Abstract
MDH2 encodes mitochondrial malate dehydrogenase (MDH), which is essential for the conversion of malate to oxaloacetate as part of the proper functioning of the Krebs cycle. We report bi-allelic pathogenic mutations in MDH2 in three unrelated subjects presenting with early-onset generalized hypotonia, psychomotor delay, refractory epilepsy, and elevated lactate in the blood and cerebrospinal fluid. Functional studies in fibroblasts from affected subjects showed both an apparently complete loss of MDH2 levels and MDH2 enzymatic activity close to null. Metabolomics analyses demonstrated a significant concomitant accumulation of the MDH substrate, malate, and fumarate, its immediate precursor in the Krebs cycle, in affected subjects’ fibroblasts. Lentiviral complementation with wild-type MDH2 cDNA restored MDH2 levels and mitochondrial MDH activity. Additionally, introduction of the three missense mutations from the affected subjects into Saccharomyces cerevisiae provided functional evidence to support their pathogenicity. Disruption of the Krebs cycle is a hallmark of cancer, and MDH2 has been recently identified as a novel pheochromocytoma and paraganglioma susceptibility gene. We show that loss-of-function mutations in MDH2 are also associated with severe neurological clinical presentations in children.
Main Text
Mitochondrial diseases, caused by respiratory chain (RC) deficiency, encompass a wide range of clinical manifestations. They mainly affect organs with high-energy requirements, such as the brain. They are also increasingly recognized as causes of refractory epilepsy, which is consistently associated with progressive neurologic deterioration.1 Genetic diagnosis of RC disorders remains challenging because of the involvement of mitochondrial DNA (mtDNA) or nuclear DNA. In addition, RC dysfunction might be the primary cause of symptoms or secondary to other disorders. The Krebs cycle is intimately linked to the RC, and Krebs cycle defects are among the diseases that mimic or cause RC deficiencies. However, human diseases associated with defects in the Krebs cycle are very rare, putatively because of the cycle’s essential function in cellular energy metabolism.
Here, we show that mutations in MDH2 (MIM: 154100), encoding the Krebs cycle enzyme mitochondrial malate dehydrogenase (MDH), are responsible for severe neurological manifestations in children. We report bi-allelic MDH2 variants in three unrelated subjects presenting with an early-onset mitochondrial phenotype comprising generalized hypotonia, psychomotor delay, and refractory epilepsy. All affected individuals were independently identified by whole-exome sequencing (WES). Two of them were “matched” by GeneMatcher, a web-based tool for connecting researchers and clinicians with shared interests in identical genes.2 The third subject was identified independently and was matched within GENOMIT, an European network of researchers with an interest in mitochondrial genetic disorders.
Informed consent for diagnostic and research studies was obtained for all subjects in accordance with the Declaration of Helsinki protocols and was approved by local ethics committees. Subject 1 (S1) in family F (F1:II.2) is the second, male child of healthy, non-consanguineous French parents. Pregnancy and birth were both unremarkable. At 5 months of age, he presented with marked hypotonia and absence of head control (detailed in Table 1). His overall disease course was characterized by psychomotor delay with partial epileptic seizures that rapidly evolved toward refractory myoclonic epilepsy, failure to thrive, and obstinate constipation. At 3 years of age, growth remained problematic despite tube feeding through percutaneous gastrostomy, and he presented with generalized muscle weakness (predominant in the lower limbs) with marked muscle atrophy, severe hypotonia, and abnormal movements with dyskinesia. At 4 years, retinitis pigmentosa was noted. Brain magnetic resonance imaging (MRI) showed nonspecific findings including atrophy of the anterior part of the corpus callosum, delayed myelination of the frontal white matter, and cortical, frontal, and parietal atrophy (Figure S1). The clinical phenotype, combined with elevated lactate concentrations in both plasma and cerebrospinal fluid (CSF), was evocative of a mitochondrial disease. A slight decrease in complex V activity was found in the liver, whereas muscle tissue showed no signs of mitochondrial dysfunction (Tables S1A and S1B). We observed no evidence of mtDNA rearrangements in either muscle or liver tissue and excluded mtDNA point mutations by using targeted next-generation sequencing protocols. WES via previously described methodologies and bioinformatic filtering pipelines3 identified compound-heterozygous missense variants in MDH2 (GenBank: NM_005918.3): c.398C>T (p.Pro133Leu) and c.620C>T (p.Pro207Leu). Familial segregation studies showed that the c.398C>T variant was inherited from the father (F1:I.1) and the c.620C>T variant was inherited from the mother (F1:I.2), whereas a healthy sister (F1:II.1) was a heterozygous carrier of the paternal (c.398C>T) variant only (Figure 1A).
Table 1.
Subject 1 | Subject 2 | Subject 3 | |
---|---|---|---|
Gender | male | male | male |
Family history | no | no | no |
Consanguinity | no | no | no |
Age at last clinical examination | 4.5 years | died at 1.5 years | 7.5 years (lost view) |
MDH2 mutations | c.398C>T (p.Pro133Leu) | c.398C>T (p.Pro133Leu) | c.109G>A (p.Gly37Arg) |
c.620C>T (p.Pro207Leu) | c.596delG (p.Gly199Alafs∗10) | c.398C>T (p.Pro133Leu) | |
Age at onset | 5 months | neonatal | neonatal |
Initial symptom | hypotonia, no head control | seizures | hypotonia |
Refractory epilepsy | + (partial, afterward myoclonic; onset at 7 months) | + (generalized tonic and spasms; onset at 2 months) | + (myoclonic epilepsy and generalized tonic; onset ?) |
Hypotonia | + (marked, mainly axial and in the lower limbs) | + (axial) | + |
Developmental delay | + | + | + |
Head control | 10 months | not acquired at 6 months | 12 months |
Sitting position | 18 months | not acquired at 12 months | − |
Crawling | 18 months | not acquired at 12 months | no |
Good eye contact | yes | yes | no |
Language | not acquired | babbling at 12 months | not acquired |
Muscle weakness | + | + | + |
Failure to thrive | + | − | + |
Age at onset | 7 months | − | ? |
Gastrostomy (age) | + (3 years) | − | + (?) |
Last examination | 4 years | 18 months | 7.5 years |
Length | < −2 SDs | + 1 SD | −2 SDs |
Head circumference | < −2 SDs | + 1 SD | +2 SDs |
Weight | < −3 SDs | + 1 SD | −2.5 SDs |
Movement disorders | dystonia and dyskinesia | − | dystonia |
Obstinate constipation | + | + | − |
Ophthalmologic examination (age) | retinitis pigmentosa (4 years), strabismus (5 months) | strabismus (1 year) | ? |
Pyramidal signs | + | + | − |
Deep tendon reflexes | decreased | N | − |
Plantar responses | bilateral extensor | bilateral extensor after 1 year | normal |
Other findings | − | − | two supernumerary nipples, von Willebrand disease, CCAM |
Ketogenic diet (onset) | + (3 years) | + (18 months) | + (3 years) |
Response to Ketogenic diet | reduction epileptic seizure frequency | reduction epileptic seizure frequency | ? |
Evolution | alive at 5 years | died at 1.5 years (secondary to metabolic decompensation) | alive at 12 years |
Brain MRI abnormalities | + (atrophy of the anterior part of the CC, delayed myelination of the frontal white matter, frontal and parietal atrophy, elevated lactic acid peak on MRS) | + (delayed myelination of the genu of the CC, cortical and subcortical atrophy of the frontal lobes) | + (cerebral cortical and subcortical atrophy, cerebellar atrophy, elevated lactic acid peak on MRS) |
Lactate Concentration | |||
Plasma (N < 2.20 mmol/l) | elevated (3.0) | elevated (5.7) | elevated (2.8) |
L/P ratio (N < 18) | elevated (63) | elevated (23) | elevated (20) |
CSF (N < 2.10 mmol/l) | elevated (2.48) | elevated (3.3) | ND |
Krebs Cycle Intermediates | |||
Malate (N < 7 μmol/mmol creatine) | elevated (56) | elevated (15–38) | ND |
Fumarate (N < 14 μmol/mmol creatine) | elevated (20) | N or elevated (9–55) | N |
Succinate | N | N | N |
RC Activity | |||
Muscle | N | ND | N |
Liver | reduced CV activity | ND | ND |
Fibroblasts | N | ND | reduced CI activity |
Abbreviations are as follows: +, present; −, absent; ?, unknown; N, normal; ND, not done; SD, standard deviation; CCAM, congenital cystic adenomatoid malformation; MRS, magnetic resonance spectroscopy; CC, corpus callosum; L/P, lactate/pyruvate; CSF, cerebrospinal fluid; RC, respiratory chain; CV, complex V; and CI, complex I.
Subject 2 (S2) (F2:II.1) was the first male child of healthy, unrelated Dutch parents (F2:I.1 and I.2). He was born after an uncomplicated pregnancy and presented during the neonatal period with obstinate constipation and positional preference of his head (Table 1). At 2 months, he developed refractory epilepsy with generalized tonic seizures and epileptic spasms but had normal brain MRI (Figure S1). At 6 months, examination showed axial hypotonia, head lag, and developmental delay in the absence of failure to thrive. Repeat brain MRI showed delayed myelination of the genu of the corpus callosum and cortical and subcortical atrophy of the frontal lobes (Figure S1). Examination at 1 year of age demonstrated muscle weakness, and he was not able to sit. Ophthalmologic examination was normal. Metabolic screening showed elevated lactate concentrations in both blood and CSF (Table 1). In a clinical examination at 20 months of age, he presented with coughing, vomiting, tachypnea, and impaired consciousness associated with severe metabolic acidosis (blood pH = 6.97 [normal 7.4] and plasma lactate concentration = 9.0 mmol/l [normal range < 2.20mmol/l]). The urinary organic acid profile was highly abnormal with strongly increased excretion of ketone bodies, lactate, pyruvate, malate, fumarate, and 3-methylglutaconic acid. During the course of his hospital admission, he developed severe pulmonary hypertension requiring resuscitation, although a thorough cardiac evaluation revealed no underlying heart defect. He died 1 week later upon withdrawal of ventilatory support. Molecular screening, including mtDNA sequencing, POLG sequencing, and epilepsy gene-panel analysis failed to establish a molecular diagnosis. WES identified two heterozygous MDH2 variants: a paternally inherited c.398C>T (p.Pro133Leu) missense variant, which was also found in S1, and a maternally inherited c.596delG (p.Gly199Alafs∗10) nonsense variant (Figure 1A).
Independently, MDH2 was prioritized by GenePROF, a machine-learning algorithm we have recently developed to prioritize potential disease-causing mutations according to variant frequency and functional gene annotation obtained from molecular-pathway databases (manuscript in preparation). GenePROF ranked MDH2 as the most likely disease-causing gene for an unrelated affected subject (S3, F3:II.1) who also carries a maternally inherited c.398C>T (p.Pro133Leu) MDH2 variant (Figure 1A). This individual is also heterozygous for a de novo c.109G>A (p.Gly37Arg) variant that is not present in either parent (F3:I.1 or I.2). Paternity was confirmed by genotype analysis of seven informative microsatellites. This child was born at term to healthy, unrelated French parents and presented with severe hypotonia, macrocephaly, macrosomia, and two supernumerary nipples (Table 1). His overall disease course was characterized by psychomotor delay with refractory epilepsy, dystonia, and failure to thrive despite tube feeding through percutaneous gastrostomy. Lactate was elevated in blood (2.8 mmol/L [normal range < 2.20mmol/L]), consistent with a lactate peak on magnetic resonance spectroscopy (MRS) (data not shown). Marked cerebral and cerebellar atrophy were observed on brain MRI at the age of 4 years (Figure S1). A slight decrease in complex V activity was found in muscle tissue (Table S1C).
Multiple lines of evidence provided by bioinformatics analyses support the pathogenicity of the missense variants identified in these subjects. The c.620C>T variant detected in S1 was absent from public databases, whereas the c.109G>A variant detected in S3 was found two times, and the c.398C>T variant, present in all subjects, was listed seven times only in a heterozygous state in ∼120,000 alleles from the Exome Aggregation Consortium (ExAC) Browser. Additionally, the three different missense variants found in affected subjects alter highly conserved amino acid residues (Figure 1B), and bioinformatics analyses predicted these variants as pathogenic (Table S2). The dimeric protein was co-crystallized with malate ion and nicotinamide-adenine-dinucleotide (NAD) for visualization of the structure and analysis of the structural consequences of MDH2 variants (Figure 1C). Gly37 is located in the NAD binding pocket; the mutation from this residue to arginine is likely to alter the binding of the coenzyme as a result of steric hindrance. Pro133 is located in a turn between an α helix and a β strand. Pro207 is located in a β strand. The turns are almost exclusively found on the surface of proteins and often contain proline residues that form a rigid backbone, as predicted for Pro133. On the contrary, proline tends to be excluded from β strands, but it can be situated at the ends of this motif, like for Pro207. In this case, proline imposes its own kind of secondary structure with a confined ϕ angle, creating a twist in the β strand. Thus, Pro133 and Pro207 are predicted to have structural roles by contributing to the overall architecture of MDH2. Consequently, the p.Pro133Leu and p.Pro207Leu variants might result in destabilization of protein regions necessary for functional protein folding.
We used primary fibroblast cultures established from S1 and S3 to confirm the role of MDH2 variants in disease. Western blotting showed that MDH2 levels were not detectable in either S1 or S3 fibroblasts, supporting the notion that corresponding MDH2 variants adversely affect the stability of the protein (Figure 2A). In addition, MDH enzymatic activity was markedly decreased in that it showed severe MDH deficiency (Figure 2B). The activity was notably lower in cells obtained from the parents of S1 (F1: I.1 and I.2, heterozygous for the c.398C>T and c.620C>T variants, respectively) than in control fibroblasts. This result suggests that each mutation individually has a deleterious effect. As expected from MDH function in the Krebs cycle (Figure 2C), ratios of malate and its direct precursor, fumarate, to citrate were significantly higher in S1 cells than in control fibroblasts without accumulation of the earlier Krebs cycle precursor, succinate (Figure 2D). MDH activity appeared sufficient in cells from the parents of S1 to maintain normal malate/citrate and fumarate/citrate ratios.
Next, we expressed wild-type human MDH2 cDNA in MDH2-deficient S1 fibroblasts by using a lentiviral-based transduction system, leading to the restoration of both MDH2 levels and enzyme activity (Figures 3A and 3B). To definitively substantiate that the disease-segregating missense MDH2 variants indeed cause MDH2 deficiency, we used the yeast Saccharomyces cerevisiae as a proven system for modeling mitochondrial-disease-causing mutations.5 In yeast, three genes encode MDH enzymes. MDH1 codes for the mitochondrial MDH enzyme, MDH2 codes for the cytoplasmic enzyme, and MDH3 encodes the peroxisomal form. The human Gly37, Pro133, and Pro207 residues (corresponding to Gly30, Pro128, and Pro202, respectively, in yeast MDH1) are all conserved between the two species (Figure 1B). The expression of wild-type human MDH2 cDNA failed to complement the absence of growth of the mdh1Δ yeast strain on non-fermentable medium despite a high degree of conservation (54% identity) between yeast and human proteins (Figure 3C). We evaluated whether the lack of complementation of the mdh1Δ strain by human MDH2 was due to a failure to import MDH2 into yeast mitochondria. To this end, we changed the MDH2 mitochondrial targeting sequence (MTS) by the first 69 amino acids of subunit 9 of the F0 ATPase of Neurospora crassa (Pre Su9), a well-characterized sequence that targets the mitochondrial matrix in yeast.6 Expression of the fusion MDH2 (Pre Su9-MDH2) allowed growth of the mdh1Δ cells on non-fermentable medium, indicating that the human MDH2 MTS is not recognized by yeast as a functional MTS and that once inside mitochondria, MDH2 can substitute for MDH1 (data not shown). Consequently, we introduced the amino acid changes into the yeast sequence. The MDH1, mdh1G30R, mdh1P128L, and mdh1P202L constructs were transformed into the mdh1Δ-null mutant (Figure 3C). As expected, expression of wild-type yeast MDH1 complemented the mdh1Δ strain. A clear growth defect was observed for all mdh1Δ/mdh1mut strains, thus confirming the deleterious nature of the human MDH2 variants.
Given that the Krebs cycle is intimately linked to the RC, we investigated mitochondrial RC enzyme activities in MDH2-deficient fibroblasts. Spectrophotometric analysis revealed no obvious abnormalities in S1 cells grown in glucose medium, but complex I activity was lower than in one of the other complexes in fibroblasts from S3 (Table S1D). Polarographic analysis showed intact cell respiration and mitochondrial substrate oxidation in digitonin (0.004%)-permeabilized cells from both subjects (Table S1E). Identical experiments were performed on fibroblasts grown in a glucose-free medium containing galactose as previously described;7 galactose is a carbon source that feeds the glycolytic pathway with low efficiency, and as such, cells are forced to rely predominantly on OXPHOS for ATP production. Cells with severe RC defects fail to survive under these conditions, whereas fibroblasts with a milder deficiency are able to grow.8 No significant differences were observed between S1, S3, and control cells assessed by both spectrophotometry and polarography (Tables S1F and S1G). We also observed no decrease in OXPHOS levels in S1 cells, as judged by semiquantitative western blotting (Figure S2A). Assessment of the mitochondrial network (by confocal microscopy using MitoTracker staining) in cells from S1 and S3 showed a typical filamentous interconnected network similar to that in control fibroblasts both in glucose (Figure S2B) and in galactose medium (data not shown).
MDH2 encodes the enzyme MDH, which catalyzes the reversible oxidation of malate to oxaloacetate by utilizing the NAD-NADH cofactor system in the Krebs cycle. In addition, MDH2 plays an essential role in the malate-aspartate NADH shuttle, which is the main pathway whereby reducing equivalents from cytosolic NADH are transferred to mitochondria. Enzyme deficiencies in the Krebs cycle have been rarely reported as the cause of metabolic disease presentations on the assumption that loss-of-function mutations affecting these key enzymes appear to be typically incompatible with life. To date, only recessively inherited variants in SDH (succinate dehydrogenase), FH (fumarate hydratase [MIM: 136850]), and ACO2 (aconitase 2 [MIM: 100850]) have been associated with human disease. SDH comprises two structural subunits (SDHA and SDHB), and two additional structural components (SDHC and SDHD) and two assembly factors (SDHAF1 and SDHAF2) are required for the biogenesis of complex II (succinate-ubiquinone oxidoreductase) of the RC. Recessively inherited SDHA variants are mainly associated with Leigh syndrome (MIM: 256000), and mutations in SDHB (MIM: 185470), SDHD (MIM: 602690), and SDHAF1 (MIM: 612848) are involved in severe infantile neurological presentations or cardiomyopathy associated with significant complex II deficiency.9, 10, 11, 12 Fumarase deficiency, associated with recessively inherited FH variants, is a metabolic disorder characterized by neurological impairment in early childhood accompanied by encephalopathy and seizures, often leading to death in the first years of life (for a review, see Ottolenghi et al.13). Finally, mutations in ACO2, encoding mitochondrial aconitase, are responsible for cerebellar-retinal degeneration in childhood.14
Our report documents that loss-of-function mutations in MDH2 are compatible with life and are associated with early-onset severe neurological disease, and the deleterious nature of the identified MDH2 variants has been confirmed by functional assessment in both human cells and a yeast model. Establishing the diagnosis of MDH2 deficiency is difficult. The clinical phenotypes and elevated lactate levels observed in all three children were highly evocative of an underlying mitochondrial disorder, although brain MRI findings were non-specific. However, we observed no sign of RC deficiency or mitochondrial dysfunction in fibroblasts from S1. Only cells from S3 showed a reduced activity of complex I, emphasizing the problems associated with RC analyses, including primary and secondary effects and tissue variation. As previously suggested,15, 16 functional splitting of the Krebs cycle in complementary mini-cycles might allow conversion of pyruvate to α-ketoglutarate even when there is a defect in the second half of the Krebs cycle. This would then produce reduced equivalents to sustain RC activity. In all affected individuals, levels of urinary malate and fumarate were moderately increased or normal (Figure S3). As observed in subject fibroblasts, we saw no increase in urinary succinate, except during an episode of metabolic decompensation in S2. It is important to bear in mind that MDH2-deficient individuals can show nearly normal concentrations of urinary organic acids and that analysis has to be repeated at the time of metabolic decompensation. There are no curative treatments for subjects with MDH2 deficiency, but trial of a ketogenic diet has appeared to decrease the frequency of epileptic seizures in two children, as has already been reported in other cases of refractory epilepsy, including that of a mitochondrial origin.17, 18
Disruption of the Krebs cycle is also a hallmark of some cancers. Dominant defects associated with tumor development have been reported in three Krebs cycle enzymes: isocitrate dehydrogenase 1 (IDH1), SDH, and fumarate hydratase (FH),19, 20, 21 and MDH2 was also recently identified as a pheochromocytoma and paraganglioma susceptibility gene.4 In subjects’ paragangliomas, loss of heterozygosity was associated with loss of MDH2 activity, but surprisingly, this did not lead to malate accumulation. However, targeted knockdown of MDH2 expression in HeLa cells by small hairpin RNA did lead to the accumulation of both malate and fumarate.4 Like succinate and fumarate, malate stabilizes hypoxia inducible factor 1 alpha (HIF-1α), thus triggering the hypoxia response transcriptional program.22 HIF-1α activation was found to induce transcriptional upregulation in some of the proteins participating in pyruvate metabolism, leading to PDH complex inactivation and pyruvate accumulation in the cytosol. Impairment of the PDH complex leads to a decrease in the production of NADH and FADH2, which donate electrons to the RC to complete the OXPHOS by generating ATP.23 Thus, cells develop lactic acidosis as a result of a defective PDH complex, Krebs cycle, or RC. Secondary RC deficiency could also contribute to the mitochondrial phenotypes found in our subjects.
Although the recessive MDH2 variants identified in the affected subjects described in this study lead to a severe neurological presentation, the fact that their parents are heterozygous carriers could place them at an elevated risk of tumorigenesis. The parents of individuals presenting with FH recessive disorders often develop tumors.24 For heterozygous carriers of mutations in the different SDH genes associated with infantile neurological presentations, the situation is unclear. Although there is no indication of cancer susceptibility in either family with MDH2 mutations, we are recommending ongoing surveillance and screening.
In conclusion, we have shown that bi-allelic variants in MDH2, encoding a mitochondrially targeted Krebs cycle enzyme, are responsible for a severe infantile neurological phenotype. Although the clinical presentation and elevated lactate concentrations are highly evocative of mitochondrial disease, there are no specific biomarkers to pinpoint the rapid diagnosis of MDH2 deficiency, and as such, gene-panel or whole-exome sequencing analysis will not only be important for diagnosing further cases but also allow the detection of heterozygous carriers, thus determining their risk of tumorigenesis.
Acknowledgments
We acknowledge Charlotte Cochaud and Pascal Colosetti for technical help, Hiromi Sesaki for providing the lentiviral vectors, and Mercedes Robledo for helpful discussion. We also thank the Pasteur-IRCAN Cellular and Molecular Imaging platform. This work was made possible by grants from the Fondation pour la Recherche Médicale and Fondation Maladies Rares to V.P.-F. This study was supported by the German Bundesministerium für Bildung und Forschung (BMBF) through the E-Rare project GENOMIT (01GM1603 to H.P. and A.R.). T.B.H. and J.G. were supported by the BMBF through the Juniorverbund in der Systemmedizin “mitOmics” (FKZ 01ZX1405C). H.P. was supported by the EU FP7 Mitochondrial European Educational Training Project (317433) and, together with J.G., by the EU Horizon2020 Collaborative Research Project SOUND (633974). R.W.T. was supported by a Wellcome Trust Strategic Award (096919/Z/11/Z), the Medical Research Council Centre for Neuromuscular Diseases (G0601943), the Lily Foundation, and the UK National Health Service Highly Specialised “Rare Mitochondrial Disorders of Adults and Children” Service in Newcastle upon Tyne. P.E.B. was supported by the NIH National Institute of Neurological Disorders and Stroke (R01NS083726).
Published: December 15, 2016
Footnotes
Supplemental Data include three figures and three tables and can be found with this article online at http://dx.doi.org/10.1016/j.ajhg.2016.11.014.
Accession Numbers
The data reported in this paper have been deposited in ClinVar (as three independent submissions corresponding to each subject or organization) under accession numbers ClinVar: SCV000321300 and SCV000321301for c.398C>T and c.620C>T, respectively; SCV000322707 and SCV000322708 for c.398C>T and c.596delG, respectively; and SCV000299301 for c.109G>A and c.398C>T.
Web Resources
1000 Genomes, http://www.1000genomes.org/data
ExAC Browser, http://exac.broadinstitute.org/
GenBank, http://www.ncbi.nlm.nih.gov/genbank/
GeneMatcher, http://genematcher.org
HapMap, https://hapmap.ncbi.nlm.nih.gov/
MitoCarta, http://www.broadinstitute.org/files/shared/metabolism/mitocarta/human.mitocarta2.0.html
MutationTaster, http://www.mutationtaster.org
NHLBI Exome Sequencing Project (ESP) Exome Variant Server, http://evs.gs.washington.edu/EVS/
OMIM, http://www.omim.org/
PolyPhen-2, http://genetics.bwh.harvard.edu/pph2/
SIFT, http://sift.jcvi.org/
Swiss-Pdb Viewer 3.7, http://www.expasy.org/pdb
Supplemental Data
References
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