Functional genomics provide key insights to improve the diagnostic yield of hereditary ataxia

被引:13
作者
Chen, Zhongbo [1 ,2 ,3 ]
Tucci, Arianna [4 ]
Cipriani, Valentina [4 ]
Gustavsson, Emil K. [1 ,2 ,3 ]
Ibanez, Kristina [4 ,5 ]
Reynolds, Regina H. [2 ,3 ]
Zhang, David [2 ,3 ]
Vestito, Letizia [3 ,4 ,6 ]
Garcia, Alejandro Cisterna [7 ]
Sethi, Siddharth [1 ,8 ]
Brenton, Jonathan W. [2 ,3 ]
Garcia-Ruiz, Sonia [2 ,3 ]
Fairbrother-Browne, Aine [2 ,3 ,9 ]
Gil-Martinez, Ana-Luisa [1 ,2 ,3 ]
Wood, Nick [10 ]
Hardy, John A. [1 ,11 ,12 ,13 ,14 ]
Smedley, Damian [4 ]
Houlden, Henry [15 ]
Botia, Juan [1 ,7 ]
Ryten, Mina [2 ,3 ]
机构
[1] UCL, Queen Sq Inst Neurol, Dept Neurodegenerat Dis, London WC1N 3BG, England
[2] UCL, Great Ormond St Inst Child Hlth, Dept Genet & Genom Med, 30 Guilford St, London WC1N 1EH, England
[3] UCL, NIHR Great Ormond St Hosp Biomed Res Ctr, London WC1N 1EH, England
[4] Queen Mary Univ London, William Harvey Res Inst, London EC1M 6BQ, England
[5] Queen Mary Univ London, Genom England, London EC1M 6BQ, England
[6] UCL, Ear Inst, London WC1X 8EE, England
[7] Univ Murcia, Dept Informat & Commun Engn, Murcia 30003, Spain
[8] Astex Pharmaceut, Cambridge Sci Pk, Cambridge, England
[9] Kings Coll London, Sch Basic & Med Biosci, Dept Med & Mol Genet, London WC2R 2LS, England
[10] UCL, Queen Sq Inst Neurol, Dept Clin & Movement Neurosci, London WC1N 3BG, England
[11] UCL, Queen Sq Inst Neurol, Reta Lila Weston Inst, London WC1N 3BG, England
[12] UCL, UK Dementia Res Inst, London WC1E 6BT, England
[13] NIHR Univ Coll London Hosp Biomed Res Ctr, London W1T 7DN, England
[14] Hong Kong Univ Sci & Technol, Inst Adv Study, Hong Kong, Peoples R China
[15] UCL, Queen Sq Inst Neurol, Dept Neuromuscular Dis, London WC1N 3BG, England
基金
英国医学研究理事会; 英国惠康基金;
关键词
hereditary ataxia; functional genomics; transcriptomics; repeat expansion disorders; rare disease; CLINICAL-APPLICATION; GENE; DISORDERS; BRAIN;
D O I
10.1093/brain/awad009
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Using a systems biology approach without a priori assumptions, Chen et al. show that genes associated with adult- and child-onset ataxia have many common characteristics, including a relatively high density of short tandem repeats. Removing the age-of-onset partition, and screening for repeat expansions, could improve the diagnostic rate for hereditary ataxia. Improvements in functional genomic annotation have led to a critical mass of neurogenetic discoveries. This is exemplified in hereditary ataxia, a heterogeneous group of disorders characterised by incoordination from cerebellar dysfunction. Associated pathogenic variants in more than 300 genes have been described, leading to a detailed genetic classification partitioned by age-of-onset. Despite these advances, up to 75% of patients with ataxia remain molecularly undiagnosed even following whole genome sequencing, as exemplified in the 100 000 Genomes Project. This study aimed to understand whether we can improve our knowledge of the genetic architecture of hereditary ataxia by leveraging functional genomic annotations, and as a result, generate insights and strategies that raise the diagnostic yield. To achieve these aims, we used publicly-available multi-omics data to generate 294 genic features, capturing information relating to a gene's structure, genetic variation, tissue-specific, cell-type-specific and temporal expression, as well as protein products of a gene. We studied these features across genes typically causing childhood-onset, adult-onset or both types of disease first individually, then collectively. This led to the generation of testable hypotheses which we investigated using whole genome sequencing data from up to 2182 individuals presenting with ataxia and 6658 non-neurological probands recruited in the 100 000 Genomes Project. Using this approach, we demonstrated a high short tandem repeat (STR) density within childhood-onset genes suggesting that we may be missing pathogenic repeat expansions within this cohort. This was verified in both childhood- and adult-onset ataxia patients from the 100 000 Genomes Project who were unexpectedly found to have a trend for higher repeat sizes even at naturally-occurring STRs within known ataxia genes, implying a role for STRs in pathogenesis. Using unsupervised analysis, we found significant similarities in genomic annotation across the gene panels, which suggested adult- and childhood-onset patients should be screened using a common diagnostic gene set. We tested this within the 100 000 Genomes Project by assessing the burden of pathogenic variants among childhood-onset genes in adult-onset patients and vice versa. This demonstrated a significantly higher burden of rare, potentially pathogenic variants in conventional childhood-onset genes among individuals with adult-onset ataxia. Our analysis has implications for the current clinical practice in genetic testing for hereditary ataxia. We suggest that the diagnostic rate for hereditary ataxia could be increased by removing the age-of-onset partition, and through a modified screening for repeat expansions in naturally-occurring STRs within known ataxia-associated genes, in effect treating these regions as candidate pathogenic loci.
引用
收藏
页码:2869 / 2884
页数:16
相关论文
共 67 条
[1]  
Adam M.P., 1993, GeneReviews
[2]   PhenoDis: a comprehensive database for phenotypic characterization of rare cardiac diseases [J].
Adler, Angela ;
Kirchmeier, Pia ;
Reinhard, Julian ;
Brauner, Barbara ;
Dunger, Irmtraud ;
Fobo, Gisela ;
Frishman, Goar ;
Montrone, Corinna ;
Mewes, H. -Werner ;
Arnold, Matthias ;
Ruepp, Andreas .
ORPHANET JOURNAL OF RARE DISEASES, 2018, 13
[3]   The Genotype-Tissue Expression (GTEx) pilot analysis: Multitissue gene regulation in humans [J].
Ardlie, Kristin G. ;
DeLuca, David S. ;
Segre, Ayellet V. ;
Sullivan, Timothy J. ;
Young, Taylor R. ;
Gelfand, Ellen T. ;
Trowbridge, Casandra A. ;
Maller, Julian B. ;
Tukiainen, Taru ;
Lek, Monkol ;
Ward, Lucas D. ;
Kheradpour, Pouya ;
Iriarte, Benjamin ;
Meng, Yan ;
Palmer, Cameron D. ;
Esko, Tonu ;
Winckler, Wendy ;
Hirschhorn, Joel N. ;
Kellis, Manolis ;
MacArthur, Daniel G. ;
Getz, Gad ;
Shabalin, Andrey A. ;
Li, Gen ;
Zhou, Yi-Hui ;
Nobel, Andrew B. ;
Rusyn, Ivan ;
Wright, Fred A. ;
Lappalainen, Tuuli ;
Ferreira, Pedro G. ;
Ongen, Halit ;
Rivas, Manuel A. ;
Battle, Alexis ;
Mostafavi, Sara ;
Monlong, Jean ;
Sammeth, Michael ;
Mele, Marta ;
Reverter, Ferran ;
Goldmann, Jakob M. ;
Koller, Daphne ;
Guigo, Roderic ;
McCarthy, Mark I. ;
Dermitzakis, Emmanouil T. ;
Gamazon, Eric R. ;
Im, Hae Kyung ;
Konkashbaev, Anuar ;
Nicolae, Dan L. ;
Cox, Nancy J. ;
Flutre, Timothee ;
Wen, Xiaoquan ;
Stephens, Matthew .
SCIENCE, 2015, 348 (6235) :648-660
[4]   Gene Ontology: tool for the unification of biology [J].
Ashburner, M ;
Ball, CA ;
Blake, JA ;
Botstein, D ;
Butler, H ;
Cherry, JM ;
Davis, AP ;
Dolinski, K ;
Dwight, SS ;
Eppig, JT ;
Harris, MA ;
Hill, DP ;
Issel-Tarver, L ;
Kasarskis, A ;
Lewis, S ;
Matese, JC ;
Richardson, JE ;
Ringwald, M ;
Rubin, GM ;
Sherlock, G .
NATURE GENETICS, 2000, 25 (01) :25-29
[5]   Mutations in SACS cause atypical and late-onset forms of ARSACS [J].
Baets, J. ;
Deconinck, T. ;
Smets, K. ;
Goossens, D. ;
Van den Bergh, P. ;
Dahan, K. ;
Schmedding, E. ;
Santens, P. ;
Rasic, V. Milic ;
Van Damme, P. ;
Robberecht, W. ;
De Meirleir, L. ;
Michielsens, B. ;
Del-Favero, J. ;
Jordanova, A. ;
De Jonghe, P. .
NEUROLOGY, 2010, 75 (13) :1181-1188
[6]   Tandem repeats finder: a program to analyze DNA sequences [J].
Benson, G .
NUCLEIC ACIDS RESEARCH, 1999, 27 (02) :573-580
[7]   Insights From Cerebellar Transcriptomic Analysis Into the Pathogenesis of Ataxia [J].
Bettencourt, Conceicao ;
Ryten, Mina ;
Forabosco, Paola ;
Schorge, Stephanie ;
Hersheson, Joshua ;
Hardy, John ;
Houlden, Henry .
JAMA NEUROLOGY, 2014, 71 (07) :831-839
[8]  
Botia JA., 2018, G2P USING MACHINE LE, DOI [10.1101/288845, DOI 10.1101/288845]
[9]   A Diagnosis for All Rare Genetic Diseases: The Horizon and the Next Frontiers [J].
Boycott, Kym M. ;
Hartley, Taila ;
Biesecker, Leslie G. ;
Gibbs, Richard A. ;
Innes, A. Micheil ;
Riess, Olaf ;
Belmont, John ;
Dunwoodie, Sally L. ;
Jojic, Nebojsa ;
Lassmann, Timo ;
Mackay, Deborah ;
Temple, I. Karen ;
Visel, Axel ;
Baynam, Gareth .
CELL, 2019, 177 (01) :32-37
[10]   International Cooperation to Enable the Diagnosis of All Rare Genetic Diseases [J].
Boycott, Kym M. ;
Rath, Ana ;
Chong, Jessica X. ;
Hartley, Taila ;
Alkuraya, Fowzan S. ;
Baynam, Gareth ;
Brookes, Anthony J. ;
Brudno, Michael ;
Carracedo, Angel ;
den Dunnen, Johan T. ;
Dyke, Stephanie O. M. ;
Estivill, Xavier ;
Goldblatt, Jack ;
Gonthier, Catherine ;
Groft, Stephen C. ;
Gut, Ivo ;
Hamosh, Ada ;
Hieter, Philip ;
Hoehn, Sophie ;
Hurles, Matthew E. ;
Kaufmann, Petra ;
Knoppers, Bartha M. ;
Krischer, Jeffrey P. ;
Macek, Milan, Jr. ;
Matthijs, Gert ;
Olry, Annie ;
Parker, Samantha ;
Paschall, Justin ;
Philippakis, Anthony A. ;
Rehm, Heidi L. ;
Robinson, Peter N. ;
Sham, Pak-Chung ;
Stefanov, Rumen ;
Taruscio, Domenica ;
Unni, Divya ;
Vanstone, Megan R. ;
Zhang, Feng ;
Brunner, Han ;
Bamshad, Michael J. ;
Lochmueller, Hanns .
AMERICAN JOURNAL OF HUMAN GENETICS, 2017, 100 (05) :695-705