Gene family information facilitates variant interpretation and identification of disease-associated genes in neurodevelopmental disorders

被引:35
作者
Lal, Dennis [1 ,2 ,3 ,4 ,5 ]
May, Patrick [6 ]
Perez-Palma, Eduardo [4 ,5 ]
Samocha, Kaitlin E. [2 ,3 ,7 ]
Kosmicki, Jack A. [2 ,3 ]
Robinson, Elise B. [2 ,3 ,8 ]
Moller, Rikke S. [9 ,10 ]
Krause, Roland [6 ]
Nuernberg, Peter [11 ,12 ]
Weckhuysen, Sarah [13 ,14 ,15 ]
De Jonghe, Peter [13 ]
Guerrini, Renzo [16 ]
Niestroj, Lisa M. [4 ]
Du, Juliana [4 ]
Marini, Carla [16 ]
Ware, James S. [17 ,18 ]
Kurki, Mitja [2 ,3 ]
Gormley, Padhraig [2 ,3 ]
Tang, Sha [19 ]
Wu, Sitao [19 ]
Biskup, Saskia [20 ]
Poduri, Annapurna [21 ]
Neubauer, Bernd A. [22 ]
Koeleman, Bobby P. C. [23 ]
Helbig, Katherine L. [24 ]
Weber, Yvonne G. [25 ,26 ]
Helbig, Ingo [24 ,27 ,28 ,29 ]
Majithia, Amit R. [30 ]
Palotie, Aarno [2 ,3 ,31 ]
Daly, Mark J. [2 ,3 ,31 ]
机构
[1] Cleveland Clin, Neurol Inst, Epilepsy Ctr, Cleveland, OH 44106 USA
[2] Broad Inst MIT & Harvard, Stanley Ctr Psychiat Res, Cambridge, MA 02142 USA
[3] Massachusetts Gen Hosp, Analyt & Translat Genet Unit, Boston, MA 02114 USA
[4] Univ Cologne, Cologne Ctr Genom, Cologne, Germany
[5] Cleveland Clin, Lerner Res Inst, Genom Med Inst, 9500 Euclid Ave, Cleveland, OH 44195 USA
[6] Univ Luxembourg, Luxembourg Ctr Syst Biomed, 6 Ave Swing, L-4367 Belvaux, Luxembourg
[7] Wellcome Sanger Inst, Wellcome Genome Campus, Hinxton, England
[8] Harvard TH Chan Sch Publ Hlth, Dept Epidemiol, Boston, MA USA
[9] Danish Epilepsy Ctr, Dianalund, Denmark
[10] Univ Southern Denmark, Inst Reg Hlth Res, Odense, Denmark
[11] Univ Cologne, Ctr Mol Med Cologne, Cologne, Germany
[12] Univ Cologne, Cologne Excellence Cluster Cellular Stress Respon, Cologne, Germany
[13] Antwerp Univ Hosp, Div Neurol, Antwerp, Belgium
[14] VIB, Ctr Mol Neurol, Neurogenet Grp, Antwerp, Belgium
[15] Univ Antwerp, Inst Born Bunge, Neurogenet Lab, Antwerp, Belgium
[16] Univ Florence, Childrens Hosp Anna Meyer, Pediat Neurol & Neurosci Dept, Florence, Italy
[17] Imperial Coll London, Natl Heart & Lung Inst, London, England
[18] Imperial Coll London, MRC London Inst Med Sci, London, England
[19] Ambry Genet, Div Clin Genom, Aliso Viejo, CA USA
[20] CeGat & Practice Human Genet, Tubingen, Germany
[21] Boston Childrens Hosp, Epilepsy Genet Program, Boston, MA USA
[22] Univ Giessen, Dept Neuropediat UKGM, Giessen, Germany
[23] Univ Med Ctr Utrecht, Dept Genet, Utrecht, Netherlands
[24] Childrens Hosp Philadelphia, Div Neurol, Philadelphia, PA 19104 USA
[25] Univ Tubingen, Hertie Inst Clin Brain Res, Dept Neurol & Epileptol, Tubingen, Germany
[26] Univ Aachen, Dept Epileptol & Neurol, Aachen, Germany
[27] Childrens Hosp Philadelphia, Epilepsy NeuroGenet Initiat ENGIN, Philadelphia, PA 19104 USA
[28] Childrens Hosp Philadelphia, Dept Biomed & Hlth Informat, Philadelphia, PA 19104 USA
[29] Univ Penn, Dept Neurol, Perelman Sch Med, Philadelphia, PA 19104 USA
[30] Univ Calif San Diego, Dept Med, Div Endocrinol, San Diego, CA 92103 USA
[31] Univ Helsinki, Inst Mol Med Finland, Helsinki, Finland
关键词
Paralogs; Gene family; Conservation; Missense variants; Neurodevelopmental disorders; DE-NOVO MUTATIONS; MULTIPLE SEQUENCE ALIGNMENT; PHYLOGENETIC TREES; ORTHOLOGS;
D O I
10.1186/s13073-020-00725-6
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Background Classifying pathogenicity of missense variants represents a major challenge in clinical practice during the diagnoses of rare and genetic heterogeneous neurodevelopmental disorders (NDDs). While orthologous gene conservation is commonly employed in variant annotation, approximately 80% of known disease-associated genes belong to gene families. The use of gene family information for disease gene discovery and variant interpretation has not yet been investigated on a genome-wide scale. We empirically evaluate whether paralog-conserved or non-conserved sites in human gene families are important in NDDs. Methods Gene family information was collected from Ensembl. Paralog-conserved sites were defined based on paralog sequence alignments; 10,068 NDD patients and 2078 controls were statistically evaluated for de novo variant burden in gene families. Results We demonstrate that disease-associated missense variants are enriched at paralog-conserved sites across all disease groups and inheritance models tested. We developed a gene family de novo enrichment framework that identified 43 exome-wide enriched gene families including 98 de novo variant carrying genes in NDD patients of which 28 represent novel candidate genes for NDD which are brain expressed and under evolutionary constraint. Conclusion This study represents the first method to incorporate gene family information into a statistical framework to interpret variant data for NDDs and to discover new NDD-associated genes.
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