolved neuropathies were tested for the p.G25Rfs*74 founder mutation by screening exon 1 using a Sanger sequencing approach. This yielded three additional diagnoses: (i) an 83-year-old male with suspected non-length dependent hereditary motor neuropathy who harboured the homozygous p.G25Rfs*74 variant; (ii) a 24-year-old female with distal axonal motor neuropathy who was compound heterozygous for p.G25Rfs*74 and p.R293Sfs*58 (Fig. 1A) and (iii) a compound heterozygous individual (p.G25Rfs*74 and p.R32*) who is described elsewhere (Deschauer et al., 2020) and so detailed phenotypic information is not presented.
Phenotype range associated with biallelic VWA1 variants
Clinical data were assembled from 17 affected individuals across 15 independent families, all shown to carry biallelic VWA1 variants (Table 2, Supplementary Table 6 and Supplementary material, case reports). Videos are available for affected probands in Families 1, 3, 8, 10–13 and 15 (Supplementary Videos 1–8) and additional clinical images are shown for the proband from Family 13 (Supplementary Fig. 5). Although there was a wide age range (6–83 years), children made up 35% of this series. Positive family history was reported only in Family 13, while the rest of the cases were sporadic. The common disease presentation in the cohort was an early-onset slowly progressive non-length dependent predominantly axonal motor neuropathy, often with early distal weakness and foot deformities progressing over the years to involve proximal muscle groups.
Table 2.
Clinical feature/demographic | |
---|---|
Number of individuals | n = 17 |
Ethnicity | |
White British | 6 (35%) |
Mixed British | 3 (18%) |
Caucasian non-British | 4 (23%) |
Afghan | 2 (12%) |
Unknown | 2 (12%) |
Gender | 11 males/6 females |
Family history (of NMDs) | 3 (18%) |
Consanguinity | 2 (12%) |
Current age | Median 42 |
Current age <11 years | 6 (35%) |
Age of symptom recognition, years | Mean 2.0 ± 1.4 |
Disease duration | Median 36.5 |
Age at examination | Median 37.5 |
Age of independent walking | Mean 1.6 ± 0.8 (12) |
Slow disease progression | 17 (100%) |
Joint flexion contractures | 9 (53%) |
Spinal deformities (Scoliosis, lumbar hyperlordosis) | 8 (47%) |
Foot deformities | 15 (88%) |
Pes cavus | 11 (65%) |
Talipes equinovarus | 6 (35%) |
Foot surgery | 3 (18%) |
Myalgia | 7 (41%) |
Frequent falls | 6 (35%) |
Forward stood posture | 6 (35%) |
Loss of independent ambulation | 3 (18%) |
Tongue fasciculations or atrophy | 2 (12%) |
Scapular winging | 2 (12%) |
Lower limb weakness | |
Weakness in the proximal muscle groups | 13/16 (81%) |
Weakness in the distal muscle groups | 15/16 (94%) |
Only distal weakness | 3/16 (19%) |
Only proximal weakness | 1/16 (6%) |
Simultaneous proximal and distal weakness | 12/16 (75%) |
Proximal > distal weakness | 5/12 (42%) |
Distal > proximal weakness | 4/12 (33%) |
Proximal = distal weakness | 3/12 (25%) |
Foot drop | 9 (53%) |
Impaired toe walking | 6/13 (46%) |
Lower limb amyotrophy | 10 (59%) |
Upper limb involvement | 11 (65%) |
Upper limb weakness | |
Proximal muscle groups | 10 (59%) |
Distal muscle groups | 8 (47%) |
Impaired sensation | 3/15 (20%) |
Paraesthesia | 3 (18%) |
Hypotonia | 1 (6%) |
Hyporeflexia | 8/16 (50%) |
Myopathic gait | 6 (35%) |
Motor axonal neuropathy on NCS | 15/15 (100%) |
Myogenic changes on EMG | 3/12 (25%) |
Denominator is 17 unless otherwise stated. NCS = nerve conduction studies; NMDs = neuromuscular disorders.
The mean age of symptom recognition was 2.0 ± 1.4 years with tip-toe walking, foot deformities, Achilles tendon contractures, and recurrent hip and patellar dislocations. Independent walking in the cohort was achieved by the mean age of 1.6 ± 0.8 years and it was remarkably delayed in cases with foot deformities such as severe bilateral equinovarus (18%, 3/17). In two independent cases, the foot deformities and tendon contractures were congenital suggesting antenatal onset of the disease. The aforementioned presenting symptoms in the cohort were typically followed by the development of slowly progressive symmetric distal and/or proximal muscle weakness in the lower limbs. In over half of the affected individuals, weakness spread to the upper limbs over time predominantly affecting the proximal muscles.
Most of the cases (75%) were found to have simultaneous proximal and distal lower limb weakness on neurological follow-up. In almost half of those cases, weakness was more pronounced proximally, and one-quarter had equally weak proximal and distal muscle groups, raising the clinical suspicion of non-length dependent motor axonal neuropathy. Weakness was mild in the upper limbs, and ranged from mild to near-complete paralysis in the proximal and distal lower limbs, irrespective of age.
Bilateral foot drop, impaired toe walking, forward posture, and wasting in the lower limbs were frequently observed signs. Of note, bilateral foot deformity was a very frequent feature revealed in almost 90% of the cases (15/17), ranging from pes cavus (65%, 11/17) to talipes equinovarus (35%, 6/17). Less frequent but present in more than half of the cohort were flexion tendon contractures typically involving foot plantar flexion, knee, and hip flexion but in some cases, it was also present in the major joints of the upper limbs. Scoliosis and lumbar hyperlordosis were present in half of the series. One-third of the cases experienced frequent falls but despite the long disease course (median disease duration 36.5 years), only three members of the cohort (twins from Family 12 and index case from Family 6) had lost independent ambulation. Three isolated cases had an abnormal sensory examination and this was supported by neurophysiological evidence in only one of them showing asymmetrical sural nerve involvement (Family 6). Tendon reflexes were diminished in half of the cohort, and muscle tone was largely reported to be normal along with uniformly negative Babinski sign. Two adult cases (Families 1 and 3) had shown mild tongue fasciculations or atrophy.
Based on the presence of proximal muscle weakness in the upper and lower limbs associated with myalgia, myopathic gait, and scapular winging, several cases were suspected to have additional clinical signs suggestive of myopathy. In six affected individuals, creatine kinase levels were elevated (369–1628 IU/l).
The homozygous carriers of p.(G25Rfs*74) largely showed a comparable pattern of neuromuscular and associated symptoms. Cases with compound heterozygous VWA1 variants p.(G25Rfs*74); p.(S74R) and p.(G25Rfs*74); p.(Q367*), both >70 years old, as well as the 24-year-old with p.[G25Rfs*74];[R293Sfs*58] seemed to present with a milder phenotype. Overall, the disease progression was very slow or even static in several cases. Isolated cases reported some clinical worsening after the fifth decade of life.
Available nerve conduction studies typically revealed findings consistent with a motor axonal neuropathy which was often interpreted as suggestive of a distal spinal muscular atrophy/hereditary motor neuropathy. Motor nerve action potentials from the lower limb nerves were reduced or undetectable with uniformly preserved conduction velocities. Sensory studies were overall normal. EMG typically showed chronic neurogenic changes without active denervation (10/12). Three EMG studies were reported to suggest myopathic features, albeit for two of them the formal report was unavailable. Table 3 displays the nerve conduction studies and EMG parameters from the formal reports available.
Table 3.
Family number | Age, years | Median motor |
Ulnar motor |
Peroneal motor |
Tibial motor |
Median sensory |
Ulnar sensory |
Radial sensory |
Sural sensory |
Peroneal sensory |
EMG LL | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Amp mV | CV | Amp mV | CV | Amp mV | CV | Amp mV | CV | Amp µV | CV | Amp µV | CV | Amp µV | CV | Amp µV | CV | Amp µV | CV | |||
F1 | 50 | 6.8 | 55.4 | ND | ND | ND | ND | 0.53 | 38 | 10.2 | 69.3 | 5.2 | 64.7 | ND | ND | 6.7 | 59.6 | + | ||
F4 | 8 | ND | ND | ND | ND | UD | UD | 2.2 | 41 | ND | ND | ND | ND | ND | ND | 8.6 | 50 | 17.7 | 54 | + |
F6 | 40 | 24.5 | 56.8 | ND | ND | UD | UD | ND | ND | ND | ND | ND | ND | 60.1 | 54.9 | 7.30 | 41.7 | 5.2 | 36.6 | × |
F8 | 70 | 7.7 | 59.1 | 7.3 | 62.5 | 3.6 | 54 | 1.1 | 50 | 21 | 57.4 | 10 | 59.9 | ND | ND | 33 | 68.2 | 18 | 47.3 | + |
F11 | 8 | 2.7 | 48 | 4.6 | 55 | 0.5 | 48 | 0.8 | 46 | ND | ND | ND | ND | 23.9 | 54 | 16.3 | 48 | ND | ||
F12a | 57 | 7.1 | 51.6 | 7.2 | 55 | UD | UD | 2.7 | 33.9 | ND | ND | ND | ND | 20.5 | 53.3 | 6.2 | 38.4 | + | ||
F13b | 8 | 5.9 | 49 | 4.6 | 54 | 0.2 | 41 | 2.7 | 47 | 18.2 | 53 | 15.4 | 54 | ND | ND | 7.2 | 66 | 11 | 47 | ++ |
F15 | 24 | ND | ND | 17.3 | 66 | 4.3 | 44 | 13.5 | 48 | ND | ND | 34 | 53 | ND | ND | 19.1 | 43 | ND | ND | + |
Nerve conduction study parameters are those from the right limbs. Amp = amplitude; CV = conduction velocity (m/s); LL = lower limbs; ND = not done; UD = undetectable (no response); + = chronic denervation; × = acute denervation; ++ = early recruitment of short duration polyphasic motor unit action potentials and profound myotonic discharges.
Elder twin.
Proband.
Muscle biopsies were performed in seven cases, of which four were available for review (Fig. 3). In 4/7 of these, clear neurogenic changes were reported. In the other three biopsies there was evidence for myopathic features in addition to findings suggestive of an underlying neurogenic process. Where data were available, immunohistochemical labelling for collagen VI appeared normal.
Muscle MRIs were available in four cases, of which three were available for review. This displayed increased signal intensity or fatty replacement predominantly in the vastus lateralis and anterior compartment of the lower legs on T1-weighted sequences suggesting chronic denervation (Supplementary Fig. 6). In one affected individual a muscle MRI was interpreted as compatible with a myopathic condition; however, the MRI images from this case were not available for review.
Transcripts harbouring founder mutation are partially degraded by nonsense-mediated decay in fibroblasts
The major disease-associated insertion allele results in a frameshift and the introduction of a premature stop signal 74 codons downstream. Mutant transcripts would therefore be predicted to be subject to nonsense-mediated decay. To test this possibility, duplex reverse transcription polymerase chain reaction (RT-PCR) was performed using RNA from dermal fibroblasts obtained from the proband in Family 11. VWA1 transcript levels were reduced compared to two controls. The VWA1/ACTB ratio was partially restored when patient fibroblasts were grown in presence of cycloheximide (Fig. 4A) suggesting that the 10 bp insertion results in transcripts that are partially degraded by nonsense-mediated decay.
No detectable VWA1 protein in patient fibroblasts
Detectable levels of VWA1 were seen in dermal fibroblasts from a healthy control. Although secreted VWA1 was not able to incorporate into ECM (cell layer), it was detectable in the conditioned medium. However, there was no detectable VWA1 in either the conditioned medium or cell layer of the patient’s fibroblast (Fig. 4B). A high level of VWA1 was detected in mouse sciatic nerve extraction. In the primary culture of mouse sciatic nerve, VWA1 was detectable in its cell layer (cytoplasm and ECM) but not in the conditioned medium, indicating the secreted VWA1 was able to deposit as ECM efficiently.
Zebrafish vwa1 model leads to motor neuron malformations
The zebrafish Vwa1 protein shares 64.7% similarity across a 408 amino acid overlap with human VWA1. Zebrafish were successfully injected with gene-specific CRISPR and an antisense morpholino targeting the vwa1 protein-coding transcripts exon 1–2, which contained a blue-emitting fluorescent tag at the 3′ end (Supplementary Fig. 7A). Investigation of the effect of different concentrations of vwa1 MO showed a dose-dependent phenotypic severity indicating the specificity of vwa1 knockdown. The altered splicing had a negative effect on survival rate compared to controls. For both models, the examined groups’ gross morphology was comparable to the control group (Supplementary Fig. 7B).
Phenotypic assessment of the vwa1 crispants/morphants demonstrated a prominent effect on motor neurons including shorter axons and abnormal growth. Aberrant axon structures were observed from Day 3 and there was a significant reduction in spinal motor neuron growth measured through development at Days 2–4 (Fig. 5). It was observed that vwa1 knockdown/knockout caused apparent developmental deformities in developing motor neurons (Supplementary Fig. 8). The examined primary motor neurons showed reduced axonal branching innervating the muscle fibres and aberrant secondary motor neurons with severe defects in the middle and caudal axons of secondary motor neurons with some early truncation of these axons.
The skeletal muscle structure was evaluated in developing somites using phalloidin stain for filamentous actin (F-actin). Control groups displayed densely packed and organized muscle fibres, while the zebrafish vwa1 model revealed sparser fibre arrangement, with the appearance of some disorganized myofibres. Moreover, examination of neuromuscular junctions, by targeting the acetylcholine receptors (AChR) using alpha-bungarotoxin stain, revealed significantly reduced synaptic formation in the skeletal muscles (Supplementary Fig. 9). These results established that vwa1 is required for the proper organization of skeletal muscles and in the formation of neuromuscular junctions.
Additionally, the gross morphological appearance of vwa1 crispants/morphants displayed a different cartilage patterning. Zebrafish vwa1 also appears to be required for jaw joint development and helped pattern the ventral cartilage. The structure and area of the arches Meckel’s and palatoquadrate were irregular in the vwa1 model (Supplementary Fig. 10A). The size of the jaw from the Meckel’s to the interhyal structure was also significantly reduced (Supplementary Fig. 10B).
Finally, locomotor behaviour was assessed in the zebrafish CRISPR vwa1 knockout model. The model exhibited no impact at the first neuronal motor spontaneous movements at 1 day old (Supplementary Fig. 11). However, a consistent trend developed at 5 days old towards: (i) reduced total distance moved over time; (ii) reduced velocity; and (iii) increased frequency of non-movements from centre point when compared to control group (Supplementary Fig. 12A–C).
Discussion
Over the past decade, availability of next-generation sequencing data for large patient cohorts has facilitated the discovery of numerous genes responsible for Mendelian disorders. It is likely that most of the ‘low-hanging fruit’ has been gathered already and in the future, discovery of novel monogenic disease entities will be limited to increasingly rare conditions, to syndromes where the causative variant is non-coding or where complex rearrangements that are difficult to detect with short-read technologies are involved. In this study, using data from the 100KGP, through international collaboration and by targeted sequencing, 17 individuals from 15 families harbouring biallelic variants in VWA1 were identified.
The major disease-associated allele in VWA1 involves an insertion of GGCGCGGAGC at the end of exon 1. According to the global allele frequency in gnomAD v3, the high frequency of this founder mutation (89/140 632) is comparable with other well-known variants seen in related autosomal-recessive conditions (Supplementary Table 7), coming just after the recently described p.A253Qfs*27 in SORD (623/142 588), p.I41T in FIG4 (164/143 266) and p.R954* in SH3TC2 (94/143 270). In European populations, the allele frequency of p.G25Rfs*74 rises to almost 1/1000. The 0.091% (58/63 526) allele frequency reported in gnomAD for non-Finnish Europeans is in line with the 0.087% (188/215 908) in the GeneDx exome database, the 0.094% (112/118 908) seen in the 100KGP project (Supplementary material and Supplementary Table 1) and the 0.102% (82/80 048, all heterozygous) in UK Biobank Exome sequencing data (https://pdgenetics.shinyapps.io/VariantBrowser), consistent with the variant being widespread in Europeans. Given this consistent allele frequency and the support from the WARP mouse model published over 10 years ago (Allen et al., 2009), we were initially surprised that this disease gene had evaded discovery until now. The reasons for this seems to be primarily of a technical nature due to high GC content in VWA1 (Supplementary material). Inefficient capture of this locus is observed in exome sequencing, the methodology most widely used for many clinical diagnostic laboratories, but this is less problematic for whole genome sequencing methods (Supplementary Fig. 13). The p.A253Qfs*27 in SORD was also previously overlooked likely due to technical reasons, although in that case it was likely due to a highly homologous pseudogene (Cortese et al., 2020).
Patient enrolment to the 100KGP spanned >200 different recruitment categories (Turnbull et al., 2018). Hereditary motor neuropathy was not present in this list of available options and the highest number of VWA1-positive cases was instead seen in the CMT group, for an incidence of 0.85% (6/708; Table 1). Revising the dominator to consider only a single affected individual per family and removing individuals of non-Caucasian ethnicity, the incidence rises to 1.12% (6/535). The lower frequency observed in the replication cohort (3/1341) may reflect differences in the ethnic background of the latter cohort (largely of German origin) and the degree to which prior genetic testing had excluded known neuropathy genes.
The uniform coverage afforded by the genome sequence data available for a subset of families allowed us to perform high-resolution analysis of haplotype sharing in individuals. These results confirmed p.G25Rfs*74 to be a founder mutation that may have arisen >7000 years ago. In tandem with the uniform coverage across VWA1, our study highlights the advantages of genome sequencing over exome sequencing approaches.
Historically, the identification of novel autosomal-recessive disease genes has often come from linkage-analysis and genetic co-segregation in large, often consanguineous families. In contrast, the majority of families in the present study are singletons and thus support for pathogenesis is required from different sources. Increasing availability of large standardized clinical genome datasets has meant that novel disease genes can be identified by looking for enrichment of severe biallelic alleles above expectation and for phenotypic similarity between patients harbouring putatively damaging variants in the same candidate gene. For instance, the Deciphering Developmental Disorders (DDD) study identified four novel recessive genes by performing formal statistical assessment across all genes for the likelihood of sampling the observed genotypes and combined this with detailed analysis of Human Phenotype Ontology (HPO) terms (Akawi et al., 2015). Although the VWA1 patients from the 100KGP were identified by a straightforward candidate gene analysis following sharing of preliminary results from Family 11, enrichment of homozygosity above expectation and the phenotypic similarity of patients retrospectively lends support to the p.G25Rfs*74 variant playing a role in pathogenesis. Given the estimated allele frequency in Europeans of <1/1000, the observation of the founder variant in seven homozygous individuals within the 100KGP would be unlikely under the null-hypothesis. Our unbiased analysis across the 100KGP was also significant in terms of the phenotypic similarity seen in the identified patients. The 100KGP recruited across several rare disease areas, of which peripheral neuropathies were just one component (Table 1). It is therefore notable that our systematic analysis did not detect any severe biallelic VWA1 variants in other disease categories.
When a novel disease gene is implicated through a single founder mutation, there is always a concern that there may be an unobserved pathogenic variant on the same haplotype (MacArthur et al., 2014). The coverage uniformity of genome sequencing means unobserved variants are less likely than would be the case through exome sequencing, but still does not 100% rule out that a detected variant has been overlooked. It is therefore reassuring that we identified three other variants predicted to result in premature termination codons. The p.M155Cfs*51 variant lies in the VWFA domain and is supported by co-segregation (Fig. 1A and B). In contrast, p.R293Sfs*58 and p.Q367* lie in the first and second fibronectin type III domains respectively and were identified in single affected individuals. For the latter two variants, even if the truncated protein is stable, 153/423 or 79/423 of the wild-type amino acid sequence would be missing once the 22-amino acid signal sequence is removed (Fig. 1B). Together with the immunoblotting results presented here (Fig. 4B), the absence of homozygous loss of function alleles in gnomAD and the results from the knockout mouse model, where the mutant allele comprised a targeted gene replacement (Allen et al., 2008), these set of variants argues in favour of a loss of function disease mechanism. We note that functional studies would be required to confirm pathogenicity for p.S74R and p.Y364N alleles (Supplementary Table 1) and to support our structural modelling results which suggest both substitutions to be destabilizing.
Like many genomic resources, certain global ethnic categories are under-represented in data from 100KGP and gnomAD. We were therefore interested to note that in the internal CentoMD® database (Trujillano et al., 2017), the reciprocal 10 bp deletion (c.62_71del10) was present at an allele frequency of 71/136 000 (mostly in individuals of Middle Eastern ancestry) and so more common than c.62_71dup10 (26/136 000). Although no biallelic cases were identified, this shorter allele also predicts a premature stop codon (p.G21Afs*12) and so we speculate this may represent a second disease-causing founder mutation at the same locus.
The common clinical denominator in the presented series appears to be an early-onset slowly progressive non-length-dependent hereditary motor neuropathy. Albeit the distal presentation with foot deformities and distal weakness, the progression to the proximal muscle groups, which in some cases is more prominent than distal, raised in many instances the suspicion of non-length dependent neuropathy. Impaired nociception observed in WARP-null mice was not frequently seen in the WARP-deficient individuals from this series. A subset of paediatric cases in our cohort with only distal lower limb weakness, wasting, and foot contractures resembled the typical distal hereditary motor neuropathy type I presentation (Garg et al., 2017). Although, with advancing age, weakness in the present series tended to progress proximally. There was some degree of overlap with spinal muscular atrophy with lower extremity predominance caused by variants in DYNC1H and BICD2. Specifically, the weakness that commenced and remained predominant in the lower limbs affecting the proximal more than distal muscles, character of the tendon contractures, foot and spinal deformities, and forward stood posture (Rossor et al., 2015; Scoto et al., 2015). However, in our series, the upper limbs were involved in more than half of the cases irrespective of the disease severity, unlike spinal muscular atrophy with lower extremity predominance.
Most of the EMG and over half of the muscle histology studies evidenced clear neurogenic changes. Hence, neurogenic muscle changes seem to be common in the VWA1 presentation, and it is likely for the observed myopathic process in a few cases to develop on the background of chronic muscle denervation. Of note, all of the histological features classically attributed to myopathy were abundantly found in the chronically denervated muscles from the poliomyelitis patients (Drachman et al., 1967). It has been shown that myopathic changes may coexist with the classical pattern of denervation atrophy or dominated the biopsy picture. Similar to our study, several cases from DYNC1H and BICD2 gene-positive cohorts revealed myopathic muscle biopsies (Rossor et al., 2015; Scoto et al., 2015).
WARP and collagen VI are co-expressed in the endomysium surrounding muscle fibres. However, WARP-null mice showed that WARP does not have a critical role in stabilizing the ECM localization of collagen VI in muscle as WARP-deficient mice expressed no histological or behavioural evidence of muscle pathology (Allen et al., 2009). Consistent with this, immunostaining muscle biopsies of VWA1 patients for collagen VI appeared normal in our study. Overall, the clinical and functional evidence from this study has shown that WARP deficiency in humans is likely to result in a non-length dependent motor axonal neuropathy. Characterization of further cases with WARP deficiency will improve our understanding of the phenotype range associated with this condition.
Comparative genome analysis has shown that >80% of human genes linked to human monogenic disease have an orthologue in zebrafish (Howe et al., 2013). Together with the short generation time, high levels of fecundity, rapidly developing transparent embryos and ease of manipulation with MO technology, the zebrafish has become a powerful model organism for studying vertebrate developmental biology (Veldman and Lin, 2008). In this study we demonstrated that defective vwa1 leads to subtle changes in motor axonal growth/density at very early stages of development (48–96 hpf) that correspond to the early stages of human neuronal development. Indeed, recent papers highlight the embryonic origin of many neuropathies and this may potentially explain the involvement of VWA1 in the CNS malformations associated with 1p36 deletion syndrome (Shiba et al., 2013). Zebrafish results were also consistent with the mouse model, with its impaired fine motor coordination (Allen et al., 2009) and the relatively mild neuropathy seen in human patients described here. Overall, the defective myofibres’ organization, neuromuscular junctions, secondary motor neuron impairment and reduced larval locomotion may reflect the early vwa1 neuropathy. These observations encompass the specific degeneration of developing motor neurons leading to muscle weakness. The decrease in the area of jaw structures seen in zebrafish, although not a finding observed in patients, is notable given the high expression of WARP in chondrocytes (Fitzgerald et al., 2002).
In summary, we describe a novel autosomal-recessive condition whereby biallelic VWA1 variants lead to a hereditary non-length dependent motor neuropathy. Support for this genotype-phenotype correlation includes experiments using two different model organisms, an excess of homozygous founder alleles and by genetic co-segregation in one large Afghani kindred. Our detailed clinical characterization of the present patient cohort will facilitate targeted testing on suitable patient cohorts and extrapolation from 100KGP suggests this gene may explain up to 1% of unsolved cases of sporadic and hereditary neuropathy in European populations. Reassessment of unsolved exomes using lower QC filters at this locus may yield additional diagnoses.
Supplementary Material
Acknowledgements
We thank all the families involved in this study and Edoardo Giacopuzzi for bioinformatics assistance. We also thank Dr Antonia Clarke and Dr Paul Johns (St George’s Hospital, London) for providing additional clinical and pathological information, Radu Wirth for database analysis and Saskia Seeland, Serjoscha Blick and Waseem Hasan for technical support.
Funding
This work was made possible by support from the Wellcome Trust (203141/Z/16/Z), the NIHR Biomedical Research Centre Oxford, the MRC, Ataxia UK, and through access to the data and findings generated by the 100,000 Genomes Project. The 100,000 Genomes Project is managed by Genomics England Limited (a wholly owned company of the Department of Health and Social Care). The 100,000 Genomes Project is funded by the National Institute for Health Research and NHS England. The Wellcome Trust, Cancer Research UK and the Medical Research Council have also funded research infrastructure. The 100,000 Genomes Project uses data provided by patients and collected by the National Health Service as part of their care and support. Additional support was from the Swedish Research Council (H.T.) and the European Union’s Seventh Framework Programme for research, technological development and demonstration under grant agreement no. 608473 (H.T.). The work in C.G.B’s laboratory is supported by intramural funds from the NIH National Institute of Neurological Disorders and Stroke. The support of the MDUK, the MRC and the Biomedical Research Centres at UCL and UCLH to F.Mu. is also gratefully acknowledged. Other support is from the Deutsche Forschungsgemeinschaft Wi 945/19-1, Wi 945/18-1 and CMMC C18 (B.W.) and CMMC fellowship (M.K.). The zebrafish work was supported by the Sidra Medicine Internal Research Fund (IRF-2019, SDR400034).
Competing interests
F.Mi. is an employee of GeneDx, Inc and C.B. is an employee of Centogene AG.
Glossary
- 100KGP
100K Genomes Project
- ECM
extracellular matrix
Appendix 1
The Genomics England Research Consortium
Full details are provided in the Supplementary material.
John C. Ambrose, Prabhu Arumugam, Emma L. Baple, Marta Bleda, Freya Boardman-Pretty, Jeanne M. Boissiere, Christopher R. Boustred, Helen Brittain, Mark J. Caulfield, Georgia C. Chan, Clare E. H. Craig, Louise C. Daugherty, Anna de Burca, Andrew Devereau, Greg Elgar, Rebecca E. Foulger, Tom Fowler, Pedro Furió-Tarí, Adam Giess, Joanne M. Hackett, Dina Halai, Angela Hamblin, Shirley Henderson, James E. Holman, Tim J. P. Hubbard, Kristina Ibáñez, Rob Jackson, Louise J. Jones, Dalia Kasperaviciute, Melis Kayikci, Athanasios Kousathanas, Lea Lahnstein, Kay Lawson, Sarah E. A. Leigh, Ivonne U. S. Leong, Javier F. Lopez, Fiona Maleady-Crowe, Joanne Mason, Ellen M. McDonagh, Loukas Moutsianas, Michael Mueller, Nirupa Murugaesu, Anna C. Need, Peter O’Donovan, Chris A. Odhams, Andrea Orioli, Christine Patch, Mariana Buongermino Pereira, Daniel Perez-Gil, Dimitris Polychronopoulos, John Pullinger, Tahrima Rahim, Augusto Rendon, Pablo Riesgo-Ferreiro, Tim Rogers, Mina Ryten, Kevin Savage, Kushmita Sawant, Richard H. Scott, Afshan Siddiq, Alexander Sieghart, Damian Smedley, Katherine R. Smith, Samuel C. Smith, Alona Sosinsky, William Spooner, Helen E. Stevens, Alexander Stuckey, Razvan Sultana, Mélanie Tanguy, Ellen R. A. Thomas, Simon R. Thompson, Carolyn Tregidgo, Arianna Tucci, Emma Walsh, Sarah A. Watters, Matthew J. Welland, Eleanor Williams, Katarzyna Witkowska, Suzanne M. Wood, Magdalena Zarowiecki.
Supplementary material
Supplementary material is available at Brain online.
Contributor Information
Genomics England Research Consortium:
John C Ambrose, Prabhu Arumugam, Emma L Baple, Marta Bleda, Freya Boardman-Pretty, Jeanne M Boissiere, Christopher R Boustred, Helen Brittain, Mark J Caulfield, Georgia C Chan, Clare E H Craig, Louise C Daugherty, Anna de Burca, Andrew Devereau, Greg Elgar, Rebecca E Foulger, Tom Fowler, Pedro Furió-Tarí, Adam Giess, Joanne M Hackett, Dina Halai, Angela Hamblin, Shirley Henderson, James E Holman, Tim J P Hubbard, Kristina ibáñez, Rob Jackson, Louise J Jones, Dalia Kasperaviciute, Melis Kayikci, Athanasios Kousathanas, Lea Lahnstein, Kay Lawson, Sarah E A Leigh, Ivonne U S Leong, Javier F Lopez, Fiona Maleady-Crowe, Joanne Mason, Ellen M McDonagh, Loukas Moutsianas, Michael Mueller, Nirupa Murugaesu, Anna C Need, Peter O’Donovan, Chris A Odhams, Andrea Orioli, Christine Patch, Mariana Buongermino Pereira, Daniel Perez-Gil, Dimitris Polychronopoulos, John Pullinger, Tahrima Rahim, Augusto Rendon, Pablo Riesgo-Ferreiro, Tim Rogers, Mina Ryten, Kevin Savage, Kushmita Sawant, Richard H Scott, Afshan Siddiq, Alexander Sieghart, Damian Smedley, Katherine R Smith, Samuel C Smith, Alona Sosinsky, William Spooner, Helen E Stevens, Alexander Stuckey, Razvan Sultana, Mélanie Tanguy, Ellen R A Thomas, Simon R Thompson, Carolyn Tregidgo, Arianna Tucci, Emma Walsh, Sarah A Watters, Matthew J Welland, Eleanor Williams, Katarzyna Witkowska, Suzanne M Wood, and Magdalena Zarowiecki
References
- Akawi N, McRae J, Ansari M, Balasubramanian M, Blyth M, Brady AF, et al. ; the DDD study. Discovery of four recessive developmental disorders using probabilistic genotype and phenotype matching among 4,125 families. Nat Genet 2015; 47: 1363–9. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Allen JM, Brachvogel B, Farlie PG, Fitzgerald J, Bateman JF.. The extracellular matrix protein WARP is a novel component of a distinct subset of basement membranes. Matrix Biol 2008; 27: 295–305. [DOI] [PubMed] [Google Scholar]
- Allen JM, Zamurs L, Brachvogel B, Schlotzer-Schrehardt U, Hansen U, Lamande SR, et al. Mice lacking the extracellular matrix protein WARP develop normally but have compromised peripheral nerve structure and function. J Biol Chem 2009; 284: 12020–30. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Bailey EC, Alrowaished SS, Kilroy EA, Crooks ES, Drinkert DM, Karunasiri CM, et al. NAD+ improves neuromuscular development in a zebrafish model of FKRP-associated dystroglycanopathy. Skelet Muscle 2019; 9: 21. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Basnet RM, Guarienti M, Memo M.. Zebrafish embryo as an in vivo model for behavioral and pharmacological characterization of methylxanthine drugs. Int J Mol Sci 2017; 18: 596. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Basnet RM, Zizioli D, Taweedet S, Finazzi D, Memo M.. Zebrafish larvae as a behavioral model in neuropharmacology. Biomedicines 2019; 7: 23. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Chaudhury S, Lyskov S, Gray JJ.. PyRosetta: a script-based interface for implementing molecular modeling algorithms using Rosetta. Bioinformatics 2010; 26: 689–91. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Cortese A, Simone R, Sullivan R, Vandrovcova J, Tariq H, Yau WY, et al. Biallelic expansion of an intronic repeat in RFC1 is a common cause of late-onset ataxia. Nat Genet 2019; 51: 649–58. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Cortese A, Zhu Y, Rebelo AP, Negri S, Courel S, Abreu L, et al. ; Inherited Neuropathy Consortium. Biallelic mutations in SORD cause a common and potentially treatable hereditary neuropathy with implications for diabetes. Nat Genet 2020; 52: 640. [DOI] [PubMed] [Google Scholar]
- Da'as SI, Yalcin HC, Nasrallah GK, Mohamed IA, Nomikos M, Yacoub MH, et al. Functional characterization of human myosin-binding protein C3 variants associated with hypertrophic cardiomyopathy reveals exon-specific cardiac phenotypes in zebrafish model. J Cell Physiol 2020; 235: 7870–7888. [DOI] [PubMed] [Google Scholar]
- Delbaere S, Van Damme T, Syx D, Symoens S, Coucke P, Willaert A, et al. Hypomorphic zebrafish models mimic the musculoskeletal phenotype of beta4GalT7-deficient Ehlers-Danlos syndrome. Matrix Biol 2019; 89: 59–75. [DOI] [PubMed] [Google Scholar]
- Deschauer M, Hengel H, Rupprich K, Kreiß M, Schlotter-Weigel B, Grimmel M, et al. Bi-allelic truncating mutations in VWA1 cause neuromyopathy. Brain 2020. doi: 10.1093/brain/awaa418. [DOI] [PubMed] [Google Scholar]
- Drachman DB, Murphy SR, Nigam MP, Hills JR.. “Myopathic” changes in chronically denervated muscle. Arch Neurol 1967; 16: 14–24. [DOI] [PubMed] [Google Scholar]
- Ferla MP, Pagnamenta AT, Damerell D, Taylor JC, Marsden BD.. MichelaNglo: sculpting protein views on web pages without coding. Bioinformatics 2020; 36: 3268–70. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Fitzgerald J, Tay Ting S, Bateman JF.. WARP is a new member of the von Willebrand factor a-domain superfamily of extracellular matrix proteins. FEBS Lett 2002; 517: 61–6. [DOI] [PubMed] [Google Scholar]
- Gandolfo LC, Bahlo M, Speed TP.. Dating rare mutations from small samples with dense marker data. Genetics 2014; 197: 1315–27. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Garg N, Park SB, Vucic S, Yiannikas C, Spies J, Howells J, et al. Differentiating lower motor neuron syndromes. J Neurol Neurosurg Psychiatry 2017; 88: 474–83. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Gebuijs IGE, Raterman ST, Metz JR, Swanenberg L, Zethof J, Van den Bos R, et al. Fgf8a mutation affects craniofacial development and skeletal gene expression in zebrafish larvae. Biol Open 2019; 8: bio039834. [DOI] [PMC free article] [PubMed] [Google Scholar]
- GTEx Consortium. Human genomics. The Genotype-Tissue Expression (GTEx) pilot analysis: multitissue gene regulation in humans. Science 2015; 348: 648–60. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Howe K, Clark MD, Torroja CF, Torrance J, Berthelot C, Muffato M, et al. The zebrafish reference genome sequence and its relationship to the human genome. Nature 2013; 496: 498–503. [DOI] [PMC free article] [PubMed] [Google Scholar]
- MacArthur DG, Manolio TA, Dimmock DP, Rehm HL, Shendure J, Abecasis GR, et al. Guidelines for investigating causality of sequence variants in human disease. Nature 2014; 508: 469–76. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Retterer K, Juusola J, Cho MT, Vitazka P, Millan F, Gibellini F, et al. Clinical application of whole-exome sequencing across clinical indications. Genet Med 2016; 18: 696–704. [DOI] [PubMed] [Google Scholar]
- Rossor AM, Oates EC, Salter HK, Liu Y, Murphy SM, Schule R, et al. Phenotypic and molecular insights into spinal muscular atrophy due to mutations in BICD2. Brain 2015; 138: 293–310. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Scoto M, Rossor AM, Harms MB, Cirak S, Calissano M, Robb S, et al. Novel mutations expand the clinical spectrum of DYNC1H1-associated spinal muscular atrophy. Neurology 2015; 84: 668–79. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Shiba N, Daza RA, Shaffer LG, Barkovich AJ, Dobyns WB, Hevner RF.. Neuropathology of brain and spinal malformations in a case of monosomy 1p36. Acta Neuropathol Commun 2013; 1: 45. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Sobreira N, Schiettecatte F, Valle D, Hamosh A.. GeneMatcher: a matching tool for connecting investigators with an interest in the same gene. Hum Mutat 2015; 36: 928–30. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Speed D, Balding DJ.. Relatedness in the post-genomic era: is it still useful? Nat Rev Genet 2015; 16: 33–44. [DOI] [PubMed] [Google Scholar]
- Sufian MS, Amin MR, Kanyo R, Allison WT, Ali DW.. CB1 and CB2 receptors play differential roles in early zebrafish locomotor development. J Exp Biol 2019; 222: jeb206680. [DOI] [PubMed] [Google Scholar]
- Tagliabracci VS, Wiley SE, Guo X, Kinch LN, Durrant E, Wen J, et al. A single kinase generates the majority of the secreted phosphoproteome. Cell 2015; 161: 1619–32. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Trujillano D, Oprea GE, Schmitz Y, Bertoli-Avella AM, Abou Jamra R, Rolfs AA.. comprehensive global genotype-phenotype database for rare diseases. Mol Genet Genomic Med 2017; 5: 66–75. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Turnbull C, Scott RH, Thomas E, Jones L, Murugaesu N, Pretty FB, et al. ; 100 000 Genomes Project. The 100 000 genomes project: bringing whole genome sequencing to the NHS. BMJ 2018; 361: k1687. [DOI] [PubMed] [Google Scholar]
- Turro E, Astle WJ, Megy K, Graf S, Greene D, Shamardina O, et al. ; NIHR BioResource for the 100,000 Genomes Project. Whole-genome sequencing of patients with rare diseases in a national health system. Nature 2020; 583: 96–102. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Veldman MB, Lin S.. Zebrafish as a developmental model organism for pediatric research. Pediatr Res 2008; 64: 470–6. [DOI] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
Information about how to access data from the 100KGP by joining a Genomics England Clinical Interpretation Partnership (GeCIP) is available online (www.genomicsengland.co.uk/join-a-gecip-domain).