Abstract
Low-level somatic mutations have been shown to be the major genetic etiology of intractable epilepsy. The extents thereof, however, have yet to be systematically and accurately explored in a large cohort of resected epilepsy brain tissues. Moreover, clinically useful and precise analysis tools for detecting low-level somatic mutations from unmatched formalin-fixed paraffin-embedded (FFPE) brain samples, the most clinically relevant samples, are still lacking. In total, 446 tissues samples from 232 intractable epilepsy patients with various brain pathologies were analyzed using deep sequencing (average read depth, 1112x) of known epilepsy-related genes (up to 28 genes) followed by confirmatory site-specific amplicon sequencing. Pathogenic mutations were discovered in 31.9% (74 of 232) of the resected epilepsy brain tissues and were recurrently found in only eight major focal epilepsy genes, including AKT3, DEPDC5, MTOR, PIK3CA, TSC1, TSC2, SCL35A2, and BRAF. Somatic mutations, two-hit mutations, and germline mutations accounted for 22.0% (51), 0.9% (2), and 9.1% (21) of the patients with intractable epilepsy, respectively. The majority of pathogenic somatic mutations (62.3%, 33 of 53) had a low variant allelic frequency of less than 5%. The use of deep sequencing replicates in the eight major focal epilepsy genes robustly increased PPVs to 50–100% and sensitivities to 71–100%. In an independent FCDII cohort of only unmatched FFPE brain tissues, deep sequencing replicates in the eight major focal epilepsy genes identified pathogenic somatic mutations in 33.3% (5 of 15) of FCDII individuals (similar to the genetic detecting rate in the entire FCDII cohort) without any false-positive calls. Deep sequencing replicates of major focal epilepsy genes in unmatched FFPE brain tissues can be used to accurately and efficiently detect low-level somatic mutations, thereby improving overall patient care by enriching genetic counseling and informing treatment decisions.
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References
Kwan P, Brodie MJ (2000) Early identification of refractory epilepsy. N Engl J Med 342:314–319. https://doi.org/10.1056/NEJM200002033420503
Epi4K consortium; Epilepsy Phenome/Genome Project (2017) Ultra-rare genetic variation in common epilepsies: a case-control sequencing study. Lancet Neurol 16:135–143. https://doi.org/10.1016/S1474-4422(16)30359-3
Lee JH, Huynh M, Silhavy JL, Kim S, Dixon-Salazar T, Heiberg A et al (2012) De novo somatic mutations in components of the PI3K-AKT3-mTOR pathway cause hemimegalencephaly. Nat Genet 44:941–945. https://doi.org/10.1038/ng.2329
Lim JS, Gopalappa R, Kim SH, Ramakrishna S, Lee M, Kim WI et al (2017) Somatic mutations in TSC1 and TSC2 cause focal cortical dysplasia. Am J Hum Genet 100:454–472. https://doi.org/10.1016/j.ajhg.2017.01.030
Lim JS, Kim WI, Kang HC, Kim SH, Park AH, Park EK et al (2015) Brain somatic mutations in MTOR cause focal cortical dysplasia type II leading to intractable epilepsy. Nat Med 21:395–400. https://doi.org/10.1038/nm.3824
Winawer MR, Griffin NG, Samanamud J, Baugh EH, Rathakrishnan D, Ramalingam S et al (2018) Somatic SLC35A2 variants in the brain are associated with intractable neocortical epilepsy. Ann Neurol 83:1133–1146. https://doi.org/10.1002/ana.25243
Baulac S, Ishida S, Marsan E, Miquel C, Biraben A, Nguyen DK et al (2015) Familial focal epilepsy with focal cortical dysplasia due to DEPDC5 mutations. Ann Neurol 77:675–683. https://doi.org/10.1002/ana.24368
Poduri A, Evrony GD, Cai X, Elhosary PC, Beroukhim R, Lehtinen MK et al (2012) Somatic activation of AKT3 causes hemispheric developmental brain malformations. Neuron 74:41–48. https://doi.org/10.1016/j.neuron.2012.03.010
Ribierre T, Deleuze C, Bacq A, Baldassari S, Marsan E, Chipaux M et al (2018) Second-hit mosaic mutation in mTORC1 repressor DEPDC5 causes focal cortical dysplasia-associated epilepsy. J Clin Invest 128:2452–2458. https://doi.org/10.1172/JCI99384
Sim NS, Seo Y, Lim JS, Kim WK, Son H, Kim HD et al (2018) Brain somatic mutations in SLC35A2 cause intractable epilepsy with aberrant N-glycosylation. Neurol Genet 4:e294. https://doi.org/10.1212/NXG.0000000000000294
Weckhuysen S, Marsan E, Lambrecq V, Marchal C, Morin-Brureau M, An-Gourfinkel I et al (2016) Involvement of GATOR complex genes in familial focal epilepsies and focal cortical dysplasia. Epilepsia 57:994–1003. https://doi.org/10.1111/epi.13391
Koh HY, Kim SH, Jang J, Kim H, Han S, Lim JS et al (2018) BRAF somatic mutation contributes to intrinsic epileptogenicity in pediatric brain tumors. Nat Med 24:1662–1668. https://doi.org/10.1038/s41591-018-0172-x
Kim YH, Kang HC, Kim DS, Kim SH, Shim KW, Kim HD et al (2011) Neuroimaging in identifying focal cortical dysplasia and prognostic factors in pediatric and adolescent epilepsy surgery. Epilepsia 52:722–727. https://doi.org/10.1111/j.1528-1167.2010.02950.x
Blumcke I, Aronica E, Miyata H, Sarnat HB, Thom M et al (2016) International recommendation for a comprehensive neuropathologic workup of epilepsy surgery brain tissue: a consensus Task Force report from the ILAE Commission on Diagnostic Methods. Epilepsia 57:348–358. https://doi.org/10.1111/epi.13319
Blumcke I, Spreafico R, Haaker G, Coras R, Kobow K, Bien CG et al (2017) Histopathological findings in brain tissue obtained during epilepsy surgery. N Engl J Med 377:1648–1656. https://doi.org/10.1056/NEJMoa1703784
Cibulskis K, Lawrence MS, Carter SL, Sivachenko A, Jaffe D, Sougnez C et al (2013) Sensitive detection of somatic point mutations in impure and heterogeneous cancer samples. Nat Biotechnol 31:213–219. https://doi.org/10.1038/nbt.2514
Saunders CT, Wong WS, Swamy S, Becq J, Murray LJ, Cheetham RK (2012) Strelka: accurate somatic small-variant calling from sequenced tumor-normal sample pairs. Bioinformatics 28:1811–1817. https://doi.org/10.1093/bioinformatics/bts271
Wilm A, Aw PP, Bertrand D, Yeo GH, Ong SH, Wong CH et al (2012) LoFreq: a sequence-quality aware, ultra-sensitive variant caller for uncovering cell-population heterogeneity from high-throughput sequencing datasets. Nucleic Acids Res 40:11189–11201. https://doi.org/10.1093/nar/gks918
D'Gama AM, Woodworth MB, Hossain AA, Bizzotto S, Hatem NE, LaCoursiere CM et al (2017) Somatic mutations activating the mTOR pathway in dorsal telencephalic progenitors cause a continuum of cortical dysplasias. Cell Rep 21:3754–3766. https://doi.org/10.1016/j.celrep.2017.11.106
Cingolani P, Platts A, le Wang L, Coon M, Nguyen T, Wang L et al (2012) A program for annotating and predicting the effects of single nucleotide polymorphisms, SnpEff: SNPs in the genome of Drosophila melanogaster strain w1118; iso-2; iso-3. Fly (Austin) 6:80–92. https://doi.org/10.4161/fly.19695
Kim J, Kim D, Lim JS, Maeng JH, Son H, Kang HC et al (2019) The use of technical replication for detection of low-level somatic mutations in next-generation sequencing. Nat Commun 10:1047. https://doi.org/10.1038/s41467-019-09026-y
Lek M, Karczewski KJ, Minikel EV, Samocha KE, Banks E, Fennell T et al (2016) Analysis of protein-coding genetic variation in 60,706 humans. Nature 536:285–291. https://doi.org/10.1038/nature19057
Richards S, Aziz N, Bale S, Bick D, Das S, Gastier-Foster J et al (2015) Standards and guidelines for the interpretation of sequence variants: a joint consensus recommendation of the American College of Medical Genetics and Genomics and the Association for Molecular Pathology. Genet Med 17:405–424. https://doi.org/10.1038/gim.2015.30
Hoogeveen-Westerveld M, Wentink M, van den Heuvel D, Mozaffari M, Ekong R, Povey S et al (2011) Functional assessment of variants in the TSC1 and TSC2 genes identified in individuals with Tuberous Sclerosis Complex. Hum Mutat 32:424–435. https://doi.org/10.1002/humu.21451
Thorvaldsdottir H, Robinson JT, Mesirov JP (2013) Integrative Genomics Viewer (IGV): high-performance genomics data visualization and exploration. Brief Bioinform 14:178–192. https://doi.org/10.1093/bib/bbs017
Green AJ, Smith M, Yates JR (1994) Loss of heterozygosity on chromosome 16p13.3 in hamartomas from tuberous sclerosis patients. Nat Genet 6:193–196. https://doi.org/10.1038/ng0294-193
Niida Y, Stemmer-Rachamimov AO, Logrip M, Tapon D, Perez R, Kwiatkowski DJ et al (2001) Survey of somatic mutations in tuberous sclerosis complex (TSC) hamartomas suggests different genetic mechanisms for pathogenesis of TSC lesions. Am J Hum Genet 69:493–503. https://doi.org/10.1086/321972
Scheffer IE, Heron SE, Regan BM, Mandelstam S, Crompton DE, Hodgson BL et al (2014) Mutations in mammalian target of rapamycin regulator DEPDC5 cause focal epilepsy with brain malformations. Ann Neurol 75:782–787. https://doi.org/10.1002/ana.24126
Kroigard AB, Thomassen M, Laenkholm AV, Kruse TA, Larsen MJ (2016) Evaluation of nine somatic variant callers for detection of somatic mutations in exome and targeted deep sequencing data. PLoS ONE 11:e0151664. https://doi.org/10.1371/journal.pone.0151664
Jansen LA, Mirzaa GM, Ishak GE, O'Roak BJ, Hiatt JB, Roden WH et al (2015) PI3K/AKT pathway mutations cause a spectrum of brain malformations from megalencephaly to focal cortical dysplasia. Brain 138:1613–1628. https://doi.org/10.1093/brain/awv045
Cancer Genome Atlas Research Network, Weinstein JN, Collisson EA, Mills GB, Shaw KR, Ozenberger BA et al (2013) The Cancer Genome Atlas Pan-Cancer analysis project. Nat Genet 45:1113–1120. https://doi.org/10.1038/ng.2764
Kerick M, Isau M, Timmermann B, Sultmann H, Herwig R, Krobitsch S et al (2011) Targeted high throughput sequencing in clinical cancer settings: formaldehyde fixed-paraffin embedded (FFPE) tumor tissues, input amount and tumor heterogeneity. BMC Med Genom 4:68. https://doi.org/10.1186/1755-8794-4-68
D'Gama AM, Geng Y, Couto JA, Martin B, Boyle EA, LaCoursiere CM et al (2015) Mammalian target of rapamycin pathway mutations cause hemimegalencephaly and focal cortical dysplasia. Ann Neurol 77:720–725. https://doi.org/10.1002/ana.24357
Nakashima M, Saitsu H, Takei N, Tohyama J, Kato M, Kitaura H et al (2015) Somatic Mutations in the MTOR gene cause focal cortical dysplasia type IIb. Ann Neurol 78:375–386. https://doi.org/10.1002/ana.24444
Beal JC, Cherian K, Moshe SL (2012) Early-onset epileptic encephalopathies: Ohtahara syndrome and early myoclonic encephalopathy. Pediatr Neurol 47:317–323. https://doi.org/10.1016/j.pediatrneurol.2012.06.002
Mefford HC, Zemel M, Geraghty E, Cook J, Clayton PT, Paul K et al (2015) Intragenic deletions of ALDH7A1 in pyridoxine-dependent epilepsy caused by Alu-Alu recombination. Neurology 85:756–762. https://doi.org/10.1212/WNL.0000000000001883
Hogg MC, Raoof R, El Naggar H, Monsefi N, Delanty N, O'Brien DF et al (2019) Elevation in plasma tRNA fragments precede seizures in human epilepsy. J Clin Invest 130:2946–2951. https://doi.org/10.1172/JCI126346
Miller-Delaney SF, Bryan K, Das S, McKiernan RC, Bray IM, Reynolds JP et al (2015) Differential DNA methylation profiles of coding and non-coding genes define hippocampal sclerosis in human temporal lobe epilepsy. Brain 138:616–631. https://doi.org/10.1093/brain/awu373
Acknowledgements
This work was supported by grants from the Suh Kyungbae Foundation (to J.H.L.), the National Research Foundation of Korea (NRF) grant funded by the Korea government, Ministry of Science and ICT (No. 2019R1A3B2066619 to J.H.L), Korean Health Technology R&D Project, Ministry of Health & Welfare, Republic of Korea (H15C3143 and H16C0415 to J.H.L.; HI15C1601 and HI18C0586 to H.C.K.), and Netherlands Organisation for Health Research and Development (ZonMW, Programma Translationeel Onderzoek, Project number: 95105004; AE, CM to E.A.).
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NSS and JHL organized the project, and NSS performed genetic studies. SHK performed pathological study. NSS performed data analysis and bioinformatics analysis. DSK, KS, and JSK performed surgeries and collected patient samples. HK, AK, HDK, and JSL managed patient information. EA, CM, and WGMS collected patient samples, patient information, and tissue samples. NSS, WKK and HYK managed tissue samples and sequencing data. NSS and JHL wrote the manuscript. DSK, HK, and JHL led the project and oversaw the manuscript preparation.
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J.H.L is a co-founder of SoVarGen, Inc., which seeks to develop new diagnostics and therapeutics for brain disorders. The remaining authors declare no competing financial interests.
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Sim, N.S., Ko, A., Kim, W.K. et al. Precise detection of low-level somatic mutation in resected epilepsy brain tissue. Acta Neuropathol 138, 901–912 (2019). https://doi.org/10.1007/s00401-019-02052-6
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DOI: https://doi.org/10.1007/s00401-019-02052-6