Abstract
Objective:
ATP synthase (ATPase) is responsible for the majority of ATP production. Nevertheless, disease phenotypes associated with mutations in ATPase subunits are extremely rare. We aimed at expanding the spectrum of ATPase-related diseases.
Methods:
Whole-exome sequencing in cohorts with 2,962 mitochondrial-disease- and/or dystonia-diagnosed individuals and international collaboration were used to identify deleterious variants in ATPase-encoding genes. Findings were complemented by transcriptional and proteomic profiling of patient fibroblasts. ATPase integrity and activity were assayed using cells and tissues from five patients.
Results:
We present ten total individuals with biallelic or de-novo monoallelic variants in nuclear ATPase subunit genes. Three unrelated patients showed the same homozygous missense ATP5F1E mutation (including one published case). An intronic splice-disrupting alteration in compound heterozygosity with a nonsense variant in ATP5PO was found in one patient. Three patients had de-novo heterozygous missense variants in ATP5F1A, whereas another three were heterozygous for ATP5MC3 de-novo missense changes. Bioinformatics methods and populational data supported the variants` pathogenicity. Immunohistochemistry, proteomics, and/or immunoblotting revealed significantly reduced ATPase amounts in association to ATP5F1E and ATP5PO mutations. Diminished activity and/or defective assembly of ATPase was demonstrated by enzymatic assays and/or immunoblotting in cells bearing ATP5F1A-p.Arg207His, ATP5MC3-p.Gly79Val, and ATP5MC3-p.Asn106Lys. The associated clinical profiles were heterogeneous, ranging from hypotonia with spontaneous resolution (1/10) to epilepsy with early death (1/10) or variable persistent abnormalities including movement disorders, developmental delay, intellectual disability, hyperlactatemia, and other neurologic and systemic features. Although potentially reflecting an ascertainment bias, dystonia was common (7/10).
Interpretation:
Our results establish evidence for a previously unrecognized role of ATPase nuclear-gene defects in phenotypes characterized by neurodevelopmental and neurodegenerative features.
Introduction
The primary means of producing ATP for eukaryotic cells is oxidative phosphorylation (OXPHOS), which takes place in mitochondria1. OXPHOS is carried out by five multi-subunit complexes, four of which (respiratory chain complexes I-IV) work in concert to create a transmembrane electrochemical ion gradient1. The fifth complex, ATP synthase (ATPase), also known as FO/F1-ATPase or complex V, uses the electrochemical energy provided by the respiratory chain to synthesize ATP from ADP2. Encoded by 17 nuclear and 2 mitochondrial genes3, ATPase is composed of two distinct, but physically linked components: the FO part is a membrane-embedded ion-translocating channel and contains 12 subunits (a-g, i, k, F6, OSCP, and A6L) while F1 (containing subunits α3β3γδε) is the catalytic core where ATP generation occurs (Figure 1)4. Despite the essential function of ATPase, mutational defects of its subunit genes have rarely been implicated in human disorders5, 6. Most cases of ATPase-related disease have been attributed to variants in the mitochondrial gene-encoded subunits a (MT-ATP6) and A6L (MT-ATP8), causing a spectrum of conditions including neurogenic-muscle-weakness, ataxia, and retinitis-pigmentosa (NARP) syndrome, familial bilateral striatal necrosis, Leigh syndrome, and neuropathy-cardiomyopathy phenotypes (MIM:516060/516070)6, 7. By contrast, only ten families with disease-associated mutations in nuclear genes coding for ATPase subunits have been described6, 8. In 2010, our group reported a specific ATP5F1E homozygous variant in a single patient with neuropathy, intellectual disability, and ataxia (MIM:614053)9, but this association has not been firmly established. Autosomal-recessively inherited mutations were subsequently identified in ATP5F1A in two families with lethal infantile encephalopathy (MIM:615228/616045)10, 11; in ATP5F1D in two families with metabolic encephalopathic crises (MIM:618120)12; and in ATP5MK in three families with Leigh syndrome (MIM:615204)13. Very recently, our group has contributed to the delineation of a movement-disorder syndrome caused by an autosomal-dominant recurrent variant in ATP5MC38; two independent families have been reported, including one with a single affected patient who was also part of the present study cohort. However, no biochemical cellular phenotype has yet been defined for this latter individual, leaving the patient`s characterization incomplete in the previous publication8. Moreover, since only one mutant genotype has been documented, additional clinical and molcular observations remain necessary to confirm ATP5MC3 as a Mendelian-disease locus.
Herein, through multi-center collaboration and community data-sharing, we gathered a series of ten nonrelated patients harboring either biallelic or de-novo monoallelic variants in four distinct nuclear-DNA-encoded ATPase subunits. We provide functional and in-silico evidence to support the causative nature of homozygous variants in ATP5F1E (3 cases), compound-heterozygous variants in ATP5PO (1 case), and heterozygous variants in ATP5F1A and ATP5MC3 (3 cases each). The observed phenotypes establish a range of neurodevelopmental and neurodegenerative symptoms in association to ATPase deleterious variation, including prominent movement-disorder/dystonia manifestations. By including two previously published patients (with extended data), we are able to provide prevalence estimates for ATPase-related disorders in large mitochondrial-disease and dystonia cohorts and characterize pheno-genotypically a broad set of affected families. Our analysis identifies de-novo mutational events as a more generalizable mechanism in mitochondrial-disease genetics and begins to describe a relationship between the extent of ATPase dysfunction and clinical severity.
Subjects and Methods
Patient ascertainment
Two large patient collections were used as the cohorts for initial analysis in this study. The first cohort comprised 1,950 whole-exome-sequenced individuals with suspected mitochondrial defect syndromes, for whom data had been collected in the frame of our research program GENOMIT14. The second cohort included 1,012 dystonia-affected patients with whole-exome sequencing (WES) data (Munich, Germany)15. Patients in both cohorts had been recruited via European collaborative networks with previously described enrollment criteria14, 15. Patients 1, 2, 4, 5, and 9 were found in the GENOMIT database; patients 6 and 8 were identified from the dystonia cohort. Communications between collaborators and GeneMatcher postings16 facilitated the identification of additional cases. These subjects were enrolled in the following centers investigating the causes of rare neurologic diseases: Diskapi-Yildirim-Beyazit-Hospital of Ankara (Turkey; patient 3); Phoenix Childrenˋs Hospital and Broad Center for Mendelian Genomics (USA; patient 7); and University-Hospital-Center (CHU) of Tours (France; patient 10). All patients presented in this work had unremarkable standard genetic screenings as part of local clinical assessments; metabolic studies documented elevated lactate levels for seven cases and abnormal organic acids for three. Phenotype data collection involved a detailed review of medical histories, routine diagnostic findings, and current neurologic examinations. Written informed consent was obtained from all study participants or their legal caretakers according to institutional ethics committeesˋ policies.
Variant prioritization
In the initial analysis, WES data from participants of the GENOMIT and dystonia studies were searched for potentially deleterious variants in ATPase subunit genes (as summarized by He et al.3), excepting the well-established mitochondrially encoded disease genes MT-ATP6 and MT-ATP8. Variants in the set of 17 genes were prioritized on the basis of their effect on amino-acid sequence, frequency within general population databases (gnomAD, internal exomes) using thresholds of 0.01% for autosomal-dominant/X-linked variants and 0.5% for autosomal-recessive variants, position in a conserved genomic interval, in-silico deleteriousness predictions, and described pathological impact. Priority was given to rare, non-synonymous and splice-region variants fitting a recessive (homozygous or compound heterozygous) or a de-novo dominant model. Discoveries were shared with collaborating researchers who independently determined candidate variants in ATP5F1E, ATP5F1A, and ATP5MC3 following their in-house pipelines.
Whole-exome and Sanger sequencing
Ten patients with ATPase variants had undergone WES according to previously reported methodologies14, 15, 17-19. Briefly, target enrichment for 2,962 affected individuals in the GENOMIT and dystonia studies was performed with Agilent SureSelect equipment at Helmholtz-Center-Munich (Munich, Germany; >90% of samples) and four other institutions connected to these research initiatives. Library DNA was sequenced on Illumina high-throughput systems in 100-bp paired-end mode. Samples achieved an average depth-of-coverage of ≥50x. Reads were aligned to human genome-build GRCh37/hg19 and assessed for sequence alterations using a custom-made bioinformatics tool14, 15. For patients 3, 7, and 10, identified by communication with additional laboratories, WES was carried out with target-enrichment designs according to manufacturersˋ specifications17-19.Sequencing and downstream analyses were performed using published platforms and pipelines17-19. All prioritized variants were verified by Sanger sequencing.
In-silico analysis
ATPase-protein sequences were obtained from Uniprot20 and Clustal-Omega21 was employed to assess conservation of amino-acids across species. Missense-variant pathogenicity prediction was done with SIFT, PolyPhen2, and CADD22-24. The PDB25 macromolecule 6ZQM, containing bovine ATPase crystal structures with strong identity to human ATPase (>95%), was used for modeling analyses; proteins were visualized with PyMol (Schrödinger).
Cell culture
Skin-derived fibroblasts of patients 2, 4, 8, and 10 were cultured as described previously26, 27. Skin fibroblasts from healthy donors and a KARS-mutated individual were used as control lines.
Fluorescence staining of fibroblasts
Fibroblasts of patient 2 and six controls were fixated over night in a 4% formaldehyde solution at 4°C9, 26. Samples were washed with PBS-T (phosphate buffered saline with 0.5% Tween-20). Antigen retrieval was performed in 1mM EDTA, 0.05% Tween-20, pH 8 for 40 minutes at 95°C. Samples were allowed to cool down to room temperature (RT) for 20 minutes. After additional washes with PBS-T, the following antibody dilutions were used: VDAC1 (1:400), NDUFS4 (1:100), SDHA (1:400), UQCRC2 (1:400), MT-CO1 (1:100), and ATP5F1A (1:400). Primary antibodies were diluted in DAKO antibody diluent and slides were incubated for 1 hour at RT. Samples were washed with PBS-T and incubated with anti-mouse Alexa Fluor-488 (1:500) and anti-rabbit Alexa Fluor-594 (1:1000) in PBS-T for 1 hour at RT. Slides were washed with PBS-T and incubated 10 minutes with DAPI 1:2000 in PBS-T. Samples were washed twice in ddH2O and mounted in Fluorescence Mounting Media (DAKO).
Fluorescence staining of blood smears
Blood smears of patient 2 and two controls were air-dried at RT. Slides were fixated over night in a 4% formaldehyde solution at 4°C. Samples were washed with PBS-T. Antigen retrieval was performed in 1mM EDTA, 0.05% Tween-20, pH8 for 20 minutes at 95°C. Samples were allowed to cool down to RT for 20 minutes and washed with PBS-T. Anti-ATP5F1A (1:400) and anti-VDAC1 (1:400) were diluted in DAKO antibody diluent and slides were incubated for 1 hour at RT. Samples were washed with PBS-T and incubated with anti-mouse Alexa Fluor-488 (1:500) and anti-rabbit Alexa Fluor-594 (1:1000) in PBS-T for 1 hour at RT. Slides were washed with PBS-T and incubated 10 minutes with DAPI 1:2000 in PBS-T. Samples were washed twice in ddH2O and mounted in Fluorescence Mounting Media (DAKO).
Oxygen consumption rate (OCR) measurement
OCR was assessed in fibroblasts of patient 2 and 8 and two controls with a XF96 Extracellular Flux Analyzer (Seahorse, Agilent). Sample preparation was performed as previously described and reaction runs were undertaken using established conditions26. Recordings were also performed with the addition of carbonyl cyanide 4-(trifluoromethoxy) phenylhydrazone (FCCP)26.
RNA-seq
Fibroblasts of patient 4 were subjected to strand-specific, polyA-enriched RNA-seq according to published protocols28. Following RNA-integrity assessment (BioAnalyzer), libraries were prepared as described in the TruSeq Stranded mRNA Sample Prep Guide (Illumina) and sequenced as 100-bp paired-end runs on a NovaSeq6000. Reads were mapped to GRCh37/hg19 using STAR-aligner. ATP5PO mRNA levels were assessed by comparing FPKM values in a cohort of 317 samples. Aberrant splicing events were manually inspected using the Integrative Genomics Viewer.
Quantitative proteomics
Quantitative tandem mass tag (TMT) proteomics on fibroblast material from patient 4 was performed using previously described sample preparation and data-analysis methods29, 30. Patient fibroblasts were analyzed in a TMT-batch of 8 cell lines. Identification of expression outliers was computed by comparing one sample against all others in a moderated T-test approach using the R/Bioconductor package limma31.
Blue native gel electrophoresis (BN-PAGE)
Fibroblasts of patients 4 and 10 as well as ten controls were harvested with TrypLE™ Select (gibco/life technologies) and washed twice with ice-cold PBS26. For mitoplast fraction, cell pellets were treated with 2mg/ml digitonin in PBS for 10 minutes on ice. Mitoplast fractions were pelleted and washed twice with PBS. OXPHOS enzymes were isolated by treatment with 2% n-dodecyl-β-maltoside supplemented with 10μl/ml protease inhibitor cocktail and 1mM PMSF (Sigma Aldrich) for 10 minutes on ice and subsequent centrifugation. For BN-PAGE, protein extracts were separated on 3-18% gradient gels. Protein bands were transferred onto PVDF membranes using a Trans-Blot® SD semi-dry transfer cell (Bio-Rad). Membranes were decorated with antibodies against the following mitochondrial proteins: anti-ATP5F1A; anti-NDUFS3; anti-ATP5F1B; and anti-SDHA.
Enzyme activity assays
OXPHOS enzyme and citrate synthase activities in muscle tissue (patient 5) or fibroblasts (patients 8 and 10) were assessed spectrophotometrically using standard procedures26, 27, 32. Thirty-seven and 100 internal control samples were used in the experiments with muscle and fibroblasts, respectively. The mitochondrial fraction of muscle crude homogenates26 or fibroblast cultures27, 32 was subjected to activity measurements.
Results
Analysis of 2,962 GENOMIT and dystonia study exomes14, 15 in combination with gene matching16 led to identification of ten independent individuals bearing novel or rare, probably deleterious variants in ATPase genes as the most plausible candidates; the affected subunits within the ATPase complex are illustrated in Figure 1. We observed a recurrent homozygous variant in ATP5F1E, two compound-heterozygous variants in ATP5PO, and six different de-novo variants in ATP5F1E and ATP5MC3 (Table 1). There was phenotypic heterogeneity in the patients, with a range of features encompassing early-onset dystonia, spasticity, ataxia, metabolic disturbances with lactic acidosis, seizures, neuropathic signs, and neurodevelopmental impairment of varying degree. Supplementary Table 1 summarizes the clinical findings of each subject; long-term follow-up is provided for patient 1, who was previously published in a single-case study9; patient 8 has been part of a very recent targeted assessment of a certain recurrent ATP5MC3 variant8, but no functional studies of this individualˋs primary cells have been published before.
Table 1.
Patient | Gene; Encoded protein |
RefSeq annotations |
Variants(s) (cDNA, protein) |
Zygosity |
In-silico pathogenicity predictions (CADD; PolyPhen2; SIFT) |
ACMG classification (pathogenic/likely pathogenic) |
---|---|---|---|---|---|---|
1 | ATP5F1E; ATP synthase subunit epsilon, mitochondrial | NM_006886.4; NP_008817.1 | c.35A>G, p.Tyr12Cys | homozygous | 26.1; 1.0 (probably damaging); 0 | PS3, PS4_moderate, PM2, PP3 |
2 | c.35A>G, p.Tyr12Cys | homozygous | 26.1; 1.0 (probably damaging); 0 | PS3, PS4_moderate, PM2, PP3 | ||
3 | c.35A>G, p.Tyr12Cys | homozygous | 26.1; 1.0 (probably damaging); 0 | PS3, PS4_moderate, PM2, PP3 | ||
4 | ATP5PO; ATP synthase subunit O, mitochondrial | NM_001697.3; NP_001688.1 | c.34C>T, p.Gln12*; c.329-20A>G | compound heterozygous | c.34C>T: 36; N/A; 0.97; c.329-20A>G: 2.323; N/A; N/A | PS3, PM2 |
5 | ATP5F1A; ATP synthase subunit alpha, mitochondrial | NM_004046.6; NP_004037.1 | c.620G>A, p.Arg207His | heterozygous, de novo | 35; 0.999 (probably damaging); 0.01 | PS2, PS3, PM2, PP3 |
6 | c.545G>A, p.Arg182Gln | heterozygous, de novo | 34; 0.692 (possibly damaging); 0.01 | PS2, PM2, PP3 | ||
7 | c.1037C>T, p.Ser346Phe | heterozygous, de novo | 32; 1.0 (probably damaging); 0 | PS2, PM2, PP3 | ||
8 | ATP5MC3; ATP synthase F(0) complex subunit C3, mitochondrial | NM_001689.5; NP_001680.1 | c.318C>G, p.Asn106Lys | heterozygous, de novo | 26.1; 1.0 (probably damaging); 0 | PS2, PS3, PS4_moderate, PM2, PP3 |
9 | c.319C>G, p.Pro107Ala | heterozygous, de novo | 24.1; 0.931 (probably damaging); 0 | PM2, PM6, PP2, PP3 | ||
10 | c.236G>T, p.Gly79Val | heterozygous, de novo | 34; 0.907 (possibly damaging); 0 | PS2, PS3, PM2, PP3 |
ATP5F1E
Three individuals (patients 1-3) with biallelic variants in ATP5F1E were identified (Figure 2a). In these patients, the same homozygous c.35A>G (p.Tyr12Cys) missense variant was found, whereas their unaffected parents were heterozygous for the mutation. The variant, unobserved in controls, was previously shown by us to result in ATPase deficiency with diminished OXPHOS capacity in patient 1ˋs cells9. In support of these findings, fluorescence staining of OXPHOS proteins in fibroblasts from patient 2 revealed markedly decreased amounts of the ATPase marker ATP5F1A relative to controls (Figure 2b). Additionally, a staining assay to detect ATPase components in blood smears showed that ATP5F1A levels were not detectable in patient 2ˋs leukocytes and thrombocytes (Figure 2c). The OCR of patient 2 was significantly reduced relative to a control individual (Figure 2d). In assessments of patient 1`s long-term clinical outcome (11 year-period since original description, 33 years old), we observed a non-progressive disease course with intellectual disability, ataxia, and axonal-demyelinating polyneuropathy; she had developed gait impairment with limb dystonia. Episodes of infection-triggered metabolic deterioration, observed in her first years of life9, had resolved. Patient 2, a 16-month-old infant, presented after birth with vomiting, severe respiratory distress, seizures, and impaired consciousness associated with lactic acidosis. Metabolic abnormalities improved spontaneously, but she experienced development delay and progressively developed generalized dystonia with poor response to trialed medications; she also had visual and hearing deficits. Patient 3, a 13-year-old girl, was evaluated for intellectual disability, gait ataxia, and peripheral neuropathy. During infancy, she manifested lactic acidosis with transient respiratory failure, developmental delay, and episodes of generalized tonic-clonic seizures.
ATP5PO
One individual (patient 4) was found to have biallelic, compound-heterozygous variants in ATP5PO: a maternally inherited c.34C>T (p.Gln12*) nonsense variant; and a paternally inherited extended splice-site mutation, c.329-20A>G (Figure 3a). The c.34C>T variant was listed four times in gnomAD in the heterozygous state, whereas c.329-20A>G was absent from available control databases. RNA-seq performed on patient fibroblasts showed that c.329-20A>G led to skipping of exon 5 and exons 4 plus 5, indicating that this variant was a loss-of-function allele associated with abnormal gene splicing and reduced ATP5PO mRNA levels (Figure 3a and 3b). To gain insight into the molecular consequences of the variants, quantitative proteomic analysis of fibroblasts from the patient relative to independent control samples was performed. We observed significant underexpression of ATP5PO and four other ATPase subunits in the patient’s cell line (Figure 3c), in addition to a pathologically low overall abundance of ATPase (50%) in this subject (Figure 3d). BN-PAGE analysis confirmed these results, demonstrating defective ATPase assembly, while OXPHOS complex I was not altered (Figure 3e). The phenotype of this patient, a 6-year-old girl (Figure 3f), was suggestive of a mitochondrial disease: she presented during the neonatal period with fever-induced partial seizures, hypotonia, and elevated CSF lactate concentrations; examination at 2 years of age revealed acquired microcephaly, global developmental delay, and dystonia. MRI studies documented progressive brain atrophy (Figure 3g-j). Following a period of initial stabilization, she developed seizure deterioration and died after several episodes with super-refractory status epilepticus at the age of 6 years.
ATP5F1A
Three individuals (patients 5-7) were identified as each having a de-novo monoallelic missense variant in ATP5F1A (Figure 4a and 4b). The first individual (patient 5) was a 14-year-old girl who carried the variant c.620G>A (p.Arg207His). She presented during the first few months of life with developmental delay, failure-to-thrive, and lactic acidosis; subsequently, she recovered and had no persistent neurologic phenotype. The second individual (patient 6), a 17-year-old boy, harbored a c.545G>A (p.Arg182Gln) variant. He demonstrated psychomotor delay, intellectual disability, ataxia, spastic paraparesis, and dystonia. The last individual (patient 7), a 12-year-old girl, was diagnosed with cerebral palsy18 and found to be heterozygous for c.1037C>T (p.Ser346Phe); she had psychomotor retardation, spastic tetraparesis, generalized dystonia, absent speech, swallowing problems, and increased blood lactate concentrations18. None of the observed variants were present in gnomAD or in-house control databases and in-silico prediction of the variants suggested their likely deleterious nature (Table 1). All affected amino acids exhibited a high degree of phylogenetic conservation, implying that these residues would react sensitively if altered (Figure 4c). Additionally, gnomAD indicated a selection against coding variation in ATP5F1A (missense-z and pLI scores of 2.44 and 1.0, respectively)33. Three-dimensional modeling of the mutated residues allowed us to predict the spatial distribution of the variants relative to functionally relevant sites; the variants mapped to loop regions and complex structures stabilized by multiple invariant residues close to the alpha/beta intersubunit contact area, compatible with a potential impact on protein multimerization and/or overall functionality of the ATPase complex (Figure 4d). These predictions were validated by enzymatic investigations of muscle tissue from one individual (patient 5), showing a relevant decrease in ATPase activity (Figure 4e).
ATP5MC3
De-novo monoallelic ATP5MC3 missense variants were prioritized in three individuals (patients 8-10) (Figure 5a and 5b). The first individual (patient 8), heterozygous for c.318C>G (p.Asn106Lys), was a previously reported8 12-year-old boy who manifested isolated upper-limb dystonia. A c.319C>G (p.Pro107Ala) variant was found in the second individual (patient 9); this 15-year-old girl had a history of milestone delay, pyramidal signs, and generalized dystonia with prominent upper-body involvement. The third individual (patient 10) had the variant c.236G>T (p.Gly79Val); this 6-year-old boy displayed delayed psychomotor development, lower-extremity spasticity, and elevated blood lactate levels. The de-novo variants were not reported in either gnomAD or local control-exome databases. In-silico prediction programs consistently indicated that each variant would likely be deleterious (Table 1). Although statistical models do not place ATP5MC3 among the genes with highest mutational constraint33, the observed positions of the variants appeared to be nonrandom. All substitutions affected stringently conserved amino-acid residues located in close proximity within the carboxy-terminal helical motifs of the protein (Figure 5c); two variants occurred at directly neighboring nucleotides. From three-dimensional analyses, we observed that p.Gly79Val was positioned at an interhelical contact side, while the other modeled variants were situated in immediate vicinity of a loop structure essentially involved in the interaction between the FO and F1 subcomplexes (Figure 5d). Additional molecular features of c.318C>G (p.Asn106Lys), identified in patient 8 and in an independent pedigree with 18 of 40 related members affected by dystonia and/or spasticity, have been described recently8. All prioritized substitutions were expected to interfere with normal ATPase structure and/or function (Figure 5d). In line with this conjecture, enzyme assays performed on patient 10`s fibroblasts identified a deficient ATPase activity (Figure 5e); this enzymatic defect was associated with a moderate decrease in assembled ATPase, as demonstrated by BN-PAGE (Figure 5f). Extending our previous characterization of patient 88, we also studied this individual`s newly established fibroblast cultures and found that c.318C>G (p.Asn106Lys) produced a slight, but significant decrease in ATPase activity in this subject (Figure 5e). Additionally, patient 8’s OCR was reduced (Supplementary Figure 1).
Discussion
Mutational lesions of nuclear genes coding for ATPase have been understudied, leading us to hypothesize that additional variation involving these loci might be etiologically related to clinical phenotypes. We tested this hypothesis by analyzing WES-derived rare-variant collections of patients with suspected mitochondrial disorders or dystonia, resulting in the prioritization of alleles with strong evidence for disease causality in ATP5F1E, ATP5PO, ATP5F1A, and ATP5MC3. Independent support for these discoveries was generated through international collaborations facilitated by GeneMatcher, which led to the identification of additional cases with likely disease-relevant variants in three of these genes. Our investigation provides a rare insight into the genetic and clinical spectrum of underrecognized ATPase-related neurologic conditions. Moreover, the study represents a unique cohort-based analysis, also implementing the interrogation of a large set of parent-affected child trio sequencing data (15% of the 2,962 index presentations in the initial-analysis cohorts).
First, we were able to replicate ATP5F1E as a recessive disease gene in three unrelated patients, all of whom shared an identical homozygous variant. Using immunohistochemical staining in different cell types, we confirmed previous results showing marked reduction of intact ATPase complex in association to the ATP5F1E recurrent mutation9. Second, we identified and functionally validated compound-heterozygous variants in ATP5PO, a gene not previously implicated in monogenic disease. We employed RNA-seq, proteomics, and immunoblotting approaches based on the patient’s fibroblasts to demonstrate that the variants were loss-of-function alterations resulting in diminished amounts of ATPase. Third, our study allowed us to define an unexpected role for de-novo dominant mutations at two loci: ATP5F1A, which has only been linked to recessive conditions until now10, 11; and ATP5MC3, for which a disease association has yet been based on the identification of only a single mutant genotype8. An array of bioinformatics, populational, and experimental data supported our contention that the observed de-novo variants were causative for the phenotypes: (i) the mutated amino-acid sites were invariant across species; (ii) the variants were present neither in gnomAD nor in any other available control database; (iii) in-silico tools based on protein sequence and amino-acid structure predicted pathogenicity; (iv) molecular modeling analyses suggested detrimental effects for each variant; and (v) findings from enzymatic studies performed in fibroblasts from cases with ATP5F1A (c.620G>A), ATP5MC3 (c.236G>T), and ATP5MC3 (c.318C>G) were consistent with ATPase defects. Although we could not be certain about the disease-causing character of each de-novo change that we found, we noted that all these variants met criteria for classification as likely pathogenic/pathogenic according to American College of Medical Genetics & Genomics (ACMG) guidelines (Table 1)34. Since ACMG classifications should be treated with caution in the context of new gene-phenotype associations34, we stress that some de-novo variants lack a clear proof of pathogenicity. Nevertheless, in support of the variants’ disease-relevance, two of the identified ATP5F1A alleles turned out to be recurrent among human disease-subjects: c.620G>A was found to be listed as an independent de-novo hit in association with lactic acidosis in ClinVar (accession VCV000432972.3)35, whereas c.545G>A was seen as two separate occurrences in a published catalogue of candidate neurodevelopmental disorder-associated de-novo variants36. Additionally, based on the recurrence of c.318C>G found in one individual from our herein studied dystonia cohort (referred to here as patient 8; and as “proband/family-2” in Neilson et al.8) and in an independent multigenerational pedigree, ATP5MC3 has already been suggested as a candidate gene for autosomal-dominant phenotypes8. In the independent pedigree8, c.318C>G was detected among 18 individuals with variable dystonia-spasticity presentations, two of whom were demonstrated to exhibit mild cellular ATPase defects. These examples of variant recurrence provide strong arguments in favor of the implication of ATP5F1A and ATP5MC3 in our patients` phenotypes. At the same time, with the identification of non-recurrent de-novo hits, especially c.236G>T for which functional data are provided, our present study enlarges the spectrum of disease-associated genotypes for ATP5MC3 and consolidates its link to disease.
In our populations of individuals with suspected mitochondriopathies and dystonia, we estimate the frequencies of phenotypes related to mutations in nuclear ATPase-encoding genes at 0.3% (5/1,950) and 0.2% (2/1,012), respectively; this information may prove useful for the design of future genetic testing and clinical trial approaches.
The core function of ATPase is synthesizing the main bulk of cytosolic ATP2. ATP demands vary between developmental stages and tissues4. An especially tight regulation of ATP production is required within the central nervous system, as evidenced by the vulnerability of this organ in diverse mitochondrial dysfunction syndromes37. Complete loss of human ATPase is likely incompatible with life4; changes in the abundance of ATPase or its functionality, however, have been shown to result in clinical disease6, 7. In model organisms, both loss- and gain-of-function point mutations affecting ATPase subunits have been associated with cellular pathology38. Although the molecular consequences of the herein reported variants remain to be further elucidated, we speculate that differences in (residual) ATPase activities may account for the phenotypic variability observed in our series. The majority of patients had movement disorders (8/10) and neurodevelopmental abnormalities (9/10) including developmental delay and varying levels of intellectual disability. Consistent with impairments of the OXPHOS system5, lactate concentrations were elevated in blood and/or CSF of seven patients. Four patients exhibited pyramidal signs or spasticity. Of the patients with available brain MRIs (9/10), one demonstrated global atropy (ATP5PO) and three had (mostly unspecific) signal alterations (ATP5F1E and ATP5F1A); images were nondiagnostic in most cases with dystonia-predominant phenotypes (patients 2, 6, 7, 8, and 9) and observed abnormalities showed no consistent phenotype. Disease severity was remarkably heterogeneous. The severest course was evident in patient 4 with ATP5PO mutations, who presented with intractable epilepsy, neurodegeneration, and early death. Based on our functional studies, it is likely that patient 4 suffered from profound ATPase impairments leading to rapid clinical decline. Neonatal life-threatening metabolic deterioration, medication-refractory movement abnormalities, and respiratory failure were presented by individuals with the ATP5F1E mutation, although stabilized disease courses were observed at an older age; the severe findings for pediatric individuals may also relate to profoundly disrupted ATPase functions, as indicated by our cellular investigations. Comparatively milder manifestations were seen in association to ATP5F1A and ATP5MC3 variants, ranging from metabolic abnormalities with spontaneous resolution to extrapyramidal/pyramidal signs with variable neurodevelopmental comorbidity. When analyzing our ATP5MC3-mutated subjects together with available data from the multigenerational family reported by Neilson et al. (15 individuals with clinical information)8, features of the ATP5MC3-associated condition include dystonia (12/18), spasticity/pyramidal signs (17/18), and developmental delay/intellectual disability (2/18). Dystonia-predominant syndromes were documented in 10 individuals (patients 8 and 9; eight subjects from the multigenerational family8). Notably, our description of the previously unreported patients 9 and 10 confirms the manifestation of spastic symptoms in independent families with ATP5MC3 variants, and newly introduces the expression of neurodevelopmental comorbidity. Our study thus allows to define a relevant degree of phenotypic differences between unrelated ATP5MC3-mutated families. The mechanisms through which ATP5F1A and ATP5MC3 variants cause disease remain incompletely understood. Dominant-negative effects could well be possible, as supported by the observation of mild-to-moderate ATPase assembly and/or enzyme-activity defects in several patient lines. Notably, our experiments performed for patients 8 and 10 revealed that ATP5MC3 c.236G>T, associated with a more severe neurodevelopmental disease-spasticity presentation, produced a significantly greater ATPase enzyme deficit than ATP5MC3 c.318C>G, associated with isolated dystonia. However, further studies are required before genotype-phenotype correlations can be clearly postulated. Dystonia – including isolated (1/10) and complex (6/10) dystonia - was a cardinal symptom in our series, although an ascertainment bias introduced by the interrogation of a large dystonic cohort may have contributed to this predominance. Non-neurologic abnormalities involving the heart, kidney, and liver were also observed in our series, and such features may be more prominent when screening other patient cohorts for ATPase defects. We also emphasize that a considerable subset of mitochondriopathy-related genes has already been associated with dystonia and other movement disorders39, highlighting that such presentations should not be considered pathognomonic for ATPase-related diseases.
The observed occurrence of both biallelic10, 11 and de-novo monoallelic mutations in one of the herein described disease genes, ATP5F1A, is intriguing. In the group of mitochondrial disorders, different inheritance characteristics of causative variants within the same gene have rarely been reported5, 37. Moreover, most monogenic forms of mitochondrial disease elucidated to date have been associated with autosomal-recessive patterns of inheritance5, 37. It remains to be seen whether de-novo mutations and/or dual modes of variant inheritance represent broader characteristics of disease causation in mitochondrial disorders. We anticipate that de-novo variants in mitochondrial disorders are likely underdiagnosed given that larger-scale sequencing studies in the field have not systematically used trio analysis designs39.
In summary, we describe a series of ten individuals with likely disease-causing variants in different subunits of mitochondrial ATPase and provide evidence that mutations of this complex can act through either a biallelic or monoallelic mechanism. The associated phenotypes were heterogeneous but combined similar features including neurodevelopmental issues, movement disorders, and elevated lactate concentrations. Our study illustrates that large patient collections and family-based sequencing designs will be instrumental in defining new genotype-phenotype relationships in the field of mitochondrial disorders.
Supplementary Material
Acknowledgements
We would like to thank the patients and their families who took part in our study. This study was funded in part by a research grant from the Else Kröner-Fresenius-Stiftung as well as by in-house institutional funding from Technische Universität München, Munich, Germany, Helmholtz Zentrum München, Munich, Germany, Medizinische Universität Innsbruck, Innsbruck, Austria, and Charles University, Prague, Czech Republic (PROGRES Q27). This study was also funded by the Czech Ministry of Education under grant AZV: NV19-04-00233 and under the frame of EJP RD, the European Joint Programme on Rare Diseases (EJP RD COFUND-EJP N° 825575). MZ and JW receive research support from the German Research Foundation (DFG 458949627; ZE 1213/2-1; WI 1820/14-1). SB is a member of the European Reference Network for Rare Neurological Diseases – Project ID No 739510. MCK has received funding from the U.S. National Institute of Neurological Disorders & Stroke 1R01 NS106298. FD receives research support from the German Research Foundation (DI 1731/2-2) and was supported by a grant from the “Elterninitiative Kinderkrebsklinik e.V.” (Düsseldorf; #701900167). The authors acknowledge support by the German Federal Ministry of Education and Research (BMBF, Bonn, Germany) awarded grant to the German Network for Mitochondrial Disorders (mitoNET, 01GM1906A), the German BMBF, the Austrian Science Funds (FWF), and Horizon2020 through the E-Rare project GENOMIT (01GM1920A, I4695-B, genomit.eu), and the ERA PerMed project PerMiM (01KU2016A, I4704-B, permim.eu). We gratefully thank Jennifer Alban and Justine Faure (Angers, France) for their generous contribution with enzyme activity and immunoblotting analyses.
Footnotes
Potential Conflicts of Interest
None of the authors has any relevant conflict of interest to declare.
References
- 1.Gorman GS, Chinnery PF, DiMauro S, et al. Mitochondrial diseases. Nat Rev Dis Primers. 2016. Oct 20;2:16080. [DOI] [PubMed] [Google Scholar]
- 2.Yoshida M, Muneyuki E, Hisabori T. ATP synthase--a marvellous rotary engine of the cell. Nat Rev Mol Cell Biol. 2001. Sep;2(9):669–77. [DOI] [PubMed] [Google Scholar]
- 3.He J, Ford HC, Carroll J, et al. Assembly of the membrane domain of ATP synthase in human mitochondria. Proc Natl Acad Sci U S A. 2018. Mar 20;115(12):2988–93. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Jonckheere AI, Smeitink JA, Rodenburg RJ. Mitochondrial ATP synthase: architecture, function and pathology. J Inherit Metab Dis. 2012. Mar;35(2):211–25. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5.Schlieben LD, Prokisch H. The Dimensions of Primary Mitochondrial Disorders. Front Cell Dev Biol. 2020;8:600079. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Galber C, Carissimi S, Baracca A, Giorgio V. The ATP Synthase Deficiency in Human Diseases. Life (Basel). 2021. Apr 8;11(4). [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Dautant A, Meier T, Hahn A, Tribouillard-Tanvier D, di Rago JP, Kucharczyk R. ATP Synthase Diseases of Mitochondrial Genetic Origin. Front Physiol. 2018;9:329. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Neilson DE, Zech M, Hufnagel RB, et al. A Novel Variant of ATP5MC3 Associated with Both Dystonia and Spastic Paraplegia. Mov Disord. 2021. Oct 11. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Mayr JA, Havlickova V, Zimmermann F, et al. Mitochondrial ATP synthase deficiency due to a mutation in the ATP5E gene for the F1 epsilon subunit. Hum Mol Genet. 2010. Sep 1;19(17):3430–9. [DOI] [PubMed] [Google Scholar]
- 10.Jonckheere AI, Renkema GH, Bras M, et al. A complex V ATP5A1 defect causes fatal neonatal mitochondrial encephalopathy. Brain. 2013. May;136(Pt 5):1544–54. [DOI] [PubMed] [Google Scholar]
- 11.Lieber DS, Calvo SE, Shanahan K, et al. Targeted exome sequencing of suspected mitochondrial disorders. Neurology. 2013. May 7;80(19):1762–70. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Olahova M, Yoon WH, Thompson K, et al. Biallelic Mutations in ATP5F1D, which Encodes a Subunit of ATP Synthase, Cause a Metabolic Disorder. Am J Hum Genet. 2018. Mar 1;102(3):494–504. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Barca E, Ganetzky RD, Potluri P, et al. USMG5 Ashkenazi Jewish founder mutation impairs mitochondrial complex V dimerization and ATP synthesis. Hum Mol Genet. 2018. Oct 1;27(19):3305–12. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.Stenton SL, Shimura M, Piekutowska-Abramczuk D, et al. Diagnosing pediatric mitochondrial disease: lessons from 2,000 exomes. medRxiv [Preprint] 10.1101/2021.06.21.21259171. [DOI] [Google Scholar]
- 15.Zech M, Jech R, Boesch S, et al. Monogenic variants in dystonia: an exome-wide sequencing study. Lancet Neurol. 2020. Nov;19(11):908–18. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.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. Oct;36(10):928–30. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17.Duzkale N, Oz O, Turkmenoglu TT, Cetinkaya K, Eren T, Yalcin S. Investigation of Hereditary Cancer Predisposition Genes of Patients with Colorectal Cancer: Single-centre Experience. J Coll Physicians Surg Pak. 2021. Jul;30(7):811–6. [DOI] [PubMed] [Google Scholar]
- 18.Jin SC, Lewis SA, Bakhtiari S, et al. Mutations disrupting neuritogenesis genes confer risk for cerebral palsy. Nat Genet. 2020. Oct;52(10):1046–56. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Ziegler A, Bader P, McWalter K, et al. Confirmation that variants in TTI2 are responsible for autosomal recessive intellectual disability. Clin Genet. 2019. Oct;96(4):354–8. [DOI] [PubMed] [Google Scholar]
- 20.The UniProt C UniProt: the universal protein knowledgebase. Nucleic Acids Res. 2017. Jan 4;45(D1):D158–D69. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21.Sievers F, Wilm A, Dineen D, et al. Fast, scalable generation of high-quality protein multiple sequence alignments using Clustal Omega. Mol Syst Biol. 2011. Oct 11;7:539. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 22.Ng PC, Henikoff S. Predicting deleterious amino acid substitutions. Genome Res. 2001. May;11(5):863–74. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Adzhubei IA, Schmidt S, Peshkin L, et al. A method and server for predicting damaging missense mutations. Nat Methods. 2010. Apr;7(4):248–9. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 24.Kircher M, Witten DM, Jain P, O'Roak BJ, Cooper GM, Shendure J. A general framework for estimating the relative pathogenicity of human genetic variants. Nat Genet. 2014. Mar;46(3):310–5. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.Berman HM, Westbrook J, Feng Z, et al. The Protein Data Bank. Nucleic Acids Res. 2000. Jan 1;28(1):235–42. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 26.Feichtinger RG, Olahova M, Kishita Y, et al. Biallelic C1QBP Mutations Cause Severe Neonatal-, Childhood-, or Later-Onset Cardiomyopathy Associated with Combined Respiratory-Chain Deficiencies. Am J Hum Genet. 2017. Oct 5;101(4):525–38. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 27.Charif M, Gueguen N, Ferre M, et al. Dominant ACO2 mutations are a frequent cause of isolated optic atrophy. Brain Commun. 2021;3(2):fcab063. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 28.Kremer LS, Bader DM, Mertes C, et al. Genetic diagnosis of Mendelian disorders via RNA sequencing. Nat Commun. 2017. Jun 12;8:15824. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29.Invernizzi F, Legati A, Nasca A, et al. Myopathic mitochondrial DNA depletion syndrome associated with biallelic variants in LIG3. Brain. 2021. Jun 24. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 30.Kopajtich R, Smirnov D, Stenton SL, et al. Integration of proteomics with genomics and transcriptomics increases the diagnostic rate of Mendelian disorders. bioRxiv [Preprint] doi: 10.1101/2021.03.09.21253187. [DOI] [Google Scholar]
- 31.Ritchie ME, Phipson B, Wu D, et al. limma powers differential expression analyses for RNA-sequencing and microarray studies. Nucleic Acids Res. 2015. Apr 20;43(7):e47. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 32.Gueguen N, Piarroux J, Sarzi E, et al. Optic neuropathy linked to ACAD9 pathogenic variants: A potentially riboflavin-responsive disorder? Mitochondrion. 2021. Jul;59:169–74. [DOI] [PubMed] [Google Scholar]
- 33.Karczewski KJ, Francioli LC, Tiao G, et al. The mutational constraint spectrum quantified from variation in 141,456 humans. Nature. 2020. May;581(7809):434–43. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 34.Richards S, Aziz N, Bale S, et al. Standards and guidelines for the interpretation of sequence variants: a joint consensus recommendation of the American College of Medical Genetics and Genomics and the Association for Molecular Pathology. Genet Med. 2015. May;17(5):405–24. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 35.Landrum MJ, Lee JM, Benson M, et al. ClinVar: public archive of interpretations of clinically relevant variants. Nucleic Acids Res. 2016. Jan 4;44(D1):D862–8. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 36.Kaplanis J, Samocha KE, Wiel L, et al. Evidence for 28 genetic disorders discovered by combining healthcare and research data. Nature. 2020. Oct;586(7831):757–62. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 37.Gusic M, Prokisch H. Genetic basis of mitochondrial diseases. FEBS Lett. 2021. Apr;595(8):1132–58. [DOI] [PubMed] [Google Scholar]
- 38.Kucharczyk R, Zick M, Bietenhader M, et al. Mitochondrial ATP synthase disorders: molecular mechanisms and the quest for curative therapeutic approaches. Biochim Biophys Acta. 2009. Jan;1793(1):186–99. [DOI] [PubMed] [Google Scholar]
- 39.Stenton SL, Prokisch H. Genetics of mitochondrial diseases: Identifying mutations to help diagnosis. EBioMedicine. 2020. Jun;56:102784. [DOI] [PMC free article] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.