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Clinical application of trio-based whole-exome sequencing in idiopathic generalized epilepsy

  • Author Footnotes
    1 These authors contributed equally to this work.
    Zhi-Jian Lin
    Footnotes
    1 These authors contributed equally to this work.
    Affiliations
    Department of Neurology, the Affiliated Hospital of Putian University, Putian 351100, Fujian Province, China

    Department of Neurology, Institute of Neuroscience, Key Laboratory of Neurogenetics and Channelopathies of Guangdong Province and the Ministry of Education of China, the Second Affiliated Hospital, Guangzhou Medical University, Guangzhou, China
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  • Author Footnotes
    1 These authors contributed equally to this work.
    Bin Li
    Footnotes
    1 These authors contributed equally to this work.
    Affiliations
    Department of Neurology, Institute of Neuroscience, Key Laboratory of Neurogenetics and Channelopathies of Guangdong Province and the Ministry of Education of China, the Second Affiliated Hospital, Guangzhou Medical University, Guangzhou, China
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  • Peng-Xing Lin
    Affiliations
    Department of Neurology, the Affiliated Hospital of Putian University, Putian 351100, Fujian Province, China
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  • Wang Song
    Affiliations
    Department of Neurology, Institute of Neuroscience, Key Laboratory of Neurogenetics and Channelopathies of Guangdong Province and the Ministry of Education of China, the Second Affiliated Hospital, Guangzhou Medical University, Guangzhou, China
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  • Li-Min Yan
    Affiliations
    Department of Neurology, The Second Affiliated Hospital of Hainan Medical University, 570311 Haikou, Hainan, China
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  • Heng Meng
    Correspondence
    Corresponding author at: Department of Neurology, the First Affiliated Hospital of Jinan University, 613 West Huangpu Ave, Guangzhou 510632, China.
    Affiliations
    Department of Neurology, the First Affiliated Hospital of Jinan University, Guangzhou 510632, China
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  • Na He
    Correspondence
    Corresponding author at: Institute of Neuroscience and Department of Neurology, the Second Affiliated Hospital of Guangzhou Medical University, Chang-Gang-Dong Road 250, Guangzhou 510260, Guangdong Province, China.
    Affiliations
    Department of Neurology, Institute of Neuroscience, Key Laboratory of Neurogenetics and Channelopathies of Guangdong Province and the Ministry of Education of China, the Second Affiliated Hospital, Guangzhou Medical University, Guangzhou, China
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  • Author Footnotes
    1 These authors contributed equally to this work.
Open AccessPublished:February 11, 2023DOI:https://doi.org/10.1016/j.seizure.2023.02.011

      Highlights

      • We identified one putatively causative and six possibly causative variants in 60 cases with IGEs.
      • GABRB1 is probably a novel causative gene for JME, which warrants recurrent support and functional studies.
      • A comprehensive evaluation combined with the ACMG scoring and assessment of clinical concordance is suggested for the pathogenicity of variants.

      Abstract

      Purpose

      Idiopathic generalized epilepsies (IGEs) are a common group of genetic generalized epilepsies with high genetic heterogeneity and complex inheritance. However, the genetic basis is still largely unknown. This study aimed to explore the genetic etiologies in IGEs.

      Methods

      Trio-based whole-exome sequencing was performed in 60 cases with IGEs. The pathogenicity of candidate genetic variants was evaluated by the criteria of the American College of Medical Genetics and Genomics (ACMG), and the clinical causality was assessed by concordance between the observed phenotype and the reported phenotype.

      Results

      Seven candidate variants were detected in seven unrelated cases with IGE (11.7%, 7/60). According to ACMG, a de novo SLC2A1 (c.376C>T/p.Arg126Cys) variant identified in childhood absence epilepsy was evaluated as pathogenic with clinical concordance. Six variants were assessed to be uncertain significance by ACMG, but then considered causative after evaluation of clinical concordance. These variants included CLCN4 hemizygous variant (c.2044G>A/p.Glu682Lys) and IQSEC2 heterozygous variant (c.4315C>T/p.Pro1439Ser) in juvenile absence epilepsy, EFHC1 variant (c.1504C>T/p.Arg502Trp) and CACNA1H (c.589G>T/p.Ala197Ser) both with incomplete penetrance in juvenile myoclonic epilepsy, and GRIN2A variant (c.2011C>G/p.Gln671Glu) and GABRB1 variant (c.1075G>A/p.Val359Ile) both co-segregated with juvenile myoclonic epilepsy. Among them, GABRB1 was for the first time identified as potential novel causative gene for IGE.

      Significance

      Considering the genetic heterogeneity and complex inheritance of IGEs, a comprehensive evaluation combined the ACMG scoring and assessment of clinical concordance is suggested for the pathogenicity analysis of variants identified in clinical screening. GABRB1 is probably a novel causative gene for IGE, which warrants further studies.

      Keywords

      Abbreviations:

      IGE (idiopathic generalized epilepsy), CAE (childhood absence epilepsy), JAE (juvenile absence epilepsy), JME (juvenile myoclonic epilepsy), GTCA (epilepsy with generalized tonic-clonic seizures alone), WES (whole-exome sequencing), ACMG (the American College of Medical Genetics and Genomics)

      1. Introduction

      Idiopathic generalized epilepsies (IGEs) are a common group of genetic generalized epilepsies, which account for 15% to 20% of all epilepsies [
      • Jallon P.
      • Latour P.
      Epidemiology of idiopathic generalized epilepsies.
      ]. It is characterized by generalized epileptic seizures, including absence, myoclonic, generalized tonic-clonic, and myoclonic-tonic-clonic seizures, generalized spike/polyspike-slow waves on EEG, and good prognosis with normal neurodevelopment. Generally, the IGEs comprise four syndromes, including childhood absence epilepsy (CAE), juvenile absence epilepsy (JAE), juvenile myoclonic epilepsy (JME), and epilepsy with generalized tonic-clonic seizures alone (GTCA) [
      • Hirsch E.
      • French J.
      • Scheffer I.E.
      • et al.
      ILAE definition of the idiopathic generalized epilepsy syndromes: position statement by the ILAE task force on nosology and definitions.
      ].
      Increasing evidence has demonstrated that genetic factors play important roles in the pathogenesis of IGEs with complex inheritance [
      • Marini C.
      • Scheffer I.E.
      • Crossland K.M.
      • et al.
      Genetic architecture of idiopathic generalized epilepsy: clinical genetic analysis of 55 multiplex families.
      ,
      • Vadlamudi L.
      • Milne R.L.
      • Lawrence K.
      • et al.
      Genetics of epilepsy: the testimony of twins in the molecular era.
      ]. Several genes have been identified in IGEs, including CACNA1H, CACNB4, CASR, EFHC1, GABRA1, GABRB3, GABRG2, HCN2, ICK, KCNMA1, SLC2A1, and SLC12A5 (OMIM, https://www.omim.org/), accounting for a small proportion (2–8%) of IGEs [
      • Weber Y.G.
      • Lerche H.
      Genetic mechanisms in idiopathic epilepsies.
      ,
      • Liu X.R.
      • Xu X.X.
      • Lin S.M.
      • et al.
      GRIN2A variants associated with idiopathic generalized epilepsies.
      ]. With the application of whole-exome sequencing, a growing number of genes and variants have been identified in patients with IGEs. However, evaluating the pathogenicity of sequence variants is often challenging, particularly in persons with variants labelled “uncertain significance”. This scenario highlights the need for a comprehensive interpretation of variants in clinical practice.
      In this study, we performed trio-based whole-exome sequencing (WES) in a Chinese cohort of 60 cases with IGEs. To comprehensive interpretation of the sequence variants, the pathogenicity of variants was firstly evaluated by the American College of Medical Genetics and Genomics (ACMG) standards and guidelines, and then for a given case, the clinical concordance was assessed between the presenting phenotype of the person and the previously reported phenotype of the mutated genes.

      2. Subjects and methods

      2.1 Subjects

      A total of 60 cases with IGEs were enrolled in the outpatient clinics of three hospitals, including the Affiliated Hospital of Putian University, the First Affiliated Hospital of Jinan University, and the Second Affiliated Hospital of Guangzhou Medical University, between June 2014 and June 2020. The clinical data were collected, including age, gender, seizure onset age, seizure types and frequency, response to anti-seizure medications (ASMs), neurodevelopment, family history, long-term video EEG, and brain MRI/CT. The procedures of open-close eyes test, intermittent photic stimulation, hyperventilation, and sleeping recording were all performed during EEG recording. Brain MRI or CT scans were performed to detect structural abnormalities. Epileptic seizures and epilepsy syndromes were diagnosed according to the criteria of the Commission on Classification and Terminology of the International League Against Epilepsy (1989, 2010, 2017, and 2022). In brief, the inclusion criteria for a case with IGE included: 1) one or a combination of seizure types restricted to absence, myoclonic, generalized tonic-clonic, and myoclonic-tonic-clonic seizures; 2) 2.5∼5.5 Hz generalized spike-wave and/or polyspike-wave discharges with normal background on EEG; 3) no or mild intellectual disability. Cases with acquired causes, such as infection, tumor, and traumatic brain damage, were excluded.
      This study abided by the guidelines of the International Committee of Medical Journal Editors regarding consent with research or participation, and received approval from the Ethics Committee of the hospital.

      2.2 WES and pathogenicity evaluation

      Genomic DNA was extracted from the peripheral vein blood of probands and their biological parents (trios) using the Qiagen Flexi Gene DNA kit (Qiagen, Hilden, Germany). Trio-based whole-exome sequencing (WES) was conducted on Illumina HiSeq 2500 systems by BGI-Shenzhen (Shenzhen, China). Library construction, exome capture, and data processing were performed as previously reported [
      • Wang J.
      • Qiao J.D.
      • Liu X.R.
      • et al.
      UNC13B variants associated with partial epilepsy with favourable outcome.
      ]. Variants sorting and filtration were performed with WES data. First, common variants were filtered out with a minor allele frequency (MAF) ≥ 0.005 in the 1000 Genomes Project and the Genome Aggregation Database (gnomAD). Second, potential pathogenic variants were reserved, including nonsense, frameshift, canonical splice site, indels, initiation codon, and missense variants predicted to be damaging by 23 in silico tools (http://varcards.biols.ac.cn/). Third, potential disease-causing variants were screened under five models, i.e., epilepsy-associated gene [
      • Wang J.
      • Lin Z.J.
      • Liu L.
      • et al.
      Epilepsy-associated genes.
      ] model, dominant/de novo model, autosomal recessive inheritance model, X-linked model, and co-segregation model.
      The pathogenicity of candidate variants was evaluated by the ACMG standards [
      • 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.
      ], which was classified as pathogenic, likely pathogenic, uncertain significance, likely benign, and benign. Meanwhile, to assess the causality of candidate variants clinically as previously described [
      • Zhou P.
      • He N.
      • Zhang J.W.
      • et al.
      Novel mutations and phenotypes of epilepsy-associated genes in epileptic encephalopathies.
      ], we further analyzed the observed phenotype of a given individual and evaluated the concordance with previously reported phenotypes of the candidate gene. All the candidate variants were validated by Sanger sequencing.

      3. Results

      3.1 General demographics and phenotypes of the IGE cohort

      We recruited 60 cases with IGEs, among whom 11 were diagnosed as CAE, 15 as JAE, 31 as JME, and three as GTCA (Table 1). Fifty-five percent of the cases were males (33/60). The average ages at onset of CAE, JAE, JME, and GTCA were 6.7, 12.1, 13.3, and 15.0 years old, respectively. None of the IGE cases had intellectual disability. All IGE cases showed good responsiveness to ASMs, and 46 (76.7%) got seizure-free for more than two years.
      Table 1Clinical characteristics of patients with idiopathic generalized epilepsies.
      Clinical featureIGE

      (n = 60)
      CAE

      (n = 11)
      JAE

      (n = 15)
      JME

      (n = 31)
      GTCA

      (n = 3)
      Male, n (%)33 (55.0)4 (36.4)11 (73.3)16 (51.6)2 (66.7)
      Age at seizure onset, mean ± SD (years)11.9 ± 4.36.7 ± 2.512.1 ± 3.313.3 ± 4.015.0 ± 2.6
      Seizure type(s)
       With GTCS, n (%)42 (70.0)4 (36.4)12 (80.0)23 (74.2)3 (100.0)
       With absence seizures, n (%)27 (45.0)11 (100.0)15 (100.0)1 (3.2)0 (0.0)
       With myoclonic seizures, n (%)31 (51.7)0 (0.0)0 (0.0)31 (100.0)0 (0.0)
      Personal history of febrile seizures, n (%)6 (10.0)2 (18.2)1 (6.7)3 (9.7)0 (0.0)
      Family history of seizure/epilepsy, n (%)7 (11.7)3 (27.3)0 (0.0)4 (12.9)0 (0.0)
      Intellectual disability, n (%)0 (0.0)0 (0.0)0 (0.0)0 (0.0)0 (0.0)
      Seizure-free for more than two years, n (%)46 (76.7)11 (100.0)13 (86.7)22 (71.0)0 (0.0)
      CAE, childhood absence epilepsy; GTCA, epilepsy with generalized tonic-clonic seizures alone; GTCS, generalized tonic-clonic seizure; IGE, idiopathic generalized epilepsy; JAE, juvenile absence epilepsy; JME, juvenile myoclonic epilepsy; SD, standard deviation.

      3.2 Overall yield of clinical WES analysis in the IGE cohort

      In total, seven candidate variants were detected in seven unrelated cases, accounting for 11.7% (7/60) of cases with IGE. The detection rates in CAE, JAE, JME, and GTCA were 9.1%, 13.3%, 12.9%, and 0, respectively (Table 2). Three of the seven detected genes, SLC2A1, EFHC1, and CACNA1H, were established IGE-associated genes listed in OMIM. Combining the pathogenicity evaluated by the ACMG standard and assessment of clinical concordance, one gene variant was finally evaluated as putatively causative, and the other six were considered as possibly causative (Table 2).
      Table 2Genes identified in idiopathic generalized epilepsies screened by trio-based whole-exome sequencing.
      PhenotypeCase no.Candidate mutation no. (%)Putatively causative genePossibly causative gene
      CAE111 (9.1)SLC2A1/
      JAE152 (13.3)/CLCN4, IQSEC2
      JME314 (12.9)/EFHC1, CACNA1H, GABRB1, GRIN2A
      GTCA30 (0.0)//
      Total607 (11.7)//
      Underline, X-linked gene.
      Bold, idiopathic generalized epilepsy-associated gene listed in Online Mendelian Inheritance in Man (OMIM, https://www.omim.org/).
      The clinical manifestations of the seven cases with candidate variants were demonstrated in Table 3, and their genetic features were shown in Fig. 1. The seven cases, including one with CAE, two with JAE, and four with JME, all had a typical onset age, generalized seizures with typically generalized discharges on EEG, and a good prognosis after ASMs treatments. Two JME cases had one of their parents also suffering from JME or unclassified generalized epilepsy (Fig. 1).
      Table 3Clinical and genetic features of the patients with mutations.
      CaseGender/current ageDiagnosisOnsetageSeizure types
      Bold is the main seizure type, with seizure frequency indicated in the following column.
      Seizure frequencyEEGBrain MRI/CTASMSeizure-free durationGeneMutationOrigin
      1F/20yCAE4 yAbSeveral/d3∼4 Hz GSWNormalLTG6 ySLC2A1NM_006516, c.376C>T/p.Arg126CysDe novo
      2M/22yJAE10 yAb, GTCS1/2y3∼4 Hz GSWNormalVPA10 yCLCN4
      X-linked gene.
      NM_001830, c.2044G>A/p.Glu682LysMaternal
      3F/32yJAE15 yAb, GTCS3∼4/d3∼4 Hz GSWNormalVPA8 yIQSEC2
      X-linked gene.
      NM_001111125, c.4315C>T/p.Pro1439SerMaternal
      4F/22yJME11 yMyo, GTCS10/moGSW, GPSWNormalLEV9 yEFHC1NM_018100, c.1504C>T/p.Arg502TrpMaternal
      5F/25yJME11 yMyo, GTCS2∼3/y3∼4 Hz GSWNormalLTG12 yCACNA1HNM_021098, c.589G>T/p.Ala197SerMaternal
      6F/24yJME12 yMyo, Ab, GTCS1∼12/wk3∼4 Hz GSWNormalTPM+VPA8 yGRIN2ANM_001134407, c.2011C>G/p.Gln671GluMaternal
      affected with IGE.
      7F/26yJME9 yMyo, Ab, GTCS2/d3∼4 Hz GSWNormalVPA10 yGABRB1NM_000812, c.1075G>A/p.Val359IlePaternal
      affected with IGE.
      Ab, absence; ASM, anti-seizure medicine; CAE, childhood absence epilepsy; F, female; GPSW, generalized poly-spike slow wave; GSW, generalized spike-slow wave; GTCS, generalized tonic-clonic seizure; JAE, juvenile absence epilepsy; JME, juvenile myoclonic epilepsy; LEV, levetiracetam; LTG, lamotrigine; M, male; Myo, myoclonic; TPM, topiramate; VPA, valproate; y, years.
      a Bold is the main seizure type, with seizure frequency indicated in the following column.
      b X-linked gene.
      c affected with IGE.
      Fig 1
      Fig. 1Genetic data of cases with variants. (A) Pedigrees of seven cases with genetic variants and their corresponding phenotypes. m, mutant allele; +, wild type allele; Y, Y chromosome; NA, not available; *X-linked gene; red, childhood absence epilepsy (CAE); yellow, juvenile absence epilepsy (JAE); green, juvenile myoclonic epilepsy (JME); blue, idiopathic generalized epilepsy (IGE). Arrows indicate the probands. (B) Sanger DNA sequencing chromatograms in trios. The mutation sites are marked in red boxes. (C) The amino acid sequence alignments of the seven variants showed that all variants were highly conserved across vertebrates.

      3.3 Pathogenicity analysis of the candidate variants

      All seven candidate variants were missense variants, among which one was de novo, and the others were inherited (Fig. 1). According to ACMG, the de novo variant was evaluated as pathogenic, and the rest six inherited variants were estimated to be uncertain significance. When assessing the causality of candidate variants clinically, the clinical manifestation of each individual was consistent with the previously reported phenotype of the candidate gene, showing the variants were causative/possible causative clinically (Tables 1 and 4).
      Table 4Bioinformatics analysis and ACMG scoring of mutations identified in idiopathic generalized epilepsies.
      CaseDiagnosisGeneMutationMAFIn silico missense predictionOMIM (inheritance)Reported/novelACMG evaluationClinical concordance
      Whether the clinical features of the patient were in concordance with the reported phenotype of the causative gene.
      gnomADgnomAD-EASKGD:A
      Number of algorithms predicted to be deleterious: total in silico algorithms, which was retrieved from the website http://varcards.biols.ac.cn/. Due to space limitations, only three typical results (SIFT, PP2-var, and MT) were indicated in this table.
      SIFTPP2-varMT
      1CAESLC2A1c.376C>T/p.Arg126Cys00023:23DPrDEIG12 (AD)Reported
      mutation has been previously reported in references [12,14].
      Path: PS1+PS2+PS3+PM1+PM2+PP3Yes
      2JAECLCN4c.2044G>A/p.Glu682Lys00011:21TBDMRXSRC (XL)NovelUS: PM2+PP3Yes
      3JAEIQSEC2c.4315C>T/p.Pro1439Ser0009:21DPDXLID1 (XL)NovelUS: PM2+PP3Yes
      4JMEEFHC1c.1504C>T/p.Arg502Trp00016:23DPrDJAE, JME (AD)NovelUS: PM2+PP3Yes
      5JMECACNA1Hc.589G>T/p.Ala197Ser00019:23TPrDCAE, EIG6 (AD)NovelUS: PM2+PP3Yes
      6JMEGRIN2Ac.2011C>G/p.Gln671Glu00019:23DPrDFESD (AD)NovelUS: PM2+PP1+PP3Yes
      7JMEGABRB1c.1075G>A/p.Val359Ile00013:23TPrDDEE (AD)NovelUS: PM2+PP1+PP3Yes
      ACMG, the American College of Medical Genetics and Genomics; AD, autosomal dominant; CAE, childhood absence epilepsy; DEE, developmental and epileptic encephalopathy; EAS, East Asian; FESD, focal epilepsy with speech disorder and with or without impaired intellectual development; gnomAD, the Genome Aggregation Database; IGE, idiopathic generalized epilepsy; JAE, juvenile absence epilepsy; JME, juvenile myoclonic epilepsy; KG, 1000 Genomes Project; MAF, minor allele frequency; MT, Mutation Taster (D, disease-causing); Path, pathogenic; PP2-var, PolyPhen-2 HVAR (B, benign; P, possibly damaging; Pr, probably damaging); SIFT, Sorts Intolerant From Tolerant (D, damaging; T, tolerated); US, uncertain significance; XL, X-linked inheritance. EIG12, idiopathic generalized epilepsy-12; MRXSRC, Raynaud-Claes syndrome; XLID1, X-linked intellectual developmental disorder-1; EIG6, idiopathic generalized epilepsy-6.
      a Number of algorithms predicted to be deleterious: total in silico algorithms, which was retrieved from the website http://varcards.biols.ac.cn/. Due to space limitations, only three typical results (SIFT, PP2-var, and MT) were indicated in this table.
      b Whether the clinical features of the patient were in concordance with the reported phenotype of the causative gene.
      c mutation has been previously reported in references
      • Suls A.
      • Mullen S.A.
      • Weber Y.G.
      • et al.
      Early-onset absence epilepsy caused by mutations in the glucose transporter GLUT1.
      ,
      • Wong H.Y.
      • Law P.Y.
      • Ho Y.Y.
      Disease-associated Glut1 single amino acid substitute mutations S66F, R126C, and T295M constitute Glut1-deficiency states in vitro.
      .

      3.3.1 De novo variant

      A de novo variant in SLC2A1 (c.376C>T/p.Arg126Cys) was identified in a case with CAE. SLC2A1 has been reported to be a causative gene for IGE (EIG12, OMIM #614847). The amino acid residue Arg126 is a “hot spot” for mutations with different amino acid substitutes by cysteine, histidine, and leucine in different patients with GLUT1 deficiency syndrome or early-onset absence epilepsy [
      • Klepper J.
      • Leiendecker B.
      GLUT1 deficiency syndrome–2007 update.
      ,
      • Suls A.
      • Mullen S.A.
      • Weber Y.G.
      • et al.
      Early-onset absence epilepsy caused by mutations in the glucose transporter GLUT1.
      ]. The variant Arg126Cys has been repeatedly identified in more than eight patients [
      • Gokben S.
      • Yilmaz S.
      • Klepper J.
      • Serdaroglu G.
      • Tekgul H.
      Video/EEG recording of myoclonic absences in GLUT1 deficiency syndrome with a hot-spot R126C mutation in the SLC2A1 gene.
      ], and verified a damaging function impact, which impaired glucose transport function and constituted Glut1-deficiency states in vitro [
      • Suls A.
      • Mullen S.A.
      • Weber Y.G.
      • et al.
      Early-onset absence epilepsy caused by mutations in the glucose transporter GLUT1.
      ,
      • Wong H.Y.
      • Law P.Y.
      • Ho Y.Y.
      Disease-associated Glut1 single amino acid substitute mutations S66F, R126C, and T295M constitute Glut1-deficiency states in vitro.
      ]. The variant was evaluated as pathogenic with the ACMG standards (Table 4).

      3.3.2 Inherited variants

      A hemizygous missense variant of CLCN4 (c.2044G>A/p.Glu682Lys) was identified in a male patient with JAE, which was inherited from his asymptomatic mother. CLCN4 has been reported to be associated with X-linked mental retardation Raynaud-Claes syndrome (MRXSRC, OMIM #300114). CLCN4-related epilepsy comprises a broad spectrum of phenotypes ranging from mild, brief absence seizures to severe epileptic encephalopathy [
      • Palmer E.E.
      • Stuhlmann T.
      • Weinert S.
      • et al.
      De novo and inherited mutations in the X-linked gene CLCN4 are associated with syndromic intellectual disability and behavior and seizure disorders in males and females.
      ,
      • He H.
      • Guzman R.E.
      • Cao D.
      • et al.
      The molecular and phenotypic spectrum of CLCN4-related epilepsy.
      ]. Complete penetrance was observed in males with hemizygous mutations, while incomplete penetrance was shown in females with heterozygous mutations [
      • Palmer E.E.
      • Stuhlmann T.
      • Weinert S.
      • et al.
      De novo and inherited mutations in the X-linked gene CLCN4 are associated with syndromic intellectual disability and behavior and seizure disorders in males and females.
      ]. We, therefore, considered this hemizygous variant Glu682Lys to be possibly causative for the patient with JAE.
      A heterozygous missense variant of IQSEC2 (c.4315C>T/p.Pro1439Ser) was identified in a female JAE patient, which was inherited from her unaffected mother with incomplete penetrance. Hemizygous and heterozygous variants in IQSEC2 have been both reported to cause X-linked intellectual developmental disorder (XLID1, OMIM #309530) with frequent seizures in both males and females [
      • Tran Mau-Them F.
      • Willems M.
      • Albrecht B.
      • et al.
      Expanding the phenotype of IQSEC2 mutations: truncating mutations in severe intellectual disability.
      ,
      • Kalscheuer V.M.
      • James V.M.
      • Himelright M.L.
      • et al.
      Novel missense mutation A789V in IQSEC2 underlies X-linked intellectual disability in the MRX78 family.
      ,
      • Zerem A.
      • Haginoya K.
      • Lev D.
      • et al.
      The molecular and phenotypic spectrum of IQSEC2-related epilepsy.
      ,
      • Mignot C.
      • McMahon A.C.
      • Bar C.
      • et al.
      IQSEC2-related encephalopathy in males and females: a comparative study including 37 novel patients.
      ]. Generalized epilepsy, especially absences and generalized tonic-clonic seizures, had been observed in several female patients with heterozygous IQSEC2 variants [
      • Zerem A.
      • Haginoya K.
      • Lev D.
      • et al.
      The molecular and phenotypic spectrum of IQSEC2-related epilepsy.
      ,
      • Mignot C.
      • McMahon A.C.
      • Bar C.
      • et al.
      IQSEC2-related encephalopathy in males and females: a comparative study including 37 novel patients.
      ]. The missense variant Pro1439Ser, which was not present in general populations and was predicted to be damaging by multiple in silico tools, was considered as possibly causative from the clinical concordance.
      Four heterozygous missense variants, including c.1504C>T/p.Arg502Trp in EFHC1, c.589G>T/p.Ala197Ser in CACNA1H, c.2011C>G/p.Gln671Glu in GRIN2A, and c.1075G>A/p.Val359Ile in GABRB1, were detected in four patients with JME. The variant Arg502Trp in EFHC1 and Ala197Ser in CACNA1H were inherited from their unaffected parents, showing incomplete penetrance. EFHC1 is a well-established causative gene for JME (OMIM #254770) with a penetrance of 65–78% [
      • Suzuki T.
      • Delgado-Escueta A.V.
      • Aguan K.
      • et al.
      Mutations in EFHC1 cause juvenile myoclonic epilepsy.
      ,
      • Annesi F.
      • Gambardella A.
      • Michelucci R.
      • et al.
      Mutational analysis of EFHC1 gene in Italian families with juvenile myoclonic epilepsy.
      ]. CACNA1H has been reported to be associated with CAE and IGE (EIG6, OMIM #611942) with incomplete penetrance [
      • Heron S.E.
      • Khosravani H.
      • Varela D.
      • et al.
      Extended spectrum of idiopathic generalized epilepsies associated with CACNA1H functional variants.
      ]. Therefore, the two rare variants Arg502Trp and Ala197Ser were evaluated as possibly causative.
      GRIN2A mutations were previously associated with focal epilepsy and speech disorder (FESD, OMIM #245570). Recently, several heterozygous missense mutations were reported in patients with IGE [
      • Liu X.R.
      • Xu X.X.
      • Lin S.M.
      • et al.
      GRIN2A variants associated with idiopathic generalized epilepsies.
      ]. In this study, the missense variant Gln671Glu in GRIN2A was identified in a JME patient and her affected mother with JME (Fig. 1), showing co-segregation with JME. The variant Gln671Glu was considered possibly causative.
      GABRB1 mutations were associated with developmental and epileptic encephalopathy (DEE, OMIM #617153). The patient with Val359Ile presented mild JME with an excellent prognosis, and the variant was inherited from his affected father, who also had mild IGE (co-segregation, Fig. 1). The missense variant was not present in general populations, was predicted to be deleterious by multiple in silico tools, and was highly conserved in various species (Fig. 1). Thus, Val359Ile in GABRB1 was assessed as possibly causative clinically.

      4. Discussion

      In the present study, we identified one putatively causative and six possibly causative variants in 60 cases with IGEs. The seven variants were found in seven genes, including three established IGE-associated genes, three genes linked to IGE, and one novel potential IGE-related gene, reiterating the genetic heterogeneity of IGEs. The variants with “uncertain significance” by ACMG were re-evaluated as possibly causative by evaluating their clinical concordance, highlighting the significance of comprehensive evaluation of pathogenicity of variants based on both ACMG scoring and clinical concordance assessment.
      CAE is currently associated with ion channel genes predominantly, such as calcium channel (CACNA1H, CACNG3), GABA receptor (GABRA1, GABRB3, and GABRG2), glutamate receptor (GRM4), acetylcholine receptor (CHRNA4), and chloride channel (CLCN2) [
      • Thakran S.
      • Guin D.
      • Singh P.
      • et al.
      Genetic landscape of common epilepsies: advancing towards precision in treatment.
      ]. In this study, a de novo SLC2A1 missense variant was identified in a CAE patient with an onset age of four years. SLC2A1, belonging to the solute carrier family, encodes the glucose transporter that can pass through the blood-brain barrier for glucose to enter the brain. Over 350 mutations had been identified in SLC2A1, of which the majority were associated with glucose transporter type 1 deficiency syndrome (https://www.hgmd.cf.ac.uk/ac/index.php, version: HGMD Professional 2022.2). Other SLC2A1-associated phenotypes include paroxysmal exercise-induced dyskinesia and epilepsy, paroxysmal choreoathetosis with spasticity, CAE, myoclonic-astatic epilepsy, and so on. A previous study had suggested that heterozygous destructive mutations were associated with severe metabolic encephalopathy, while mild functional deficiency resulted in mild paroxysmal events [
      • Suls A.
      • Dedeken P.
      • Goffin K.
      • et al.
      Paroxysmal exercise-induced dyskinesia and epilepsy is due to mutations in SLC2A1, encoding the glucose transporter GLUT1.
      ]. Given that SLC2A1 variants account for 10% of cases with absence seizures starting before four years [
      • Suls A.
      • Mullen S.A.
      • Weber Y.G.
      • et al.
      Early-onset absence epilepsy caused by mutations in the glucose transporter GLUT1.
      ,
      • Arsov T.
      • Mullen S.A.
      • Damiano J.A.
      • et al.
      Early onset absence epilepsy: 1 in 10 cases is caused by GLUT1 deficiency.
      ], genetic testing should be considered for patients with early-onset absence epilepsy, especially those with movement disorders or learning disabilities. Additionally, attention should be paid to the specific treatment with ketogenic diet in individuals with SLC2A1 variants. Previous studies have demonstrated that seizures in cases with SLC2A1 variants tended to be intractable to pharmacological treatments, but responded rapidly to a ketogenic diet in 79% of cases [
      • Hully M.
      • Vuillaumier-Barrot S.
      • Le Bizec C.
      • et al.
      From splitting GLUT1 deficiency syndromes to overlapping phenotypes.
      ], especially in cases with GLUT1 deficiency syndrome. The correct genetic diagnosis with SLC2A1 variants would be help for clinical management.
      JAE shares some common genes with CAE. Previous studies showed that patients with variants in CACNB4, EFHC1, GABRA1, GRIK1, and INHA were susceptible to JAE [
      • Thakran S.
      • Guin D.
      • Singh P.
      • et al.
      Genetic landscape of common epilepsies: advancing towards precision in treatment.
      ]. In the present study, we identified a hemizygous CLCN4 variant in a male JAE patient and a heterozygous IQSEC2 variant in a female JAE patient, both of which were inherited from unaffected mothers. CLCN4 encodes a voltage-dependent chloride/hydrogen exchanger, which is involved in the ion homeostasis of endosomes and intracellular trafficking. IQSEC2 encodes a guanine nucleotide exchange factor that activates small GTPases and plays a critical role in the excitatory synaptic transmission. The two genes are both X-linked genes associated with intellectual disability and epilepsy [
      • Palmer E.E.
      • Stuhlmann T.
      • Weinert S.
      • et al.
      De novo and inherited mutations in the X-linked gene CLCN4 are associated with syndromic intellectual disability and behavior and seizure disorders in males and females.
      ,
      • Zerem A.
      • Haginoya K.
      • Lev D.
      • et al.
      The molecular and phenotypic spectrum of IQSEC2-related epilepsy.
      ], among which epilepsy was reported in 54% of patients with CLCN4 variants [
      • He H.
      • Guzman R.E.
      • Cao D.
      • et al.
      The molecular and phenotypic spectrum of CLCN4-related epilepsy.
      ] and in 83% of cases with IQSEC2 variants [
      • Mignot C.
      • McMahon A.C.
      • Bar C.
      • et al.
      IQSEC2-related encephalopathy in males and females: a comparative study including 37 novel patients.
      ]. The phenotype spectrum of epilepsy in both two genes varied from mild seizures to severe epileptic encephalopathy [
      • He H.
      • Guzman R.E.
      • Cao D.
      • et al.
      The molecular and phenotypic spectrum of CLCN4-related epilepsy.
      ,
      • Zerem A.
      • Haginoya K.
      • Lev D.
      • et al.
      The molecular and phenotypic spectrum of IQSEC2-related epilepsy.
      ]. Absence seizures and childhood-onset generalized seizures were observed in patients with CLCN4 variants [
      • Palmer E.E.
      • Stuhlmann T.
      • Weinert S.
      • et al.
      De novo and inherited mutations in the X-linked gene CLCN4 are associated with syndromic intellectual disability and behavior and seizure disorders in males and females.
      ] and patients with hemizygous or heterozygous IQSEC2 variants [
      • Zerem A.
      • Haginoya K.
      • Lev D.
      • et al.
      The molecular and phenotypic spectrum of IQSEC2-related epilepsy.
      ,
      • Mignot C.
      • McMahon A.C.
      • Bar C.
      • et al.
      IQSEC2-related encephalopathy in males and females: a comparative study including 37 novel patients.
      ]. Affected male patients usually had a more severe phenotype than female patients. Almost complete penetrance was observed in males with hemizygous mutations in both genes [
      • Palmer E.E.
      • Stuhlmann T.
      • Weinert S.
      • et al.
      De novo and inherited mutations in the X-linked gene CLCN4 are associated with syndromic intellectual disability and behavior and seizure disorders in males and females.
      ,
      • Shoubridge C.
      • Tarpey P.S.
      • Abidi F.
      • et al.
      Mutations in the guanine nucleotide exchange factor gene IQSEC2 cause nonsyndromic intellectual disability.
      ]. Notably, IQSEC2 is one of the few genes that escape X chromosome inactivation, with both males and females affected almost equally [
      • Mignot C.
      • McMahon A.C.
      • Bar C.
      • et al.
      IQSEC2-related encephalopathy in males and females: a comparative study including 37 novel patients.
      ]. The present study strengthened absence epilepsy as a mild phenotype in patients with CLCN4 and IQSEC2 variants.
      JME is the most common IGE syndrome. EFHC1, GABRA1, CACNB4, GABRD, CLCN2, and ICK genes have been listed as JME-associated genes in OMIM (https://www.ncbi.nlm.nih.gov/omim). In this study, variants in EFHC1, CACNA1H, GRIN2A, and GABRB1 were identified in patients with JME. EFHC1 encodes the EF-hand-containing calcium-binding protein, which is involved in signaling at the synapse. It is a putative gene for JME, accounting for 3–9% of all JME cases [
      • Saleem T.
      • Mustafa A.
      • Sheikh N.
      • et al.
      Mutational analysis of Myoclonin1 gene in Pakistani juvenile myoclonic epilepsy patients.
      ]. CACNA1H, encoding a subunit of the voltage-dependent T-type calcium channel, is mainly associated with CAE and IGEs [
      • Heron S.E.
      • Khosravani H.
      • Varela D.
      • et al.
      Extended spectrum of idiopathic generalized epilepsies associated with CACNA1H functional variants.
      ,
      • Chen Y.
      • Lu J.
      • Pan H.
      • et al.
      Association between genetic variation of CACNA1H and childhood absence epilepsy.
      ]. GRIN2A encodes an N-methyl-d-aspartate (NMDA) receptor subunit that facilitates synaptic transmission and signal conduction. GRIN2A variants were found to be mainly associated with idiopathic focal epilepsy previously [
      • Carvill G.L.
      • Regan B.M.
      • Yendle S.C.
      • et al.
      GRIN2A mutations cause epilepsy-aphasia spectrum disorders.
      ] and recently reported in patients with JME and IGEs [
      • Liu X.R.
      • Xu X.X.
      • Lin S.M.
      • et al.
      GRIN2A variants associated with idiopathic generalized epilepsies.
      ]. The three genes, EFHC1, CACNA1H, and GRIN2A, were demonstrated to be associated with JME, with incomplete penetrance of about 80% each [
      • Suzuki T.
      • Delgado-Escueta A.V.
      • Aguan K.
      • et al.
      Mutations in EFHC1 cause juvenile myoclonic epilepsy.
      ,
      • Heron S.E.
      • Khosravani H.
      • Varela D.
      • et al.
      Extended spectrum of idiopathic generalized epilepsies associated with CACNA1H functional variants.
      ,
      • Lesca G.
      • Rudolf G.
      • Bruneau N.
      • et al.
      GRIN2A mutations in acquired epileptic aphasia and related childhood focal epilepsies and encephalopathies with speech and language dysfunction.
      ].
      GABRB1 is probably a novel causative gene for JME, suggested by the novel GABRB1 variant co-segregated with JME identified in the present study. GABRB1, expressed predominantly in the developing brain, encodes β1 subunit of the gamma-aminobutyric acid (GABA) A receptor, a heteromeric pentameric GABA-gated chloride channel that mediate the fast inhibitory synaptic transmission in the brain. Generally, GABRB1 is predicted to have low tolerance to variation with the probability of loss-of-function intolerance (pLI) score = 0.98 (http://gnomad-sg.org/). Gabrb1-missense variants knock-in mutant mice exhibited abnormal behavior, and HEK293 cells with missense variants caused spontaneous GABA ion channel opening and increased GABA sensitivity of recombinant GABA-A receptor [
      • Anstee Q.M.
      • Knapp S.
      • Maguire E.P.
      • et al.
      Mutations in the Gabrb1 gene promote alcohol consumption through increased tonic inhibition.
      ]. In humans, the β1 subunit encoded by GABRB1 displays high amino acid sequence homology (70–80%) with the β2 subunit encoded by GABRB2 and the β3 subunit encoded by GABRB3 [
      • Glatt K.
      • Glatt H.
      • Lalande M.
      Structure and organization of GABRB3 and GABRA5.
      ]. GABRB2 and GABRB3 have been demonstrated to be associated with a broad spectrum of epilepsy syndromes with different severity, including CAE, JAE, other generalized epilepsies, and severe epileptic encephalopathies [
      • Thakran S.
      • Guin D.
      • Singh P.
      • et al.
      Genetic landscape of common epilepsies: advancing towards precision in treatment.
      ]. Currently, only ten GABRB1 variants, including nine missense variants and one deletion, have been registered in the HGMD database (https://www.hgmd.cf.ac.uk/ac/index.php, version: HGMD Professional 2022.2). Eight of the ten GABRB1 variants were previously reported in epilepsies [
      • Janve V.S.
      • Hernandez C.C.
      • Verdier K.M.
      • Hu N.
      • Macdonald R.L.
      Epileptic encephalopathy de novo GABRB mutations impair γ-aminobutyric acid type A receptor function.
      ,
      • Lien E.
      • Vatevik A.K.
      • Ostern R.
      • Haukanes B.I.
      • Houge G.
      A second patient with a De Novo GABRB1 mutation and epileptic encephalopathy.
      ,
      • Zhu X.
      • Padmanabhan R.
      • Copeland B.
      • et al.
      A case-control collapsing analysis identifies epilepsy genes implicated in trio sequencing studies focused on de novo mutations.
      ,
      • Fernandez-Marmiesse A.
      • Roca I.
      • Diaz-Flores F.
      • et al.
      Rare variants in 48 genes account for 42% of cases of epilepsy with or without neurodevelopmental delay in 246 pediatric patients.
      ,
      • Burgess R.
      • Wang S.
      • McTague A.
      • et al.
      The genetic landscape of epilepsy of infancy with migrating focal seizures.
      ,
      • Pupavac M, Watkins D, Petrella F, et al. Inborn Error of Cobalamin Metabolism Associated M.
      • Watkins D.
      • Petrella F.
      • et al.
      Pupavac M, Watkins D, Petrella F, et al. Inborn Error of Cobalamin Metabolism Associated with the Intracellular Accumulation of Transcobalamin Bound Cobalamin and Mutations in ZNF143, Which Codes for a Transcriptional Activator.
      ], among which five variants were in severe epileptic encephalopathies [
      • Janve V.S.
      • Hernandez C.C.
      • Verdier K.M.
      • Hu N.
      • Macdonald R.L.
      Epileptic encephalopathy de novo GABRB mutations impair γ-aminobutyric acid type A receptor function.
      ,
      • Lien E.
      • Vatevik A.K.
      • Ostern R.
      • Haukanes B.I.
      • Houge G.
      A second patient with a De Novo GABRB1 mutation and epileptic encephalopathy.
      ,
      • Fernandez-Marmiesse A.
      • Roca I.
      • Diaz-Flores F.
      • et al.
      Rare variants in 48 genes account for 42% of cases of epilepsy with or without neurodevelopmental delay in 246 pediatric patients.
      ,
      • Burgess R.
      • Wang S.
      • McTague A.
      • et al.
      The genetic landscape of epilepsy of infancy with migrating focal seizures.
      ]. In the present study, a novel GABRB1 missense variant was identified in a patient with JME, which was inherited from his father, who also had mild IGE. To our knowledge, this is the first report on mild generalized epilepsy with a GABRB1 variant. Clinical replication studies and experimental evidence are further needed to establish the association between GABRB1 variants and IGEs. The phenotypic spectrum of epilepsy with varied severity is also suggested for GABRB1, like its family members, GABRB2 and GABRB3.
      For GTCA, the genetic etiology is highly elusive as no genetic variants have been found linked with GTCA [
      • Thakran S.
      • Guin D.
      • Singh P.
      • et al.
      Genetic landscape of common epilepsies: advancing towards precision in treatment.
      ]. In the present study, no variant was identified in three cases with GTCA. The sample was too small. Large sample sizes might benefit the high genetic heterogeneity of the syndrome.
      There are several limitations in the study. First, the pathogenicity of these variants warrants further validation by functional studies. Second, the sample size is limited. Large cohorts are needed to explore the genotype-phenotype association in each IGE syndrome.
      In conclusion, this study identified seven variants of seven causative genes in 11.7% of cases with IGE in the present cohort. Variants with de novo, co-segregated, or dominant inheritance with incomplete penetrance proved the complex trait of IGE. GABRB1 is probably a novel causative gene for JME, which warrants recurrent support and functional studies. Given the complex inheritance of IGE, a comprehensive evaluation combined with the ACMG scoring and assessment of clinical concordance is suggested for the pathogenicity analysis of variants.

      Author contributions

      Zhi-Jian Lin, Heng Meng, and Na He contributed to the study conception and design. Material preparation, data collection and analysis were performed by Zhi-Jian Lin, Bin Li, Peng-Xing Lin, Wang Song, and Li-Min Yan. The first draft of the manuscript was written by Zhi-Jian Lin, Bin Li, and Na He, and all authors commented on previous versions of the manuscript. All authors read and approved the final manuscript.

      Funding

      This work was supported by the Fujian Provincial Health Technology Project (grant number 2019-ZQN-94); the Natural Science Foundation of Fujian Province (grant number 2020J011257); Science and Technology Projects in Guangzhou (33121030 and 33121173), Clinical Frontier Technology Program of the First Affiliated Hospital of Jinan University (JNU1AF-CFTP-2022-a01205); National Natural Science Foundation of China (Grant No. 81971216), Guangdong Basic and Applied Basic Research Foundation (Grant No. 2020A1515011048), Guangzhou Medical University Grant (No. 010G271099). The funders had no role in study design, data collection, data analysis, data interpretation, and decision to prepare or publish the manuscript.

      Declarations of Competing Interest

      None of the authors has any conflict of interest to disclose.

      Acknowledgments

      We thank the patients and their parents for their cooperation in this study.

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