Literature DB >> 31765440

An evaluation of genetic causes and environmental risks for bilateral optic atrophy.

Andrew T Chen1, Lauren Brady1, Dennis E Bulman2, Arun N E Sundaram3, Amadeo R Rodriguez4, Edward Margolin5, John S Waye6, Mark A Tarnopolsky1.   

Abstract

PURPOSE: To assess the clinical utility of next-generation sequencing (NGS) for the diagnosis of patients with optic atrophy (OA).
DESIGN: Retrospective cohort study.
METHODS: 97 patients were referred to the McMaster University Medical Center (Hamilton, Ontario) for evaluation of bilateral OA. All patients were sent for NGS including a 22 nuclear gene panel and/or complete mitochondrial DNA (mtDNA) sequencing. Positive genetic test results and abnormal vibration sensation were compared in patients +/- environmental exposures or a family history.
RESULTS: 19/94 (20.2%) had a positive nuclear variant, of which 15/19 (78.9%) were in the OPA1 gene. No positive mtDNA variants were identified. The detection of a positive genetic variant was significantly different in patients who reported excessive ethanol use, but not in patients who smoke (0/19 (0%) vs. 19/78 (24.4%), P = 0.0164 and 4/22 (18.2%) vs. 15/74 (20.3%), P = 0.829, respectively). Patients with a positive family history were more likely to have a positive genetic variant compared to patients with a negative family history (P = 0.0112). There were significantly more excessive drinkers with an abnormal vibration sensation (P = 0.026), and with a similar trend in smokers (P = 0.074).
CONCLUSIONS: All positive genetic variants were identified in nuclear genes. We identified a potential independent pathophysiological link between a history of excessive ethanol consumption and bilateral OA. Further investigations should evaluate and identify potential environmental risk factors for OA.

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Year:  2019        PMID: 31765440      PMCID: PMC6876833          DOI: 10.1371/journal.pone.0225656

Source DB:  PubMed          Journal:  PLoS One        ISSN: 1932-6203            Impact factor:   3.240


Introduction

Inherited optic neuropathies are genetic disorders characterized by the slow loss of the retinal ganglion cells (RGCs) and their axons that form the optic nerve [1]. Each optic nerve carries visual information from retinal photoreceptors to the brain. Clinically, patients with inherited optic neuropathies have a distinct presentation: they almost invariably have very symmetric visual loss without the presence of relative afferent pupillary defect which is present in almost all other causes of optic neuropathy and often have characteristic visual field defects (central or cecocentral scotomas). As with any optic neuropathy, optic atrophy (OA) is the end result of the insult affecting an optic nerve and tends to be symmetric in inherited optic neuropathies. It is defined as variable loss of the optic nerve axons and subsequent optic nerve pallor visible on examination with variable deterioration of central visual acuity [2]. The two most common forms of inherited optic neuropathy are autosomal dominant optic atrophy (DOA) secondary to pathogenic variants within OPA1 (OMIM: 165500), and maternally inherited Leber hereditary optic neuropathy (LHON) (OMIM: 535000) [3]. OPA1 is a ubiquitous GTPase that localizes to the mitochondria and functions in mitochondrial fusion, cristae integrity, and mitochondrial DNA (mtDNA) maintenance [4,5]. Three primary mtDNA variants, m.11778G>A, m.3460G>A, and m.14484T>C, account for ~95% of all cases of LHON [6]. All three variants affect complex I subunits of the respiratory chain, resulting in impaired oxidative phosphorylation and increased levels of reactive oxygen species (ROS) [7,8]. Rarer cases of OA can be caused by pathogenic variants in the nuclear-encoded mitochondrial genes such as WFS1, MFN2, POLG, and ACO2 [9]. DOA typically has an insidious onset during the first two decades of life and presents clinically with an incomplete penetrance and heterogenous clinical expressivity [10]. In contrast, LHON presents with subacute visual loss in one eye followed usually within 1–2 months by visual loss in the opposite eye. Visual loss usually occurs in the second and third decades of life and men are disproportionally affected for reasons that are not entirely clear [11,12]. Powerful molecular diagnostic tools, such as next-generation sequencing (NGS), are now being used in the work-up of individuals who present with optic atrophy. In addition to hereditary causes, OA may also occur after exposure to environmental factors including: smoking, trauma, industrial toxins, and psychological stress [13]. Some of these exposures can trigger vision loss in LHON mutations [13,14], leading to our hypothesis that other environmental factors such as excessive ethanol use could unmask a potential underlying gene mutation associated with OA. It is well documented that methanol poisoning causes OA [15-17]; however, the excessive consumption of ethanol in association with OA remains unclear either as an independent toxin [18], or a second hit [13,19]. DNA repair pathways may have a role in protecting against DNA damage upon excessive ethanol consumption [20]. Vulnerability of the papillomacular bundle to mitochondrial dysfunction is a likely final etiological common pathway in most cases of OA due to epigenetic disorders [21], and this is further reinforced by the observation that all cases of LHON involve mtDNA genes and most cases of OA in association with nuclear mutations occur within genes encoding for mitochondrial proteins. In this study, NGS was used in the workup of individuals referred to a Canadian neurometabolic clinic for evaluation of OA. Testing included a panel of 22 nuclear genes associated with inherited optic neuropathies as well as sequencing of the entire mitochondrial genome. The main purpose of the current study was to determine the proportion of patients with pathogenic mutations in mtDNA or select nuclear genes associated with optic atrophy. A second aim was to determine whether excessive ethanol use and/or smoking were enriched in the mutation positive (as a trigger or second hit), or negative (independent etiology) patients.

Methods

Patients

This retrospective chart review involved patients who were assessed at the Neuromuscular and Neurometabolic Clinic in the McMaster University Medical Centre located in Hamilton, Ontario between 2013 and 2019. Approval for the study was obtained by written consent through the Hamilton Integrated Research Ethics Board (Research Ethics Board #2018-5519-C). The Hamilton Integrated Research Ethics Board approved the retrieval of data with knowledge of the identifying information. All patients were referred for genetic testing after they were first identified by a neuroophthalmologist to have findings of optic nerve pallor or atrophy, with or without visual loss. All but two patients (# 84 and 87 with unilateral OA) had bilateral OA. All patients had a MRI scan of the brain and orbits, and were screened with the testing of vitamin B12, folate, anti-nuclear antibodies, anti-neutrophil cytoplasmic antibodies, angiotensin converting enzyme, syphilis screening, and anti-extractable nuclear antigen, which are the other potential causes of symmetric optic neuropathies. Only patients without a suspected deficiency (i.e. folate, B12) and with no evidence of multiple sclerosis, neuromyelitis optica, or other identified cause for OA were sent for genetic testing. Sixteen patients underwent nuclear DNA sequencing only, three patients underwent mtDNA sequencing only, and 78 patients underwent both. In total, 97 patients who underwent mtDNA and/or nuclear DNA sequencing were reviewed (Fig 1). Patients were referred for mtDNA and/or nuclear DNA genetic sequencing based upon likelihood of variant identification by the referring specialist. Patients were of differing ethnicities and the median age at last evaluation was 38 years. Five patients were children (5.2%) and 92 patients were adults (94.8%). The average age of onset was 28 years (range, 3–79).
Fig 1

Flowchart of the retrospective study.

Patients were referred for genetic testing after extensive workup by referring specialists.

Flowchart of the retrospective study.

Patients were referred for genetic testing after extensive workup by referring specialists. Each individual was asked about a family history of vision loss or optic atrophy during their consultation appointment. All patients were classified as having a positive, negative, or uncertain family history.

Mitochondrial DNA sequencing

mtDNA sequencing and deletion analysis was performed primarily on leukocyte-derived (and sometimes muscle-derived) mitochondrial DNA by Next Generation Sequencing (NGS) at McMaster University Medical Centre Molecular Genetics Laboratory. The entire mitochondrial genome was sequenced using the Nimblegen’s SeqCap EZ Mitochondrial Genome Design. Typically, the mean depth of coverage was >10,000x. Deletions and duplications of sequences within the mitochondrial genome were assessed by normalizing the depth of coverage at each nucleotide against data obtained from samples known to have the normal mtDNA structure [22]. Patients with a detected variant at a heteroplasmy level less than 5% were considered to have a negative test result. All remaining results ≥ 5% heteroplasmy were classified according to the American College of Medical Genetics (ACMG) guidelines for variant interpretation [23].

Nuclear DNA sequencing

Nuclear gene testing was performed on blood derived leukocytes at the Children’s Hospital of Eastern Ontario (CHEO)/Newborn Screening Ontario (NSO). The NGS “Progressive External Ophthalmoplegia (PEO)/Optic Atrophy” panel covered 22 nuclear genes: ACO2, AUH, TWNK (C10orf2), C12orf65, CISD2, MFN2, MGME1, MTPAP, NDUFS1, OPA1, OPA3, POLG, POLG2, RRM2B, SLC19A3, SLC25A4, SPG7, TIMM8A, TK2, TMEM126A, TYMP, and WFS1. The panel was created and consistently revised in partnership between Newborn Screening Ontario (NSO), London Health Science Center, and Hamilton Health Sciences to test for genes currently known to be associated with OA. CHEO/NSO followed standard procedures for DNA sample preparation and quality control. Library construction was accomplished with Kapa Hyper Prep library kits. Standard manufacturer protocols were followed to perform targeted capture with Nimblegen’s SeqCap EZ Choice. The coding exons, as well as splice junctions (50 base pair (bp) padding), of the genes in the panel were targeted. Sequencing was done with 150 bp paired-end reads on an Illumina MiSeq, which generates an average of 800 Mbp of sequence for each sample. Mean coverage design and sequencing workflow can consistently cover >99.5% of target coding bases at >30X read depth (>99.7% at >20X), with 20X coverage as their minimal quality standard for reporting. All patients with a detected nuclear variant were reported and classified according to the ACMG guidelines for variant interpretations.

Variant classification

GATK Best Practices were followed throughout the workflow. For preprocessing, prior to alignment, sequence reads were automatically demultiplexed, adaptors were trimmed, and those sequences that did not meet the default settings on MiSeq Reporter (v2.5) were removed. The reads were then aligned to hg19 human reference genome with BWA-mem options -a -M (v0.7.12-r1039). Duplicate reads were marked by Picard 1.134 and excluded from downstream analysis. GATK 3.5 modules for indel realignment and base recalibration were calibrated to known single nucleotide polymorphisms (SNPs)/indels (eg. dbSNP138 and 1000G gold standard). Variant calling was performed per sample by GATK 3.5 HaplotypeCaller at each CCDS exon with a 10 bp padding. Hard filters for SNPs and indels were applied with default settings to the variant call set. Annovar was used to annotate the variant call set. Tertiary analyses were performed at PierianDX (St. Louis, MO). Variants were filtered initially with minor allele frequency < 3%. Prioritization was given to variants with known ClinVar pathogenicity or those predicted to alter the protein’s function. Variant classification was following 2015 ACMG Standard and guidelines for the interpretation of sequence variants [23]. A result was considered “Positive” if the variant was classified as “Pathogenic” or “Likely Pathogenic”. Family studies to assist in the interpretation of the genetic variants identified were performed depending on the availability of informative family members. Heterozygous “Variants of Uncertain Significance” (VUS) were reported for genes associated with an autosomal dominant phenotype. Heterozygous VUS in genes associated with autosomal recessive inheritance were not reported in the absence of a second possible variant.

Environmental exposure assessment

Heavy ethanol use was defined as more than one drink per day or 10 drinks per week for women and two drinks per day or 15 drinks per week for men [24]. Binge drinking was defined as four drinks for women and five drinks for men in about two hours [24]. Individuals were classified as excessive drinkers if they reported heavy drinking or binge drinking within two years prior to, or at the time of, vision loss or diagnosis of optic atrophy. Smoking status of patients were assessed and classified as “Smoker” if they reported smoking in the past or currently and “Never smoker” if they did not report any history of smoking.

Neurological examination including vibration sensation testing

Given that there is precedent for the OPA1 [25,26] and some LHON variants [27] to be associated with extra-ophthalmological neurological manifestations [28], a complete neurological examination was carried out in all patients by a single neuromuscular/neurometabolic specialist (MT) to determine whether there was evidence of neurological impairment in addition to the documented OA. The only neurological finding (other than optic atrophy) present in > 10% of the cohort was a reduction in vibration sensation (128Hz tuning fork), and that was graded and recorded using an ordinal scale (0 = normal; 1 = mild; 2 = moderate; 3 = severe reduction; and 4 = completely absent), with any result other than 0 classified as abnormal vibration sensation.

Statistical tests

To test if a positive environmental exposure risk factor was enriched in mutation positive or negative patients, we compared the proportion of patients that had a positive genetic test with a positive or negative history of environmental exposure (drinking/smoking) using a two-sided chi-squared test. Given there is a priori prediction for there to be greater number of individuals with a positive family history to have a positive genetic variant, a one-sided chi-squared test was used to compare the proportion of patients that had a positive genetic test with a positive or negative family history. The latter test was used in comparing abnormal neurological examination findings in patients with a positive or negative history of environmental exposure (drinking/smoking). Significance was determined at p<0.05, 95% CI. All statistics are done using Graphpad Prism.

Results

Nuclear variants

Ninety-four patients in the cohort had genetic testing through the Optic Atrophy Nuclear Gene panel (Fig 2A, S1 Table). Pathogenic or likely pathogenic variants were identified in 22/94 (23.4%). One patient and his mother (patients # 1 and 67) were identified to have a heterozygous likely pathogenic variant in the ACO2 gene, which previously has only been reported with an autosomal recessive pattern of inheritance [29]. No second variant in this gene was identified. One patient (# 85) was identified to have a heterozygous likely pathogenic variant in the AUH [30,31]. No second variant in this gene was identified. Therefore, these latter three patients were considered to have negative testing. Consequently, a positive genetic test felt to likely explain the OA phenotype was identified in 19/94 (20.2%). As expected, the highest proportion of positive tests were found in the OPA1 gene (15/19 (78.9%)). The remaining four positive tests were identified in ACO2 (patient # 30) and WFS1 (patient # 8, 77, and 97) (Fig 2C).
Fig 2

Variant identification and classification of ninety-seven patients sent for NGS.

(A) PEO/Optic Atrophy nuclear panel results (N = 94). (B) mtDNA results (N = 81). (C) Frequency of patients with a definitive positive molecular diagnosis with causative nuclear gene.

Variant identification and classification of ninety-seven patients sent for NGS.

(A) PEO/Optic Atrophy nuclear panel results (N = 94). (B) mtDNA results (N = 81). (C) Frequency of patients with a definitive positive molecular diagnosis with causative nuclear gene. Variants of uncertain significance (VUS) possibly associated with OA were identified in 9/94 (9.6%) of the patients in this cohort. Overall, 68/94 (70.2%) of the patients in this cohort had a negative genetic test result (Fig 2A).

Mitochondrial variants

Eighty-one patients underwent mtDNA sequencing (Fig 2B, S1 Table). We identified no pathogenic or likely pathogenic mtDNA variants in leukocyte-derived DNA associated with OA and as a result, no patients had a positive genetic test result; however, VUS were identified in 16/81(19.8%). Therefore, 65/81 (80.2%) had a negative mtDNA result (Fig 2B).

Family history

In the patients with a positive family history of vision loss or optic atrophy, 10/30 (33.3%) had a positive genetic test result. In contrast, there were significantly fewer (P = 0.011) positive genetic test results in patients with a negative or uncertain family history (9/67 (13.4%)) (Fig 3).
Fig 3

Positive predictive value of a genetic test result in patients with a positive or negative family history of optic atrophy.

Of those that reported a positive family history, 10/30 (33.3%) patients had a positive genetic test result. Of those with a negative family history, 9/67 (13.4%) had a positive genetic test result (OR, 1.20–9.02; *, p = 0.011; CI = 95%).

Positive predictive value of a genetic test result in patients with a positive or negative family history of optic atrophy.

Of those that reported a positive family history, 10/30 (33.3%) patients had a positive genetic test result. Of those with a negative family history, 9/67 (13.4%) had a positive genetic test result (OR, 1.20–9.02; *, p = 0.011; CI = 95%).

Excessive ethanol use

Nineteen patients (19/97) were identified in the cohort to have a history of excessive ethanol consumption. Of the 19 who reported a history of excessive ethanol consumption, none had a positive genetic test result (0/19). In contrast, of those individuals who did not report a history of excessive ethanol consumption, there was a significantly greater (P = 0.016) number of patients (19/78 (24.4%)) who had a positive genetic test result (Fig 4A).
Fig 4

Relationship between excessive ethanol use or smoking and the detection of a likely pathogenic or pathogenic variant.

(A) Percentage of patients who have a likely pathogenic or pathogenic variant given that they are excessive drinkers or are not excessive drinkers. Patients that report excessive ethanol consumption have a lower chance of possessing a positive genetic variant, whereas those that do not excessively drink have a higher positive detection rate (24.4%) (OR, 0–0.70; *, p = 0.016; CI = 95%). (B) Percentage of patients who reported to have smoked in the past/currently or have never smoked that have a likely pathogenic or pathogenic variant (OR, 0.29–2.78; p = 0.829; CI = 95%).

Relationship between excessive ethanol use or smoking and the detection of a likely pathogenic or pathogenic variant.

(A) Percentage of patients who have a likely pathogenic or pathogenic variant given that they are excessive drinkers or are not excessive drinkers. Patients that report excessive ethanol consumption have a lower chance of possessing a positive genetic variant, whereas those that do not excessively drink have a higher positive detection rate (24.4%) (OR, 0–0.70; *, p = 0.016; CI = 95%). (B) Percentage of patients who reported to have smoked in the past/currently or have never smoked that have a likely pathogenic or pathogenic variant (OR, 0.29–2.78; p = 0.829; CI = 95%).

Smoking

Of the 22 patients who reported smoking in the past or currently, 4/22 (18.2%) patients had a positive genetic test result. Of those that had never smoked, there is not a significantly different number of patients that have a positive genetic test result (15/74 (20.3%), (P = 0.829)) (Fig 4B).

Neurological examination and vibration sensation

Other than optic disc pallor/OA, the only abnormal neurological examination finding present in > 10% of the cohort was an abnormal vibration sensation (20.6%). Of these patients, the proportion of patients with a positive history of excessive ethanol use or smoking that demonstrated an abnormal vibration sensation test was compared to the proportion of patients with a negative history that demonstrated an abnormal vibration sensation test. There were significantly more patients (P = 0.026) with an abnormal vibration sensation test who drank excessively (7/19 (36.8%)) as compared to those who did not drink excessively (13/78 (16.7%) (Fig 5A). Although not statistically significant, there was a trend (P = 0.074) for a greater percentage of patients who smoked to have an abnormal vibration sensation test (7/22 (31.8%)) compared to those who did not smoke (13/74 (17.6%)) (Fig 5B).
Fig 5

Comparison of patients with drinking or smoking history in relation to performance on vibration sensation test.

(A) Percentage of patients that drink or do not drink who have abnormal vibration sensation (OR, 1.02–8.68; *, p = 0.026; CI = 95%). (B) Percentage of patients that smoke or do not smoke who have an abnormal vibration sensation (OR, 0.80–6.06; p = 0.074; CI = 95%).

Comparison of patients with drinking or smoking history in relation to performance on vibration sensation test.

(A) Percentage of patients that drink or do not drink who have abnormal vibration sensation (OR, 1.02–8.68; *, p = 0.026; CI = 95%). (B) Percentage of patients that smoke or do not smoke who have an abnormal vibration sensation (OR, 0.80–6.06; p = 0.074; CI = 95%).

Discussion

The first aim of this review was to investigate the diagnostic utility and spectrum of mutations identified using an NGS-based OA nuclear panel and complete mtDNA sequencing in a cohort of patients found to have OA with or without vision loss. In this report, all positive genetic tests detected by NGS were in nuclear genes. Furthermore, 15/19 (78.9%) of the positive genetic test results detected in the nuclear genes were in OPA1. As reported previously, these results support that most cases of inherited optic atrophy can be attributed largely to dominant optic atrophy resulting from genetic changes in OPA1 (50–80%) [32-34]. Most of the individuals reviewed experienced an irreversible loss of visual acuity, where central vision loss tended to manifest first. The neurological examination was normal in all OPA1 patients in this cohort and did not identify any of the extra-ophthalmological manifestations reported in some OPA1 mutation positive patients [35]. Pathogenic or likely pathogenic variants in the WFS1 and ACO2 genes were found in a smaller proportion of our OA patients. Mutations in WFS1 are usually associated with Wolfram syndrome (OMIM# 222300), sometimes known as DIDMOAD (diabetes insipidus, diabetes mellitus, optic atrophy, and deafness) [36]. Wolfram syndrome is characterized by juvenile diabetes mellitus, hearing loss, and optic nerve atrophy [37]. No patients in our study with WFS1 variants presented with bona fide Wolfram syndrome. In our cohort of patients, biallelic mutations in WFS1 resulted in isolated OA (with or without vision loss) in patients # 8 and 97. Patient # 8 presented with asymptomatic optic atrophy (correctable vision loss) and was identified to have a pathogenic variant (WFS1 c.1941C>A; p.Cys647) [38,39] and a VUS (c.1597C>T; p.Pro533Ser) in trans (Table 1) [40]. Patient # 97 had bilateral vision loss and was homozygous for a missense variant (c.1672C>T; p.Arg558Cys) [41,42]. At 33 and 39 years of age, respectively, neither individual had diabetes nor hearing loss, two of the canonical features of Wolfram syndrome. These two cases support recent findings that biallelic heterozygous or homozygous WFS1 variants can be associated with nonsyndromic or syndromic autosomal recessive OA without diabetes or hearing loss [41]. In contrast, two other patients (patients # 16 and 77) had biallelic WFS1 variants and presented with OA but also had type 2 diabetes mellitus (T2DM) and a positive family history of hearing loss, respectively. Family members of both patients were unavailable to phase the variants. While patient # 16 was asymptomatic (correctable vision loss), patient # 77 did experience a loss of visual acuity because of their OA. The WFS1 variants detected in patient # 16 were c.1682T>G (p.Ile561Ser) [40] and c.1936_1943del (p.Phe646Valfs*63) [43], which has been associated with nonsyndromic OA with T2DM. Patient # 77 had a pathogenic WFS1 variant (c.1309G>C; p.Gly437Arg) and a likely pathogenic variant (c.2020G>A; p.Gly674Arg) that have both been previously documented in cases of autosomal recessive Wolfram [41,44]. Surprisingly, this patient did not present with the other canonical feature of Wolfram syndrome (T2DM). Altogether, these results add to the wide spectrum of mutations and resulting phenotypes in patients with WFS1 variants.
Table 1

Positive genetic testing of recessive variants likely to explain the OA phenotype.

DNAProtein
Patient No.GeneAllele 1Allele 2Allele 1Allele 2
8WFS1c.1941C>Ac.1597C>Tp.Cys647*p.Pro533Ser
16WFS1c.1682T>Gc.1936_1943delp.Ile561Serp.Phe646Valfs*63
77WFS1c.1309G>Cc.2020G>Ap.Gly437Argp.Gly674Arg
97WFS1c.1672C>Tc.1672C>Tp.Arg558Cysp.Arg558Cys
30ACO2c.220C>Gc.2086G>Ap.Leu74Valp.Glu696Lys
Optic Atrophy Type 9 (OPA9) is associated with biallelic pathogenic variants in ACO2 [29]. The ACO2 protein is a tricarboxylic acid (TCA) enzyme that interconverts citrate to isocitrate. Only nine families with ACO2-related visual loss have been documented in the literature [29,45-49]. Our finding of a likely pathogenic variant (c.220C>G; p.Leu74Val) and VUS (c.2086G>A; p.Glu696Lys) in trans in patient # 30, suggests that this represents another case of an association between OA and ACO2 mutations. The ACO2 variant (c.220C>G; p.Leu74Val) has been reported to be associated with cellular respiration defects [49], and reduced protein expression [29], in OA. As previously reported by others [29], our patients had a relatively early age at onset (5y) of OA symptoms, suggesting that OA associated TCA cycle defects present earlier than the more common OPA1 mutations. In LHON patients, the three primary mutations account for approximately 95% of all cases [50]. The most common mutation at nucleotide position m.11778 accounts for 60–90% of all cases [51]. However, many sporadic cases of idiopathic bilateral symmetric OA have been documented and found to harbour pathogenic mtDNA point mutations [52]. No patients in this study were found to have any of the three common LHON variants, nor any other likely pathogenic or pathogenic variants. This is likely due to the fact that patients who presented with LHON phenotype were already tested for the three most common mutations by referring physicians and thus not sent for further genetic testing in our clinic. Variants of uncertain significance were identified in the mtDNA of 16 individuals, but none were felt to be pathogenic based upon many criteria (heteroplasmy, high prevalence in public data bases, benign prediction model program score, etc.). Consequently, it is very unlikely that any of the VUS found in mtDNA had an etiological link to OA. Given that neither of the three primary LHON mutations [50], the rarer LHON variants, nor any other potentially pathogenic mtDNA variants were found in our cohort of 81 patients, it questions the utility of complete mtDNA sequencing in cases of OA. Our data suggests that mtDNA sequencing may only be needed if a patient reports a family history of vision loss suspicious for mitochondrial inheritance pattern or presents with canonical LHON onset: semi-acute fairly profound visual loss in one eye accompanied by mild optic nerve head swelling which is followed by visual loss in the opposite eye within days to months. DOA and LHON are both inherited optic neuropathies and genetic testing should be considered in the context of personal and family history. Expectedly, patients who reported a family history of OA were more likely to have a positive genetic test result than those with a negative family history (33.3% vs. 13.4%, P = 0.011) (Fig 3). This demonstrates the importance of obtaining an accurate family history prior to ordering genetic testing [53], but also suggests that the absence of a family history should not preclude patients from getting genetic testing. Nevertheless, the genetic results from this study were positive for 20.2% patients through the nuclear gene panel and for no patients through mtDNA sequencing. The relatively modest number of positive results from the nuclear gene panel may suggest the presence of genetic changes in rare or candidate genes not on the panel, variants in intronic regions, epigenetic factors, or the presence of other variants not readily identified using NGS (i.e., trinucleotide repeats, large deletions, etc.). It is also possible that there is no Mendelian genetic etiology behind these cases of optic atrophy. The second aim of this review was to investigate the role of environmental factors, such as excessive ethanol consumption and/or smoking, in the development of OA. Our cohort was evaluated to see if these environmental factors could precipitate OA as a second hit in gene positive patients or be an independent etiology for OA in gene negative patients. In contrast to our a priori hypothesis, none of the patients who reported excessive ethanol use (N = 19) had a pathogenic or likely pathogenic variant. In contrast, of the remaining individuals who did not report excessive ethanol use, 19/78 (24.4%) had a positive genetic test result. Given that excessive ethanol use was enriched in our gene negative patients, (P = 0.016) our study indirectly supports an independent pathophysiological link between excessive ethanol consumption and the development of OA. The association between ethanol consumption and OA was also supported by anecdotal evidence in our cohort. For example, one patient (patient #42) woke up after one night of binge drinking with a complete bilateral lost of vision. In contrast with the strong pathophysiological link between methanol consumption and the development of OA, the evidence that excessive ethanol consumption per se can lead to OA is less clear [15-17]. For example, a cross-sectional study of 100 optic atrophy patients reported only one chronic alcoholic patient with primary OA [54]. Other case-control [55] and in vivo [56] studies have implicated a possible link between excessive ethanol consumption and OA. Our study suggests it is likely that environmental toxins, such as chronic ethanol consumption, can be an independent cause for the development of OA. However, due to our relatively small sample size of excessive drinkers (N = 19), it remains important even for patients who are presymptomatic carriers of a mitochondrial variant or Mendelian condition associated with DOA to not drink [13,57-59]. Contrary to excessive ethanol use, the difference in the proportion of patients with positive genetic results between smokers and never smokers was not significant (Fig 4). Thus, we could neither conclude that smoking per se was an independent risk factor for OA, nor that it was an exacerbating factor. In contrast, there is strong evidence that smoking exacerbates LHON symptoms through an increase in the production of ROS and further uncoupling of the respiratory chain [60]. Given that we did not find any positive LHON mtDNA variants in our cohort, we could not evaluate a causal relationship with smoking and LHON. Lastly, we hypothesized that peripheral neurological defects would be more prevalent in the patients who consumed excessive amounts of ethanol compared to those that do not. Our results suggest that excessive ethanol consumption, even in the absence of a positive genetic variant(s), could be associated with greater extra-ophthalmological neurological manifestations. In our cohort of 19 patients who excessively drank, a significantly greater proportion (P = 0.026) had abnormal vibration sensation compared to patients who did not excessively drink (36.8 vs. 16.7%). This further suggests that ethanol use can independently cause OA given that excessive ethanol consumption was associated with a propensity for neurotoxicity, either large fiber sensory nerve and/or dorsal column impairment. One potential confounding variable is the fact that the excessive ethanol consumers were significantly older than the those who do not drink excessively (age at last evaluation 59.6y vs. 40.6y). In contrast, the influence of smoking on extra-ophthalmological neurological manifestations in our cohort is inconclusive but with a trend suggesting that vibration abnormalities may be associated with a positive smoking history (P = 0.074). Further studies will be needed to further understand the potential neurological effects of smoking in patients with optic neuropathies. In summary, optic atrophy is a debilitating condition that can result from a variety of genetic and non-genetic factors. Mutations in OPA1 are the most commonly identified genetic cause of OA in our cohort. This case series also supports previous observations that variants in WFS1 can be associated with non-syndromic OA instead of Wolfram syndrome. Complete mtDNA sequencing appears to be of limited utility in patients with isolated OA and a clinical history not suggestive of LHON. The uniformly negative result with the mtDNA sequencing likely reflects the selection cohort where patients were referred for OA and not a specific history typical of LHON. Our data also suggests that excessive ethanol consumption, but not smoking, may be an isolated cause or risk factor for OA. There is a need for further research in understanding the genetic and environmental factors contributing to the development and progression of optic atrophy and vision loss.

The summary of 97 patients assessed at the McMaster University Medical Center for optic atrophy.

All patients were sent for nuclear and/or mitochondrial sequencing. Variants were classified according to the ACMG guidelines for variant classification. Smoking, excessive ethanol use, type of vision loss, and extra features are reported and described. (XLSX) Click here for additional data file. 17 Oct 2019 PONE-D-19-26430 An evaluation of genetic causes and environmental risks for bilateral optic atrophy PLOS ONE Dear Dr. Tarnopolsky, Thank you for submitting your manuscript to PLOS ONE. After careful consideration, we feel that it has merit but does not fully meet PLOS ONE’s publication criteria as it currently stands. Therefore, we invite you to submit a revised version of the manuscript that addresses the points raised during the review process. A flow chart with of the process from NGS to variant selection would be easily understandable. In addition to that, please read carefully the comments from the reviewer and address them point by point and with any additional experiments if necessary. We would appreciate receiving your revised manuscript by Dec 01 2019 11:59PM. When you are ready to submit your revision, log on to https://www.editorialmanager.com/pone/ and select the 'Submissions Needing Revision' folder to locate your manuscript file. If you would like to make changes to your financial disclosure, please include your updated statement in your cover letter. To enhance the reproducibility of your results, we recommend that if applicable you deposit your laboratory protocols in protocols.io, where a protocol can be assigned its own identifier (DOI) such that it can be cited independently in the future. For instructions see: http://journals.plos.org/plosone/s/submission-guidelines#loc-laboratory-protocols Please include the following items when submitting your revised manuscript: A rebuttal letter that responds to each point raised by the academic editor and reviewer(s). This letter should be uploaded as separate file and labeled 'Response to Reviewers'. A marked-up copy of your manuscript that highlights changes made to the original version. This file should be uploaded as separate file and labeled 'Revised Manuscript with Track Changes'. An unmarked version of your revised paper without tracked changes. This file should be uploaded as separate file and labeled 'Manuscript'. Please note while forming your response, if your article is accepted, you may have the opportunity to make the peer review history publicly available. The record will include editor decision letters (with reviews) and your responses to reviewer comments. If eligible, we will contact you to opt in or out. We look forward to receiving your revised manuscript. Kind regards, Obul Reddy Bandapalli, MSc, PhD Academic Editor PLOS ONE Journal Requirements: When submitting your revision, we need you to address these additional requirements. 1. Please ensure that your manuscript meets PLOS ONE's style requirements, including those for file naming. The PLOS ONE style templates can be found at http://www.journals.plos.org/plosone/s/file?id=wjVg/PLOSOne_formatting_sample_main_body.pdf and http://www.journals.plos.org/plosone/s/file?id=ba62/PLOSOne_formatting_sample_title_authors_affiliations.pdf 2.  In the ethics statement in the manuscript and in the online submission form, please provide additional information about the patient records used in your retrospective study. Specifically, please ensure that you have discussed whether all data were fully anonymized before you accessed them and/or whether the IRB or ethics committee waived the requirement for informed consent. If patients provided informed written consent to have data from their medical records used in research, please include this information. 3. In your data file, please ensure you have removed any potentially identifying information, such as date of birth and specific age of onsent. 4. Please include captions for your Supporting Information files at the end of your manuscript, and update any in-text citations to match accordingly. Please see our Supporting Information guidelines for more information: http://journals.plos.org/plosone/s/supporting-information [Note: HTML markup is below. Please do not edit.] Reviewers' comments: Reviewer's Responses to Questions Comments to the Author 1. Is the manuscript technically sound, and do the data support the conclusions? The manuscript must describe a technically sound piece of scientific research with data that supports the conclusions. Experiments must have been conducted rigorously, with appropriate controls, replication, and sample sizes. The conclusions must be drawn appropriately based on the data presented. Reviewer #1: Yes Reviewer #2: Yes ********** 2. Has the statistical analysis been performed appropriately and rigorously? Reviewer #1: I Don't Know Reviewer #2: Yes ********** 3. Have the authors made all data underlying the findings in their manuscript fully available? The PLOS Data policy requires authors to make all data underlying the findings described in their manuscript fully available without restriction, with rare exception (please refer to the Data Availability Statement in the manuscript PDF file). The data should be provided as part of the manuscript or its supporting information, or deposited to a public repository. For example, in addition to summary statistics, the data points behind means, medians and variance measures should be available. If there are restrictions on publicly sharing data—e.g. participant privacy or use of data from a third party—those must be specified. Reviewer #1: Yes Reviewer #2: Yes ********** 4. Is the manuscript presented in an intelligible fashion and written in standard English? PLOS ONE does not copyedit accepted manuscripts, so the language in submitted articles must be clear, correct, and unambiguous. Any typographical or grammatical errors should be corrected at revision, so please note any specific errors here. Reviewer #1: Yes Reviewer #2: Yes ********** 5. Review Comments to the Author Please use the space provided to explain your answers to the questions above. You may also include additional comments for the author, including concerns about dual publication, research ethics, or publication ethics. (Please upload your review as an attachment if it exceeds 20,000 characters) Reviewer #1: In this research article by Chen et al., 97 individuals with optic atrophy (OA) were analyzed by NGS of 22 nuclear genes and/or complete mitochondrial DNA (mtDNA) sequencing in order to assess the clinical utility of NGS for the diagnosis of OA; moreover the impact of environmental factors was investigated, identifying ethanol consumption as a potential independent risk study. The manuscript is overall well written and the results are fully explained. However, it is not clear to me what correlation the authors expected to exist between environmental factors such as ethanol consumption and genetics defects associated with OA, as the presence of a causative genetic mutation (and not a susceptibility factor) should be responsible for the development of the disease independently from environmental factors. Moreover, I am not sure that the definition of ethanol consumption as an epigenetic factor is appropriate, as the term epigenetic modification refers to the specific DNA modification (for example, DNA methylation)that can develop as a result of environmental agents; and still it’s not clear why the authors expected an epigenetic factor to interact with a known causative mutation. I think the authors should revise this section and make their hypothesis more understandable. Finally, it should also be clarified how exactly the genes in the panel were selected and why some patients underwent only nuclear genes or mitochondrial DNA sequencing instead of both. Reviewer #2: Gist/Summary: The authors come up with analysis of variants in patients with optic atrophy and liaise this with environment factors. In this process, they sequence the mitochondrial genomes of the patients by employing a retrospective cohort design. Detecting positive variant in a cohort of samples in the patients with excessive alcohol ( ethanol) intake and smokers augurs well with the proposal. It is certainly the need of the hour for such diseases linking NGS and epigenetics! Strengths: Well aimed with two diffident objectives for the design. The authors also deliberate well in evaluating the genetic causes and associating LHON and other neuropathies. Weaknesses: A pictorial methodology would have been nice. The figures could have been bettered. A detailed discussion on associated gene risk , finding variants through epistatic effects could have been very nice! Lines 69-77: The role of DNA repair genes and a sentence on it could be a good addition. Lines 84-90: Pretty long sentence., could be split into two! Lines 117-119: A Table with restrospective design, odds ration, criteria etcs. could be a value addition. Lines 136-138: The panel details must be elaborated. There are a few open reading frames that are from known unknown regions/unannotated ( c10orf2, c12orf65) encompassing Twinkle helicase/PEO genes. Did the authors find any variants associated with them? Something similar of this sort, whence presenting Table 1, SLC25A1 gene links WFS1 and Aconitase (ACO2) gene. Did the authors find any variants associated with them. A soft gene interaction map would be a good one ( https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4746751/ ) Line 204: "Previously" mistyped. The possibility of variants, be it homozygous dominant or heterozygous mutations in Metabolic syndromes cannot be ruled out. Could the authors discuss these aspects? A subtle challenge in linking the statistical significance of their environmental study is the lack of inherent samples for ethanol/smoking. Could machine learning heuristics be an answer for this in the future as good number of datasets are available in sequence read archive. ********** 6. PLOS authors have the option to publish the peer review history of their article (what does this mean?). If published, this will include your full peer review and any attached files. If you choose “no”, your identity will remain anonymous but your review may still be made public. Do you want your identity to be public for this peer review? For information about this choice, including consent withdrawal, please see our Privacy Policy. Reviewer #1: No Reviewer #2: Yes: Prashanth N Suravajhala [NOTE: If reviewer comments were submitted as an attachment file, they will be attached to this email and accessible via the submission site. Please log into your account, locate the manuscript record, and check for the action link "View Attachments". If this link does not appear, there are no attachment files to be viewed.] While revising your submission, please upload your figure files to the Preflight Analysis and Conversion Engine (PACE) digital diagnostic tool, https://pacev2.apexcovantage.com/. PACE helps ensure that figures meet PLOS requirements. To use PACE, you must first register as a user. Registration is free. Then, login and navigate to the UPLOAD tab, where you will find detailed instructions on how to use the tool. If you encounter any issues or have any questions when using PACE, please email us at figures@plos.org. Please note that Supporting Information files do not need this step. 31 Oct 2019 Obul Reddy Bandapalli, MSc, PhD Academic Editor PLOS ONE Dear Dr. Bandapalli: Thank you for considering our manuscript and allowing us to address the issues brought forth. The manuscript has been edited to meet PLOS ONE’s style requirements. In particular, the “References” heading has been changed to the appropriate heading style 1. A caption for “Supporting Information” has been added after the references section. Table 1 has been correctly formatted to have no empty rows with a clearer presentation of information. The ethics statement has been updated in the manuscript and in the online submission form: “The Hamilton Integrated Research Ethics Board approved the retrieval of data with knowledge of the identifying information.” In addition, any potential link to the patients have been removed – date of birth and specific age of onset have been removed from the S1 Table. “Fig 1: Flowchart of the retrospective study” has been added to the manuscript to allow readers to understand the process of patient and variant selection for NGS. All in-text citations have been changed accordingly. Further, we would like to address the comments from the editors in the order in which they were presented. Sincerely, Mark Mark Tarnopolsky, MD, PhD, Department of Pediatrics, McMaster University, Hamilton, Ontario, L8N 3Z5, CANADA. Phone 905-521-2100 (76593) FAX 905-577-8380 tarnopol@mcmaster.ca Reviewer # 1: We would like to thank this reviewer for his/her helpful comments and have made revisions along the lines suggested. Specifically: We have changed “epigenetic factors” in the abstract and in our hypothesis to “environmental [risk] factors.” In addition to the changes in our hypothesis, we suggest in our discussion that environmental toxins such as chronic ethanol consumption can be an independent cause for the development of OA. With these changes in mind, we believe it is more clear that chronic ethanol consumption is an environmental factor that could be triggering epigenetic changes in known or unknown associated genes, rather than a definitive epigenetic factor for OA. Furthermore, statements have been added to clarify how patients were selected for mtDNA and/or nuclear NGS (lines 117-119). Lastly, a statement has been added to clarify the selection of genes in the PEO/Optic Atrophy nuclear panel (lines 144-146). Reviewer # 2: We would like to thank this reviewer for his/her helpful comments and have made revisions along the lines suggested. Specifically: A pictorial methodology (Fig 1) has been added to describe the retrospective design, criteria, and variant classifications. A sentence on the potential role of DNA repair genes has been added (lines 86-87). The lines 84-90 in the unrevised manuscript has been split into two concise sentences. We have added a sentence to state how the panel was created and that all detected nuclear variants were reported. Therefore, no variants were discovered in SLC25A1 or the unknown regions/unannotated. The typo found on line 204 in the unrevised manuscript has been fixed. The possibility of a metabolic syndrome cannot be ruled out through our study, as stated in lines 88-91. All patients are tested for B12/folate deficiencies and other causes for OA, prior to NGS. The pictorial methodology added can help to clarify this. Lastly, machine learning heuristics may be an answer in the future for overcoming challenges in sampling, but it may be out of the scope of the current study. Submitted filename: Response to Reviewers.docx Click here for additional data file. 11 Nov 2019 An evaluation of genetic causes and environmental risks for bilateral optic atrophy PONE-D-19-26430R1 Dear Dr. Tarnopolsky, We are pleased to inform you that your manuscript has been judged scientifically suitable for publication and will be formally accepted for publication once it complies with all outstanding technical requirements. Within one week, you will receive an e-mail containing information on the amendments required prior to publication. When all required modifications have been addressed, you will receive a formal acceptance letter and your manuscript will proceed to our production department and be scheduled for publication. Shortly after the formal acceptance letter is sent, an invoice for payment will follow. To ensure an efficient production and billing process, please log into Editorial Manager at https://www.editorialmanager.com/pone/, click the "Update My Information" link at the top of the page, and update your user information. If you have any billing related questions, please contact our Author Billing department directly at authorbilling@plos.org. If your institution or institutions have a press office, please notify them about your upcoming paper to enable them to help maximize its impact. If they will be preparing press materials for this manuscript, you must inform our press team as soon as possible and no later than 48 hours after receiving the formal acceptance. Your manuscript will remain under strict press embargo until 2 pm Eastern Time on the date of publication. For more information, please contact onepress@plos.org. With kind regards, Obul Reddy Bandapalli, MSc, PhD Academic Editor PLOS ONE Additional Editor Comments (optional): Reviewers' comments: Reviewer's Responses to Questions Comments to the Author 1. If the authors have adequately addressed your comments raised in a previous round of review and you feel that this manuscript is now acceptable for publication, you may indicate that here to bypass the “Comments to the Author” section, enter your conflict of interest statement in the “Confidential to Editor” section, and submit your "Accept" recommendation. Reviewer #1: (No Response) Reviewer #2: All comments have been addressed ********** 2. Is the manuscript technically sound, and do the data support the conclusions? The manuscript must describe a technically sound piece of scientific research with data that supports the conclusions. Experiments must have been conducted rigorously, with appropriate controls, replication, and sample sizes. The conclusions must be drawn appropriately based on the data presented. Reviewer #1: Yes Reviewer #2: Yes ********** 3. Has the statistical analysis been performed appropriately and rigorously? Reviewer #1: I Don't Know Reviewer #2: Yes ********** 4. Have the authors made all data underlying the findings in their manuscript fully available? The PLOS Data policy requires authors to make all data underlying the findings described in their manuscript fully available without restriction, with rare exception (please refer to the Data Availability Statement in the manuscript PDF file). The data should be provided as part of the manuscript or its supporting information, or deposited to a public repository. For example, in addition to summary statistics, the data points behind means, medians and variance measures should be available. If there are restrictions on publicly sharing data—e.g. participant privacy or use of data from a third party—those must be specified. Reviewer #1: Yes Reviewer #2: Yes ********** 5. Is the manuscript presented in an intelligible fashion and written in standard English? PLOS ONE does not copyedit accepted manuscripts, so the language in submitted articles must be clear, correct, and unambiguous. Any typographical or grammatical errors should be corrected at revision, so please note any specific errors here. Reviewer #1: (No Response) Reviewer #2: Yes ********** 6. Review Comments to the Author Please use the space provided to explain your answers to the questions above. You may also include additional comments for the author, including concerns about dual publication, research ethics, or publication ethics. (Please upload your review as an attachment if it exceeds 20,000 characters) Reviewer #1: (No Response) Reviewer #2: I am satisfied with all the changes rendered by the authors. They could have answered the responses in line, but it's okay. ********** 7. PLOS authors have the option to publish the peer review history of their article (what does this mean?). If published, this will include your full peer review and any attached files. If you choose “no”, your identity will remain anonymous but your review may still be made public. Do you want your identity to be public for this peer review? For information about this choice, including consent withdrawal, please see our Privacy Policy. Reviewer #1: No Reviewer #2: Yes: Prashanth Suravajhala 18 Nov 2019 PONE-D-19-26430R1 An evaluation of genetic causes and environmental risks for bilateral optic atrophy Dear Dr. Tarnopolsky: I am pleased to inform you that your manuscript has been deemed suitable for publication in PLOS ONE. Congratulations! Your manuscript is now with our production department. If your institution or institutions have a press office, please notify them about your upcoming paper at this point, to enable them to help maximize its impact. If they will be preparing press materials for this manuscript, please inform our press team within the next 48 hours. Your manuscript will remain under strict press embargo until 2 pm Eastern Time on the date of publication. For more information please contact onepress@plos.org. For any other questions or concerns, please email plosone@plos.org. Thank you for submitting your work to PLOS ONE. With kind regards, PLOS ONE Editorial Office Staff on behalf of Dr. Obul Reddy Bandapalli Academic Editor PLOS ONE
  53 in total

1.  WFS1 in Optic Neuropathies: Mutation Findings in Nonsyndromic Optic Atrophy and Assessment of Clinical Severity.

Authors:  Joanna Grenier; Isabelle Meunier; Vincent Daien; Corinne Baudoin; François Halloy; Béatrice Bocquet; Catherine Blanchet; Cécile Delettre; Etienne Esmenjaud; Agathe Roubertie; Guy Lenaers; Christian P Hamel
Journal:  Ophthalmology       Date:  2016-07-07       Impact factor: 12.079

2.  OPA1 Isoforms in the Hierarchical Organization of Mitochondrial Functions.

Authors:  Valentina Del Dotto; Prashant Mishra; Sara Vidoni; Mario Fogazza; Alessandra Maresca; Leonardo Caporali; J Michael McCaffery; Martina Cappelletti; Enrico Baruffini; Guy Lenaers; David Chan; Michela Rugolo; Valerio Carelli; Claudia Zanna
Journal:  Cell Rep       Date:  2017-06-20       Impact factor: 9.423

3.  Identification of a missense variant in the WFS1 gene that causes a mild form of Wolfram syndrome and is associated with risk for type 2 diabetes in Ashkenazi Jewish individuals.

Authors:  Vikas Bansal; Bernhard O Boehm; Ariel Darvasi
Journal:  Diabetologia       Date:  2018-07-16       Impact factor: 10.122

Review 4.  Dominant optic atrophy: updates on the pathophysiology and clinical manifestations of the optic atrophy 1 mutation.

Authors:  Bo Y Chun; Joseph F Rizzo
Journal:  Curr Opin Ophthalmol       Date:  2016-11       Impact factor: 3.761

5.  Nuclear gene OPA1, encoding a mitochondrial dynamin-related protein, is mutated in dominant optic atrophy.

Authors:  C Delettre; G Lenaers; J M Griffoin; N Gigarel; C Lorenzo; P Belenguer; L Pelloquin; J Grosgeorge; C Turc-Carel; E Perret; C Astarie-Dequeker; L Lasquellec; B Arnaud; B Ducommun; J Kaplan; C P Hamel
Journal:  Nat Genet       Date:  2000-10       Impact factor: 38.330

Review 6.  Leber hereditary optic neuropathy.

Authors:  P Yu-Wai-Man; D M Turnbull; P F Chinnery
Journal:  J Med Genet       Date:  2002-03       Impact factor: 6.318

Review 7.  Acute vision loss resulting from complications of ethanol abuse.

Authors:  M Shimozono; J C Townsend; P F Ilsen; D C Bright
Journal:  J Am Optom Assoc       Date:  1998-05

8.  OPA1 mutations impair mitochondrial function in both pure and complicated dominant optic atrophy.

Authors:  Patrick Yu-Wai-Man; Michael I Trenell; Kieren G Hollingsworth; Philip G Griffiths; Patrick F Chinnery
Journal:  Brain       Date:  2010-10-14       Impact factor: 13.501

Review 9.  A neurodegenerative perspective on mitochondrial optic neuropathies.

Authors:  Patrick Yu-Wai-Man; Marcela Votruba; Florence Burté; Chiara La Morgia; Piero Barboni; Valerio Carelli
Journal:  Acta Neuropathol       Date:  2016-09-30       Impact factor: 17.088

10.  Effect of chronic alcohol and tobacco use on retinal nerve fibre layer thickness: a case-control study.

Authors:  Shashi Ahuja; Praveen S Kumar; Vivek Praveen Kumar; Shivanand Kattimani; Sujiv Akkilagunta
Journal:  BMJ Open Ophthalmol       Date:  2016-11-21
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  3 in total

1.  Dominant ACO2 mutations are a frequent cause of isolated optic atrophy.

Authors:  Majida Charif; Naïg Gueguen; Marc Ferré; Zouhair Elkarhat; Salim Khiati; Morgane LeMao; Arnaud Chevrollier; Valerie Desquiret-Dumas; David Goudenège; Céline Bris; Selma Kane; Jennifer Alban; Stéphanie Chupin; Céline Wetterwald; Leonardo Caporali; Francesca Tagliavini; Chiara LaMorgia; Michele Carbonelli; Neringa Jurkute; Abdelhamid Barakat; Philippe Gohier; Christophe Verny; Magalie Barth; Vincent Procaccio; Dominique Bonneau; Xavier Zanlonghi; Isabelle Meunier; Nicole Weisschuh; Simone Schimpf-Linzenbold; Felix Tonagel; Ulrich Kellner; Patrick Yu-Wai-Man; Valerio Carelli; Bernd Wissinger; Patrizia Amati-Bonneau; Pascal Reynier; Guy Lenaers
Journal:  Brain Commun       Date:  2021-04-07

2.  Functional characterization of variants of unknown significance in a spinocerebellar ataxia patient using an unsupervised machine learning pipeline.

Authors:  Siddharth Nath; Nicholas S Caron; Linda May; Oxana B Gluscencova; Jill Kolesar; Lauren Brady; Brett A Kaufman; Gabrielle L Boulianne; Amadeo R Rodriguez; Mark A Tarnopolsky; Ray Truant
Journal:  Hum Genome Var       Date:  2022-04-14

3.  Genetic spectrum and characteristics of autosomal optic neuropathy in Korean: Use of next-generation sequencing in suspected hereditary optic atrophy.

Authors:  Yuri Seo; Tae Young Kim; Dongju Won; Saeam Shin; Jong Rak Choi; Seung-Tae Lee; Byung Joo Lee; Hyun Taek Lim; Sueng-Han Han; Jinu Han
Journal:  Front Neurol       Date:  2022-08-22       Impact factor: 4.086

  3 in total

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