Phenotypic overlap in the contribution of individual genes to CNV pathogenicity revealed by cross-species computational analysis of single-gene mutations in humans, mice and zebrafish

SUMMARY Numerous disease syndromes are associated with regions of copy number variation (CNV) in the human genome and, in most cases, the pathogenicity of the CNV is thought to be related to altered dosage of the genes contained within the affected segment. However, establishing the contribution of individual genes to the overall pathogenicity of CNV syndromes is difficult and often relies on the identification of potential candidates through manual searches of the literature and online resources. We describe here the development of a computational framework to comprehensively search phenotypic information from model organisms and single-gene human hereditary disorders, and thus speed the interpretation of the complex phenotypes of CNV disorders. There are currently more than 5000 human genes about which nothing is known phenotypically but for which detailed phenotypic information for the mouse and/or zebrafish orthologs is available. Here, we present an ontology-based approach to identify similarities between human disease manifestations and the mutational phenotypes in characterized model organism genes; this approach can therefore be used even in cases where there is little or no information about the function of the human genes. We applied this algorithm to detect candidate genes for 27 recurrent CNV disorders and identified 802 gene-phenotype associations, approximately half of which involved genes that were previously reported to be associated with individual phenotypic features and half of which were novel candidates. A total of 431 associations were made solely on the basis of model organism phenotype data. Additionally, we observed a striking, statistically significant tendency for individual disease phenotypes to be associated with multiple genes located within a single CNV region, a phenomenon that we denote as pheno-clustering. Many of the clusters also display statistically significant similarities in protein function or vicinity within the protein-protein interaction network. Our results provide a basis for understanding previously un-interpretable genotype-phenotype correlations in pathogenic CNVs and for mobilizing the large amount of model organism phenotype data to provide insights into human genetic disorders.

[1]  K. Cornish,et al.  A survey of the prevalence of stereotypy, self-injury and aggression in children and young adults with Cri du Chat syndrome. , 2002, Journal of intellectual disability research : JIDR.

[2]  N. Campbell Genetic association database , 2004, Nature Reviews Genetics.

[3]  R. Scarinci,et al.  [Wolf-Hirschhorn syndrome]. , 1985, La Pediatria medica e chirurgica : Medical and surgical pediatrics.

[4]  R. Tervo,et al.  Expanding the clinical phenotype of the 3q29 microdeletion syndrome and characterization of the reciprocal microduplication , 2008, Molecular Cytogenetics.

[5]  P. Robinson,et al.  The Human Phenotype Ontology: a tool for annotating and analyzing human hereditary disease. , 2008, American journal of human genetics.

[6]  R. Tenconi,et al.  Mental retardation and cardiovascular malformations in NF1 microdeleted patients point to candidate genes in 17q11.2 , 2004, Journal of Medical Genetics.

[7]  R. Redon,et al.  Relative Impact of Nucleotide and Copy Number Variation on Gene Expression Phenotypes , 2007, Science.

[8]  Insuk Lee,et al.  Characterising and Predicting Haploinsufficiency in the Human Genome , 2010, PLoS genetics.

[9]  D. Ledbetter,et al.  Refinement of a 400-kb critical region allows genotypic differentiation between isolated lissencephaly, Miller-Dieker syndrome, and other phenotypes secondary to deletions of 17p13.3. , 2003, American journal of human genetics.

[10]  C. Vlangos,et al.  Mutations in RAI1 associated with Smith–Magenis syndrome , 2003, Nature Genetics.

[11]  Boris Yamrom,et al.  Rare De Novo and Transmitted Copy-Number Variation in Autistic Spectrum Disorders , 2011, Neuron.

[12]  Niels Galjart,et al.  LIMK1 and CLIP-115: linking cytoskeletal defects to Williams syndrome. , 2004, BioEssays : news and reviews in molecular, cellular and developmental biology.

[13]  H. Van Esch MECP2 Duplication Syndrome , 2011, Molecular Syndromology.

[14]  Bo Zhang,et al.  Efficient genome-wide mutagenesis of zebrafish genes by retroviral insertions , 2007, Proceedings of the National Academy of Sciences.

[15]  N. Rosenthal,et al.  Multiple congenital malformations of Wolf-Hirschhorn syndrome are recapitulated in Fgfrl1 null mice , 2009, Disease Models & Mechanisms.

[16]  E. Cuppen,et al.  High-throughput target-selected gene inactivation in zebrafish. , 2011, Methods in cell biology.

[17]  Peter J. Scambler,et al.  22q11.2 deletion syndrome. , 2015, Nature reviews. Disease primers.

[18]  P. Shannon,et al.  Cytoscape: a software environment for integrated models of biomolecular interaction networks. , 2003, Genome research.

[19]  C. Stefanis,et al.  Association between the GABA(A) receptor alpha5 subunit gene locus (GABRA5) and bipolar affective disorder. , 1998, American journal of medical genetics.

[20]  Mark Noble,et al.  LIM-kinase1 Hemizygosity Implicated in Impaired Visuospatial Constructive Cognition , 1996, Cell.

[21]  G. Rappold,et al.  Deletions of the homeobox gene SHOX (short stature homeobox) are an important cause of growth failure in children with short stature. , 2002, The Journal of clinical endocrinology and metabolism.

[22]  Peter N. Robinson,et al.  Introduction to Bio-Ontologies , 2011 .

[23]  R. Pfundt,et al.  Further clinical and molecular delineation of the 9q subtelomeric deletion syndrome supports a major contribution of EHMT1 haploinsufficiency to the core phenotype , 2009, Journal of Medical Genetics.

[24]  C. Haldeman-Englert,et al.  Genes and biological processes commonly disrupted in rare and heterogeneous developmental delay syndromes. , 2011, Human molecular genetics.

[25]  R. Stevenson,et al.  Recurrent Infections, Hypotonia, and Mental Retardation Caused by Duplication of MECP2 and Adjacent Region in Xq28 , 2006, Pediatrics.

[26]  J. Andrieux,et al.  Genotype–phenotype correlation in four 15q24 deleted patients identified by array‐CGH , 2009, American journal of medical genetics. Part A.

[27]  Tatiana A. Tatusova,et al.  Entrez Gene: gene-centered information at NCBI , 2004, Nucleic Acids Res..

[28]  A. Haeringen,et al.  Angelman syndrome: a review of clinical and genetic aspects , 1999, Clinical Neurology and Neurosurgery.

[29]  S. Mariotti,et al.  Search for genetic variants of the SYNTAXIN 1A (STX1A) gene: the −352 A>T variant in the STX1A promoter associates with impaired glucose metabolism in an Italian obese population , 2008, International Journal of Obesity.

[30]  A. Battaglia,et al.  Spectrum of epilepsy in terminal 1p36 deletion syndrome , 2008, Epilepsia.

[31]  J. Aicardi,et al.  Pelizaeus-Merzbacher Disease: Clinical and Nosological Study , 1986, Journal of child neurology.

[32]  E. Mercuri,et al.  Mutations in KANSL1 cause the 17q21.31 microdeletion syndrome phenotype , 2012, Nature Genetics.

[33]  S. Lewis,et al.  Uberon, an integrative multi-species anatomy ontology , 2012, Genome Biology.

[34]  D. Shaw,et al.  Searching the Mouse Genome Informatics (MGI) Resources for Information on Mouse Biology from Genotype to Phenotype , 2009, Current protocols in bioinformatics.

[35]  A. Elliott,et al.  Genotype–phenotype correlations in mapped split hand foot malformation (SHFM) patients , 2006, American journal of medical genetics. Part A.

[36]  Thomas Bourgeron,et al.  Mutations in the gene encoding the synaptic scaffolding protein SHANK3 are associated with autism spectrum disorders , 2007, Nature Genetics.

[37]  L. Shaffer,et al.  Monosomy 1p36 deletion syndrome , 2007, American journal of medical genetics. Part C, Seminars in medical genetics.

[38]  Marcel H. Schulz,et al.  Clinical diagnostics in human genetics with semantic similarity searches in ontologies. , 2009, American journal of human genetics.

[39]  E. Gardner,et al.  Hereditary pattern for multiple osteomas in a family group. , 1952, American journal of human genetics.

[40]  M. Eisen All motifs are NOT created equal: structural properties of transcription factor-DNA interactions and the inference of sequence specificity , 2005, Genome Biology.

[41]  R. Reznek,et al.  Adrenal masses are associated with familial adenomatous polyposis , 2000, Diseases of the colon and rectum.

[42]  D. Peters,et al.  Rubinstein–Taybi syndrome: clinical and molecular overview , 2007, Expert Reviews in Molecular Medicine.

[43]  Bernard V Fischbach,et al.  WAGR Syndrome: A Clinical Review of 54 Cases , 2005, Pediatrics.

[44]  C. Mervis,et al.  GTF2I hemizygosity implicated in mental retardation in Williams syndrome: Genotype–phenotype analysis of five families with deletions in the Williams syndrome region , 2003, American journal of medical genetics. Part A.

[45]  Robert Hoehndorf,et al.  Mouse genetic and phenotypic resources for human genetics , 2012, Human mutation.

[46]  C. Kim,et al.  Extending the phenotype of monosomy 1p36 syndrome and mapping of a critical region for obesity and hyperphagia , 2010, American journal of medical genetics. Part A.

[47]  M. Partington,et al.  Translocations involving 4p16.3 in three families: deletion causing the Pitt-Rogers-Danks syndrome and duplication resulting in a new overgrowth syndrome. , 1997, Journal of medical genetics.

[48]  G. Merlo,et al.  Mouse model of split hand/foot malformation type I , 2002, Genesis.

[49]  T. Lufkin,et al.  The Dlx5 and Dlx6 homeobox genes are essential for craniofacial, axial, and appendicular skeletal development. , 2002, Genes & development.

[50]  M. Brilliant,et al.  Mice devoid of gamma-aminobutyrate type A receptor beta3 subunit have epilepsy, cleft palate, and hypersensitive behavior. , 1997, Proceedings of the National Academy of Sciences of the United States of America.

[51]  Martin Vingron,et al.  Ontologizer 2.0 - a multifunctional tool for GO term enrichment analysis and data exploration , 2008, Bioinform..

[52]  Tanya Z. Berardini,et al.  Cross-product extensions of the Gene Ontology , 2009, J. Biomed. Informatics.

[53]  Ana Cvejic,et al.  Inheritance of low-frequency regulatory SNPs and a rare null mutation in exon-junction complex subunit RBM8A causes TAR , 2012, Nature Genetics.

[54]  G. Mortier,et al.  Mutations in the EXT1 and EXT2 genes in hereditary multiple exostoses. , 1998, American journal of human genetics.

[55]  Barry Smith,et al.  Biodynamic ontology: applying BFO in the biomedical domain. , 2004, Studies in health technology and informatics.

[56]  Jan Wielemaker,et al.  An Overview of the SWI-Prolog Programming Environment , 2003, WLPE.

[57]  Michael Darsow,et al.  ChEBI: a database and ontology for chemical entities of biological interest , 2007, Nucleic Acids Res..

[58]  Paul N. Schofield,et al.  PhenomeNET: a whole-phenome approach to disease gene discovery , 2011, Nucleic acids research.

[59]  L. Shaffer,et al.  Construction of a natural panel of 11p11.2 deletions and further delineation of the critical region involved in Potocki–Shaffer syndrome , 2002, European Journal of Human Genetics.

[60]  H. Fiegler,et al.  Guidelines for molecular karyotyping in constitutional genetic diagnosis , 2007, European Journal of Human Genetics.

[61]  Steve D. M. Brown,et al.  The mouse ascending: perspectives for human-disease models , 2007, Nature Cell Biology.

[62]  C. Turck,et al.  Alterations in oligodendrocyte proteins, calcium homeostasis and new potential markers in schizophrenia anterior temporal lobe are revealed by shotgun proteome analysis , 2009, Journal of Neural Transmission.

[63]  A. Munnich,et al.  Overgrowth and trisomy 15q26.1-qter including the IGF1 receptor gene: report of two families and review of the literature , 2002, European Journal of Human Genetics.

[64]  A. Zinn,et al.  Phenotypes Associated with SHOX Deficiency. , 2001, The Journal of clinical endocrinology and metabolism.

[65]  L. Vallée,et al.  Smith-Magenis syndrome , 2019, Definitions.

[66]  R. Borgatti,et al.  Disruption of the ProSAP2 gene in a t(12;22)(q24.1;q13.3) is associated with the 22q13.3 deletion syndrome. , 2001, American journal of human genetics.

[67]  K. Jones,et al.  Smith's Recognizable Patterns of Human Malformation , 1996 .

[68]  J. Ha,et al.  [A case of partial trisomy 15q25.3-qter]. , 2009, The Korean journal of laboratory medicine.

[69]  J. Melki,et al.  Genetic homogeneity of Pelizaeus-Merzbacher disease: tight linkage to the proteolipoprotein locus in 16 affected families. PMD Clinical Group. , 1994, American journal of human genetics.

[70]  M. Young,et al.  Biglycan knockout mice: New models for musculoskeletal diseases , 2002, Glycoconjugate Journal.

[71]  A. Schmaier,et al.  The Williams-Beuren Syndrome—A Window into Genetic Variants Leading to the Development of Cardiovascular Disease , 2012, PLoS genetics.

[72]  J. Clarke,et al.  Medicine , 1907, Bristol medico-chirurgical journal.

[73]  Janan T Eppig,et al.  The mammalian phenotype ontology: enabling robust annotation and comparative analysis , 2009, Wiley interdisciplinary reviews. Systems biology and medicine.

[74]  Lorraine Potocki,et al.  Characterization of Potocki-Lupski syndrome (dup(17)(p11.2p11.2)) and delineation of a dosage-sensitive critical interval that can convey an autism phenotype. , 2007, American journal of human genetics.

[75]  Christine Bellann-Chantelot,et al.  Clinical Spectrum Associated with Hepatocyte Nuclear Factor-1 Mutations , 2004, Annals of Internal Medicine.

[76]  Manuel Corpas,et al.  DECIPHER: Database of Chromosomal Imbalance and Phenotype in Humans Using Ensembl Resources. , 2009, American journal of human genetics.

[77]  C. Fowler,et al.  Williams-Beuren syndrome. , 2010, The New England journal of medicine.

[78]  D. Cooper,et al.  Clinical characterisation of 29 neurofibromatosis type-1 patients with molecularly ascertained 1.4 Mb type-1 NF1 deletions , 2010, Journal of Medical Genetics.

[79]  G. Binder,et al.  Auxology is a valuable instrument for the clinical diagnosis of SHOX haploinsufficiency in school-age children with unexplained short stature. , 2003, The Journal of clinical endocrinology and metabolism.

[80]  John M. Hancock,et al.  Using ontologies to describe mouse phenotypes , 2004, Genome Biology.

[81]  Trey Ideker,et al.  Cytoscape 2.8: new features for data integration and network visualization , 2010, Bioinform..

[82]  E. Uz,et al.  ALX4 dysfunction disrupts craniofacial and epidermal development. , 2009, Human molecular genetics.

[83]  M. Lees,et al.  Sotos syndrome, infantile hypercalcemia, and nephrocalcinosis: a contiguous gene syndrome , 2011, Pediatric Nephrology.

[84]  Tomas W. Fitzgerald,et al.  Origins and functional impact of copy number variation in the human genome , 2010, Nature.

[85]  L. Shaffer,et al.  Delineation of a contiguous gene syndrome with multiple exostoses, enlarged parietal foramina, craniofacial dysostosis, and mental retardation, caused by deletions in the short arm of chromosome 11. , 1996, American journal of human genetics.

[86]  E. Gardner Follow-up study of a family group exhibiting dominant inheritance for a syndrome including intestinal polyps, osteomas, fibromas and epidermal cysts. , 1962, American journal of human genetics.

[87]  Hanni Salih,et al.  QTL global meta-analysis: are trait determining genes clustered? , 2009, BMC Genomics.

[88]  F. Munir,et al.  Cognitive functioning in children with typical cri du chat (5p–) syndrome , 1999, Developmental medicine and child neurology.

[89]  Robert Stevens,et al.  The Manchester OWL Syntax , 2006, OWLED.

[90]  G. Neri,et al.  Mapping the Wolf-Hirschhorn syndrome phenotype outside the currently accepted WHS critical region and defining a new critical region, WHSCR-2. , 2003, American journal of human genetics.

[91]  H. Masuya,et al.  Abnormal skeletal patterning in embryos lacking a single Cbp allele: a partial similarity with Rubinstein-Taybi syndrome. , 1997, Proceedings of the National Academy of Sciences of the United States of America.

[92]  Margaret Robertson,et al.  Identification and characterization of the familial adenomatous polyposis coli gene , 1991, Cell.

[93]  Mary E. Mangan,et al.  The Adult Mouse Anatomical Dictionary: a tool for annotating and integrating data , 2005, Genome Biology.

[94]  L Hotić,et al.  [The cri-du-chat syndrome]. , 1986, Medicinski arhiv.

[95]  S. Mundlos,et al.  The Human Phenotype Ontology , 2010, Clinical genetics.

[96]  C. Romano,et al.  Further Delineation of Deletion 1p36 Syndrome in 60 Patients: A Recognizable Phenotype and Common Cause of Developmental Delay and Mental Retardation , 2008, Pediatrics.

[97]  K. Woodward The molecular and cellular defects underlying Pelizaeus–Merzbacher disease , 2008, Expert Reviews in Molecular Medicine.

[98]  John M. Hancock,et al.  Phenotype ontologies for mouse and man: bridging the semantic gap , 2010, Disease Models & Mechanisms.

[99]  G. Churchill,et al.  Evidence of a Large-Scale Functional Organization of Mammalian Chromosomes , 2005, PLoS biology.

[100]  Steven Van Vooren,et al.  Phenotypic information in genomic variant databases enhances clinical care and research: The international standards for cytogenomic arrays consortium experience , 2012, Human mutation.

[101]  Giorgio Valle,et al.  The Gene Ontology in 2010: extensions and refinements , 2009, Nucleic Acids Res..

[102]  N. Breslow,et al.  Renal failure in the Denys-Drash and Wilms' tumor-aniridia syndromes. , 2000, Cancer research.

[103]  J. Bressler,et al.  Genetics of Angelman syndrome. , 1999, American journal of human genetics.

[104]  D. Ledbetter,et al.  Clinical and molecular diagnosis of Miller-Dieker syndrome. , 1991, American journal of human genetics.

[105]  Paul N. Schofield,et al.  Computational tools for comparative phenomics: the role and promise of ontologies , 2012, Mammalian Genome.

[106]  A. Hattersley,et al.  Mutations in the hepatocyte nuclear factor-1beta gene are associated with familial hypoplastic glomerulocystic kidney disease. , 2001, American journal of human genetics.

[107]  R. Kammerer,et al.  The nuclear protein Waharan is required for endosomal-lysosomal trafficking in Drosophila , 2010, Journal of Cell Science.

[108]  Paul N. Schofield,et al.  Improving ontologies by automatic reasoning and evaluation of logical definitions , 2011, BMC Bioinformatics.

[109]  J. D. Watson,et al.  The Future of Psychiatric Research: Genomes and Neural Circuits , 2010, Science.

[110]  Monte Westerfield,et al.  ZFIN: enhancements and updates to the zebrafish model organism database , 2010, Nucleic Acids Res..

[111]  Robert Hoehndorf,et al.  New approaches to the representation and analysis of phenotype knowledge in human diseases and their animal models. , 2011, Briefings in functional genomics.

[112]  P. Cotter,et al.  Tetrasomy 15q25-->qter: cytogenetic and molecular characterization of an analphoid supernumerary marker chromosome. , 2000, American journal of medical genetics.

[113]  Sang Joon Kim,et al.  A Mathematical Theory of Communication , 2006 .

[114]  Alan F. Scott,et al.  Online Mendelian Inheritance in Man (OMIM), a knowledgebase of human genes and genetic disorders , 2004, Nucleic Acids Res..

[115]  Webb Miller,et al.  Evolution and functional classification of vertebrate gene deserts. , 2005, Genome research.

[116]  E. Seemanová,et al.  DNA sequencing of CREBBP demonstrates mutations in 56% of patients with Rubinstein–Taybi syndrome (RSTS) and in another patient with incomplete RSTS , 2005, Human Genetics.

[117]  W. Verhoeven,et al.  Behavioral phenotype in the 9q subtelomeric deletion syndrome: A report about two adult patients , 2010, American journal of medical genetics. Part B, Neuropsychiatric genetics : the official publication of the International Society of Psychiatric Genetics.

[118]  Alan F. Scott,et al.  McKusick's Online Mendelian Inheritance in Man (OMIM®) , 2008, Nucleic Acids Res..

[119]  Cornelius Rosse,et al.  A Reference Ontology for Bioinformatics: The Foundational Model of Anatomy , 2003 .

[120]  Caleb Webber,et al.  Forging Links between Human Mental Retardation–Associated CNVs and Mouse Gene Knockout Models , 2009, PLoS genetics.

[121]  B. D. de Vries,et al.  Disruption of the gene Euchromatin Histone Methyl Transferase1 (Eu-HMTase1) is associated with the 9q34 subtelomeric deletion syndrome , 2005, Journal of Medical Genetics.

[122]  L. Shaffer,et al.  Physical map of 1p36, placement of breakpoints in monosomy 1p36, and clinical characterization of the syndrome. , 2003, American journal of human genetics.

[123]  Colleen A. Morris,et al.  The elastin gene is disrupted by a translocation associated with supravalvular aortic stenosis , 1993, Cell.

[124]  Debasis Dash,et al.  HGVbaseG2P: a central genetic association database , 2008, Nucleic Acids Res..

[125]  K. Doheny,et al.  3q29 interstitial microduplication: A new syndrome in a three‐generation family , 2008, American journal of medical genetics. Part A.

[126]  K. Devriendt,et al.  RAI 1 variations in Smith – Magenis syndrome patients without 17 p 11 . 2 deletions , 2005 .

[127]  Cynthia L. Smith,et al.  Integrating phenotype ontologies across multiple species , 2010, Genome Biology.

[128]  Christopher J. Mungall,et al.  Obol: Integrating Language and Meaning in Bio-Ontologies , 2004, Comparative and functional genomics.

[129]  A. Hattersley,et al.  Mutations in hepatocyte nuclear factor-1β and their related phenotypes , 2005, Journal of Medical Genetics.

[130]  K. Jones Smith's Recognizable Patterns of Human Malformation, 7th Edition , 2013 .

[131]  Cynthia L. Smith,et al.  The Mammalian Phenotype Ontology as a tool for annotating, analyzing and comparing phenotypic information , 2004, Genome Biology.

[132]  P. Michalak Coexpression, coregulation, and cofunctionality of neighboring genes in eukaryotic genomes. , 2008, Genomics.

[133]  M. Ashburner,et al.  The OBO Foundry: coordinated evolution of ontologies to support biomedical data integration , 2007, Nature Biotechnology.

[134]  R. Tenconi,et al.  Mental retardation and cardiovascular malformations in NF 1 microdeleted patients point to candidate genes in 17 q 11 . 2 * , 2004 .

[135]  C. Lese-Martin,et al.  15q overgrowth syndrome: A newly recognized phenotype associated with overgrowth, learning difficulties, characteristic facial appearance, renal anomalies and increased dosage of distal chromosome 15q , 2009, American journal of medical genetics. Part A.

[136]  Joseph T. Glessner,et al.  A large-scale survey of the novel 15q24 microdeletion syndrome in autism spectrum disorders identifies an atypical deletion that narrows the critical region , 2010, Molecular autism.

[137]  Caleb Webber,et al.  Accurate Distinction of Pathogenic from Benign CNVs in Mental Retardation , 2010, PLoS Comput. Biol..

[138]  M. C. Phelan Orphanet Journal of Rare Diseases BioMed Central Review Deletion 22q13.3 syndrome , 2008 .

[139]  M. Foiani,et al.  Template Switching: From Replication Fork Repair to Genome Rearrangements , 2007, Cell.

[140]  黒滝 直弘 私の論文から Haploinsufficiency of NSD1 causes Sotos syndrome , 2003 .

[141]  Kory Jasperson,et al.  APC-Associated Polyposis Conditions , 2014 .

[142]  Alan F. Scott,et al.  Online Mendelian Inheritance in Man (OMIM), a knowledgebase of human genes and genetic disorders , 2002, Nucleic Acids Res..

[143]  Monte Westerfield,et al.  Linking Human Diseases to Animal Models Using Ontology-Based Phenotype Annotation , 2009, PLoS biology.

[144]  Caleb Webber,et al.  Large‐scale objective association of mouse phenotypes with human symptoms through structural variation identified in patients with developmental disorders , 2012, Human mutation.

[145]  Judith A. Blake,et al.  The Mouse Genome Database (MGD): from genes to mice—a community resource for mouse biology , 2004, Nucleic Acids Res..

[146]  K. Devriendt,et al.  RAI1 variations in Smith–Magenis syndrome patients without 17p11.2 deletions , 2005, Journal of Medical Genetics.

[147]  H. Rivera,et al.  A girl with 15q overgrowth syndrome and dup(15)(q24q26.3) that included telomeric sequences. , 2010, The Korean journal of laboratory medicine.

[148]  Philip Resnik,et al.  Using Information Content to Evaluate Semantic Similarity in a Taxonomy , 1995, IJCAI.

[149]  Arcadi Navarro,et al.  Selection upon Genome Architecture: Conservation of Functional Neighborhoods with Changing Genes , 2010, PLoS Comput. Biol..

[150]  J. Moss,et al.  Prevalence of autism spectrum phenomenology in Cornelia de Lange and Cri du Chat syndromes. , 2008, American journal of mental retardation : AJMR.

[151]  K. Cornish,et al.  Developmental and behavioural characteristics of cri du chat syndrome. , 1996, Archives of disease in childhood.

[152]  Judith A. Blake,et al.  The Mouse Genome Database (MGD): premier model organism resource for mammalian genomics and genetics , 2010, Nucleic Acids Res..

[153]  Alexander D. Diehl,et al.  Logical Development of the Cell Ontology , 2011, BMC Bioinformatics.

[154]  Mark W. Moore,et al.  Towards an encyclopaedia of mammalian gene function: the International Mouse Phenotyping Consortium , 2012, Disease Models & Mechanisms.

[155]  R. Rocchi,et al.  Real‐time quantitative PCR as a routine method for screening large rearrangements in Rett syndrome: Report of one case of MECP2 deletion and one case of MECP2 duplication , 2004, Human mutation.

[156]  B. Dastugue,et al.  Genotype-phenotype correlation in inherited brain myelination defects due to proteolipid protein gene mutations. Clinical European Network on Brain Dysmyelinating Disease. , 2000, European journal of human genetics : EJHG.

[157]  Daniel Torres-Lagares,et al.  Cri du chat syndrome: a critical review. , 2010, Medicina oral, patologia oral y cirugia bucal.

[158]  C. Oancea,et al.  [The Rubinstein-Taybi syndrome]. , 1971, Neurologia, psihiatria, neurochirurgia.

[159]  A. Cherry,et al.  Whole‐genome array‐CGH identifies novel contiguous gene deletions and duplications associated with developmental delay, mental retardation, and dysmorphic features , 2007, American journal of medical genetics. Part A.

[160]  P. Robinson,et al.  Walking the interactome for prioritization of candidate disease genes. , 2008, American journal of human genetics.