A copy number variation morbidity map of developmental delay.
- Authors
- Cooper, Gregory M; Coe, Bradley P; Girirajan, Santhosh; Rosenfeld, Jill A; Vu, Tiffany H; Baker, Carl; Williams, Charles; Stalker, Heather; Hamid, Rizwan; Hannig, Vickie; Abdel-Hamid, Hoda; Bader, Patricia; McCracken, Elizabeth; Niyazov, Dmitriy; Leppig, Kathleen; Thiese, Heidi; Hummel, Marybeth; Alexander, Nora; Gorski, Jerome; Kussmann, Jennifer; Shashi, Vandana; Johnson, Krys; Rehder, Catherine; Ballif, Blake C; Shaffer, Lisa G; Eichler, Evan E
- Year
- 2011
- Journal
- Nature genetics
- PMID
- 21841781
- DOI
- 10.1038/ng.909
- PMCID
- PMC3171215
To understand the genetic heterogeneity underlying developmental delay, we compared copy number variants (CNVs) in 15,767 children with intellectual disability and various congenital defects (cases) to CNVs in 8,329 unaffected adult controls. We estimate that βΌ14.2% of disease in these children is caused by CNVs >400 kb. We observed a greater enrichment of CNVs in individuals with craniofacial anomalies and cardiovascular defects compared to those with epilepsy or autism. We identified 59 pathogenic CNVs, including 14 new or previously weakly supported candidates, refined the critical interval for several genomic disorders, such as the 17q21.31 microdeletion syndrome, and identified 940 candidate dosage-sensitive genes. We also developed methods to opportunistically discover small, disruptive CNVs within the large and growing diagnostic array datasets. This evolving CNV morbidity map, combined with exome and genome sequencing, will be critical for deciphering the genetic basis of developmental delay, intellectual disability and autism spectrum disorders.
CNV size distributions in affected and unaffected individualsThe population frequency of the largest CNV in a sample is displayed as a survivor function with the proportion of samples carrying a CNV of a given size displayed as a curve, with 95% confidence intervals indicated by dotted lines. (A) The distribution of large CNVs in the Signature set (filtered to only contain events detectable by the Illumina 550K array) versus our control population (downsampled to only events detectable by the Signature 97K array) is indicated for the overall population. After corrections for different array densities, we observed a >13.5% increase in CNV burden beyond 500 kbp in cases with a proportion of the burden representing potentially novel loci. (B) We also performed a similar analysis on subphenotypes; in this analysis, we included all Signature CNVs in conjunction with downsampled control CNVs as we are highlighting interphenotype differences rather than case versus control frequencies. This is demonstrated here for the autism, cardiovascular and craniofacial phenotypes, which represent fairly distinct sample sets and show an increased burden for the cardiovascular and craniofacial phenotypes, even after exclusion of karyotypically visible (>10 Mbp) events.
Maps of CNV locations for chromosomes 15 (top) and 17 (bottom)CNVs (>400 kbp) in affected individuals are shown in the upper portion for each chromosome with control CNVs shown in the lower portion. Disease enrichment p-values are plotted just below the control CNV maps, computed in 200 kbp windows along each chromosome (step size of 50 kbp). Deletions and duplications are red and blue, respectively, with the p-value wiggle plots colored accordingly and plotted on a negative log scale. In the middle of each plot, chromosomal features are colored as depicted. Significantly enriched regions are numbered and named on the right-hand side.
Discovery of novel microdeletions associated with genomic disorders(A) A novel microdeletion on chromosome 15q25.2q25.3. Array CGH analysis for three individuals with a 660 kbp (chr15:82,889,423β83,552,890) deletion is shown. This microdeletion maps within a genomic hotspot flanked by high-identity SD blocks. Intrachromosomal SDs of high similarity relevant to this hotspot region are depicted as red (69.8 kbp, 98.6% identity) and green (17.6 kbp, 98.6% identity) block arrows. Note that the directly orientated SDs (red block arrows) likely mediate the underlying 15q25 rearrangements by non-allelic homologous recombination (NAHR). This region also contains a 60 kbp (chr15:82,775,465β82,835,495) gap in the current builds (build36 and build37) of the reference genome assembly. (B) Atypical 17q21.31 microdeletions refine critical interval genes. High-density array CGH for the 17q21.31 microdeletion region is shown for three individuals. Probes with log2 ratios below a threshold of 1.5 standard deviations from the normalized mean log2 ratio denote deletions (red). The typical deletions (top panel) were identified in 23 individuals while atypical deletions were identified in three individuals. Note that the smallest deletion (blue box) refines the phenotype-associated critical region (chr17:41,356,798β41,631,306) to encompass only five RefSeq genes. (C) Photographs of two individuals (9888884 and 648) with atypical deletions are shown. Patient #9888884 is a 5-year-old female child with clinical features typical of 17q21.31 microdeletion syndrome and includes distinctive dysmorphic features with a bulbous nasal tip, upslanting and almond-shaped palpebral fissures, long face, strabismus, epicanthal folds, and prominent ears; DD with limited speech; hypotonia in infancy; and a friendly disposition. Additional features are low birth weight, short stature, microcephaly, long fingers, and heart defects. She also presented with postaxial polysyndactyly, neonatal cholestasis, resolved leucopenia, dry skin with some hyperpigmented lesions, and an anteriorly split tongue. Patient #648 is 9-year-old male child and has a clinical history of generalized hypotonia, seizures, autism, mental retardation, motor DD, and dysmorphic features consistent with the 17q21.31 microdeletion syndrome (epicanthal folds; ptosis; long, pear-shaped nose; long, tapering fingers). Informed consent was obtained to publish the photographs.
Discovery of novel, exon-altering CNVs using the Signature CGH data(A) For each coding exon (red bar), the three probes (black rectangles) nearest the exon for any given individual are used to define a cassette score. (B) Distribution of cassette intensities for exon 6 of PARK2 are sorted from lowest to highest (measured in standard deviations, Y-axis) across all samples (X-axis). Red points correspond to known, large deletion events that span the exon. (C) Validation results for the most strongly negative samples from (B) not previously known to carry deletions. Log2 ratio values (Y-axis for each individual row) for PARK2 (coordinates on the X-axis) in each of six tested samples are shown. Probes with very low intensities (< β0.5) are colored red, while those with moderately low values (< β0.3) are gray. Locations of PARK2 exons and probes on two of the most commonly used original oligonucleotide arrays are shown at the top.
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|---|---|---|
| 40 | METHODS β Novel, exon-altering CNV discovery | common copy number polymorphisms or deletions seen in multiple control individuals16,42,43,59. Thisβ¦ |
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| Customized high resolution CGH-array for clinical diagnosis reveals additional genomic imbalances in previous well-defined pathological samples. | VallespΓn E et al. | β | 2013 | β |
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| Deletion of TOP3Ξ², a component of FMRP-containing mRNPs, contributes to neurodevelopmental disorders. | Stoll G et al. | β | 2013 | β |
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| Genome-wide copy number variation analysis of a Branchio-oto-renal syndrome cohort identifies a recombination hotspot and implicates new candidate genes. | Brophy PD et al. | β | 2013 | β |
| Genome-wide deserts for copy number variation in vertebrates. | Makino T et al. | β | 2013 | β |
| Genome-wide detection of copy number variations using high-density SNP genotyping platforms in Holsteins. | Jiang L et al. | β | 2013 | β |
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| Global increases in both common and rare copy number load associated with autism. | Girirajan S et al. | β | 2013 | β |
| Haploinsufficiency of KDM6A is associated with severe psychomotor retardation, global growth restriction, seizures and cleft palate. | Lindgren AM et al. | β | 2013 | β |
| High resolution chromosomal microarray in undiagnosed neurological disorders. | Howell KB et al. | β | 2013 | β |
| Human spermatogenic failure purges deleterious mutation load from the autosomes and both sex chromosomes, including the gene DMRT1. | Lopes AM et al. | β | 2013 | β |
| Identification of a patient with intellectual disability and de novo 3.7 Mb deletion supports the existence of a novel microdeletion syndrome in 2p14-p15. | Hancarova M et al. | β | 2013 | β |
| Identification of small exonic CNV from whole-exome sequence data and application to autism spectrum disorder. | Poultney CS et al. | β | 2013 | β |
| Imaging and genetics of language and cognition in pediatric epilepsy. | Addis L et al. | β | 2013 | β |
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| Informatics and clinical genome sequencing: opening the black box. | Moorthie S et al. | β | 2013 | β |
| Investigation of NRXN1 deletions: clinical and molecular characterization. | Dabell MP et al. | β | 2013 | β |
| Kernel-Based Aggregation of Marker-Level Genetic Association Tests Involving Copy-Number Variation. | Li Y et al. | β | 2013 | β |
| Male-biased autosomal effect of 16p13.11 copy number variation in neurodevelopmental disorders. | Tropeano M et al. | β | 2013 | β |
| Molecular and clinical characterization of 25 individuals with exonic deletions of NRXN1 and comprehensive review of the literature. | BΓ©na F et al. | β | 2013 | β |
| Monozygotic twins discordant for submicroscopic chromosomal anomalies in 2p25.3 region detected by array CGH. | Rio M et al. | β | 2013 | β |
| Mouse model implicates GNB3 duplication in a childhood obesity syndrome. | Goldlust IS et al. | β | 2013 | β |
| NAHR-mediated copy-number variants in a clinical population: mechanistic insights into both genomic disorders and Mendelizing traits. | Dittwald P et al. | β | 2013 | β |
| Neurodevelopmental disorders and genetic testing: current approaches and future advances. | Sherr EH et al. | β | 2013 | β |
| New insights into the genetic basis of TAR (thrombocytopenia-absent radii) syndrome. | Albers CA et al. | β | 2013 | β |
| No association between general cognitive ability and rare copy number variation. | McRae AF et al. | β | 2013 | β |
| Osteogenesis imperfecta, tricho-dento-osseous syndrome and intellectual disability: a familial case with 17q21.33-q22 (COL1A1 and DLX3) deletion and 7q32.3-q33 duplication resulting from a reciprocal interchromosomal insertion. | Harbuz R et al. | β | 2013 | β |
| Pathogenic or not? Assessing the clinical relevance of copy number variants. | Hehir-Kwa JY et al. | β | 2013 | β |
| Pathogenic rare copy number variants in community-based schizophrenia suggest a potential role for clinical microarrays. | Costain G et al. | β | 2013 | β |
| Phenotypic expansion of the interstitial 16p13.3 duplication: a case report and review of the literature. | Li Z et al. | β | 2013 | β |
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| Prevalence of selected genomic deletions and duplications in a French-Canadian population-based sample of newborns. | Tucker T et al. | β | 2013 | β |
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| Prospective investigation of autism and genotype-phenotype correlations in 22q13 deletion syndrome and SHANK3 deficiency. | Soorya L et al. | β | 2013 | β |
| Proximal and distal 15q25.2 microdeletions-genotype-phenotype delineation of two neurodevelopmental susceptibility loci. | Doelken SC et al. | β | 2013 | β |
| Random or stochastic monoallelic expressed genes are enriched for neurodevelopmental disorder candidate genes. | Jeffries AR et al. | β | 2013 | β |
| Rare copy number variants are a common cause of short stature. | Zahnleiter D et al. | β | 2013 | β |
| Recurrent HERV-H-mediated 3q13.2-q13.31 deletions cause a syndrome of hypotonia and motor, language, and cognitive delays. | Shuvarikov A et al. | β | 2013 | β |
| Refinement and discovery of new hotspots of copy-number variation associated with autism spectrum disorder. | Girirajan S et al. | β | 2013 | β |
| SCRIB and PUF60 are primary drivers of the multisystemic phenotypes of the 8q24.3 copy-number variant. | Dauber A et al. | β | 2013 | β |
| Selected rapporteur summaries from the XX World Congress of Psychiatric Genetics, Hamburg, Germany, October 14-18, 2012. | Anderson-Schmidt H et al. | β | 2013 | β |
| SHANK3 as an autism spectrum disorder-associated gene. | Uchino S et al. | β | 2013 | β |
| SHANK3 haploinsufficiency: a "common" but underdiagnosed highly penetrant monogenic cause of autism spectrum disorders. | Betancur C et al. | β | 2013 | β |
| Structural variations, the regulatory landscape of the genome and their alteration in human disease. | Spielmann M et al. | β | 2013 | β |
| Technology-driven and evidence-based genomic analysis for integrated pediatric and prenatal genetics evaluation. | Wei Y et al. | β | 2013 | β |
| The association between intelligence scores and family history of psychiatric disorder in schizophrenia patients, their siblings and healthy controls. | Verweij KH et al. | β | 2013 | β |
| The future of genomics for developmentalists. | Plomin R et al. | β | 2013 | β |
| The genetic landscapes of autism spectrum disorders. | Huguet G et al. | β | 2013 | β |
| The genome-wide landscape of copy number variations in the MUSGEN study provides evidence for a founder effect in the isolated Finnish population. | Kanduri C et al. | β | 2013 | β |
| The Growing Importance of CNVs: New Insights for Detection and Clinical Interpretation. | Valsesia A et al. | β | 2013 | β |
| The Top3Ξ² way to untangle RNA. | Nott A et al. | β | 2013 | β |
| The UCSC genome browser and associated tools. | Kuhn RM et al. | β | 2013 | β |
| The unexpected role of copy number variations in juvenile myoclonic epilepsy. | Helbig I et al. | β | 2013 | β |
| The use of cytogenetic microarrays in myelodysplastic syndrome characterization. | Shaffer LG et al. | β | 2013 | β |
| The utility of chromosomal microarray analysis in developmental and behavioral pediatrics. | Beaudet AL | β | 2013 | β |
| Towards a Universal Clinical Genomics Database: the 2012 International Standards for Cytogenomic Arrays Consortium Meeting. | Riggs ER et al. | β | 2013 | β |
| Using large clinical data sets to infer pathogenicity for rare copy number variants in autism cohorts. | Moreno-De-Luca D et al. | β | 2013 | β |
| What have we learnt about the causes of ADHD? | Thapar A et al. | β | 2013 | β |
| 5q31 Microdeletions: Definition of a Critical Region and Analysis of LRRTM2, a Candidate Gene for Intellectual Disability. | Kleffmann W et al. | β | 2012 | β |
| A case report of Chinese brothers with inherited MECP2-containing duplication: autism and intellectual disability, but not seizures or respiratory infections. | Xu X et al. | β | 2012 | β |
| A genetic basis for altered sexual behavior in mutant female mice. | Zakany J et al. | β | 2012 | β |
| A genetic model for neurodevelopmental disease. | Coe BP et al. | β | 2012 | β |
| A genome-wide screen in human embryonic stem cells reveals novel sites of allele-specific histone modification associated with known disease loci. | Prendergast JG et al. | β | 2012 | β |
| A recurrent translocation is mediated by homologous recombination between HERV-H elements. | Hermetz KE et al. | β | 2012 | β |
| Association testing of copy number variants in schizophrenia and autism spectrum disorders. | Crespi BJ et al. | β | 2012 | β |
| AZFc deletions and spermatogenic failure: a population-based survey of 20,000 Y chromosomes. | Rozen SG et al. | β | 2012 | β |
| Beware of Hemizygous Deletions That May Unmask Deleterious Variants. | Poot M | β | 2012 | β |
| Cellular reprogramming: a novel tool for investigating autism spectrum disorders. | Kim KY et al. | β | 2012 | β |
| Chromosomal microarray analysis in ocular developmental anomalies. | Delahaye A et al. | β | 2012 | β |
| Chromosomal microarray versus karyotyping for prenatal diagnosis. | Wapner RJ et al. | β | 2012 | β |
| Chromosome 15q24 microdeletion syndrome. | Magoulas PL et al. | β | 2012 | β |
| Clinical and molecular delineation of 16p13.3 duplication in a patient with congenital heart defect and multiple congenital anomalies. | Chen JL et al. | β | 2012 | β |
| Clinical applications of schizophrenia genetics: genetic diagnosis, risk, and counseling in the molecular era. | Costain G et al. | β | 2012 | β |
| CNVs: harbingers of a rare variant revolution in psychiatric genetics. | Malhotra D et al. | β | 2012 | β |
| Comprehensive analysis of Copy Number Variation of genes at chromosome 1 and 10 loci associated with late age related macular degeneration. | Cantsilieris S et al. | β | 2012 | β |
| Contribution of global rare copy-number variants to the risk of sporadic congenital heart disease. | Soemedi R et al. | β | 2012 | β |
| Contribution of rare copy number variants to isolated human malformations. | Serra-JuhΓ© C et al. | β | 2012 | β |
| Copy-number disorders are a common cause of congenital kidney malformations. | Sanna-Cherchi S et al. | β | 2012 | β |
| Copy number variants in obesity-related syndromes: review and perspectives on novel molecular approaches. | D'Angelo CS et al. | β | 2012 | β |
| Copy number variations in neurodevelopmental disorders. | Grayton HM et al. | β | 2012 | β |
| Deletion of glutamate delta-1 receptor in mouse leads to aberrant emotional and social behaviors. | Yadav R et al. | β | 2012 | β |
| De novo mutations in the actin genes ACTB and ACTG1 cause Baraitser-Winter syndrome. | RiviΓ¨re JB et al. | β | 2012 | β |
| De novo pathogenic SCN8A mutation identified by whole-genome sequencing of a family quartet affected by infantile epileptic encephalopathy and SUDEP. | Veeramah KR et al. | β | 2012 | β |
| De novo triplication of the MAPT gene from the recurrent 17q21.31 microdeletion region in a patient with moderate intellectual disability and various minor anomalies. | Gregor A et al. | β | 2012 | β |
| Developmental psychopathology: the role of structural variation in the genome. | Gill M | β | 2012 | β |
| Discovery and statistical genotyping of copy-number variation from whole-exome sequencing depth. | Fromer M et al. | β | 2012 | β |
| Discovery of variants unmasked by hemizygous deletions. | Hochstenbach R et al. | β | 2012 | β |
| Epi4K: gene discovery in 4,000 genomes. | Epi4K Consortium | β | 2012 | β |
| Evidence of novel fine-scale structural variation at autism spectrum disorder candidate loci. | Hedges DJ et al. | β | 2012 | β |
| Evolution of human-specific neural SRGAP2 genes by incomplete segmental duplication. | Dennis MY et al. | β | 2012 | β |
| Exome sequencing can improve diagnosis and alter patient management. | Dixon-Salazar TJ et al. | β | 2012 | β |
| Experience with microarray-based comparative genomic hybridization for prenatal diagnosis in over 5000 pregnancies. | Shaffer LG et al. | β | 2012 | β |
| Exploring the role of copy number variants in human adaptation. | Iskow RC et al. | β | 2012 | β |
| Gene balance hypothesis: connecting issues of dosage sensitivity across biological disciplines. | Birchler JA et al. | β | 2012 | β |
| Genetic and functional analyses of SHANK2 mutations suggest a multiple hit model of autism spectrum disorders. | Leblond CS et al. | β | 2012 | β |
| Genetic architectures of psychiatric disorders: the emerging picture and its implications. | Sullivan PF et al. | β | 2012 | β |
| Genetic investigation for adults with intellectual disability: opportunities and challenges. | Baker K et al. | β | 2012 | β |
| Genetics: Fish heads and human disease. | Malhotra D et al. | β | 2012 | β |
| Genome-wide arrays: quality criteria and platforms to be used in routine diagnostics. | Vermeesch JR et al. | β | 2012 | β |
| Genomic hypomethylation in the human germline associates with selective structural mutability in the human genome. | Li J et al. | β | 2012 | β |
| Genomics and perinatal care. | Bodurtha J et al. | β | 2012 | β |
| Genomics, intellectual disability, and autism. | Mefford HC et al. | β | 2012 | β |
| Haploinsufficiency of Cyfip1 produces fragile X-like phenotypes in mice. | Bozdagi O et al. | β | 2012 | β |
| Haploinsufficiency of SOX5 at 12p12.1 is associated with developmental delays with prominent language delay, behavior problems, and mild dysmorphic features. | Lamb AN et al. | β | 2012 | β |
| Highly penetrant alterations of a critical region including BDNF in human psychopathology and obesity. | Ernst C et al. | β | 2012 | β |
| High proportion of 22q13 deletions and SHANK3 mutations in Chinese patients with intellectual disability. | Gong X et al. | β | 2012 | β |
| Integration of microarray technology into prenatal diagnosis: counselling issues generated during the NICHD clinical trial. | Wapner RJ et al. | β | 2012 | β |
| Is there a core neuropsychiatric phenotype in 22q11.2 deletion syndrome? | Baker K et al. | β | 2012 | β |
| KCTD13 is a major driver of mirrored neuroanatomical phenotypes of the 16p11.2 copy number variant. | Golzio C et al. | β | 2012 | β |
| MAGI1 copy number variation in bipolar affective disorder and schizophrenia. | Karlsson R et al. | β | 2012 | β |
| Microarray application in prenatal diagnosis: a position statement from the cytogenetics working group of the Italian Society of Human Genetics (SIGU), November 2011. | Novelli A et al. | β | 2012 | β |
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| Mutations in KANSL1 cause the 17q21.31 microdeletion syndrome phenotype. | Zollino M et al. | β | 2012 | β |
| Mutations in the chromatin modifier gene KANSL1 cause the 17q21.31 microdeletion syndrome. | Koolen DA et al. | β | 2012 | β |
| Nablus mask-like facial syndrome: deletion of chromosome 8q22.1 is necessary but not sufficient to cause the phenotype. | Allanson J et al. | β | 2012 | β |
| New mutations and sporadic intellectual disability. | Gecz J et al. | β | 2012 | β |
| Noninvasive prenatal aneuploidy testing of chromosomes 13, 18, 21, X, and Y, using targeted sequencing of polymorphic loci. | Zimmermann B et al. | β | 2012 | β |
| On the spot: very local chromosomal rearrangements. | Helsmoortel C et al. | β | 2012 | β |
| Phenotypic heterogeneity in a family with a small atypical microduplication of chromosome 22q11.2 involving TBX1. | Weisfeld-Adams JD et al. | β | 2012 | β |
| Phenotypic heterogeneity of genomic disorders and rare copy-number variants. | Girirajan S et al. | β | 2012 | β |
| Phenotypic information in genomic variant databases enhances clinical care and research: the International Standards for Cytogenomic Arrays Consortium experience. | Riggs ER et al. | β | 2012 | β |
| Prenatal BACs-on-Beadsβ’: the prospective experience of five prenatal diagnosis laboratories. | Vialard F et al. | β | 2012 | β |
| Prenatal chromosomal microarray analysis in a diagnostic laboratory; experience with >1000 cases and review of the literature. | Breman A et al. | β | 2012 | β |
| Proximal microdeletions and microduplications of 1q21.1 contribute to variable abnormal phenotypes. | Rosenfeld JA et al. | β | 2012 | β |
| Range of genetic mutations associated with severe non-syndromic sporadic intellectual disability: an exome sequencing study. | Rauch A et al. | β | 2012 | β |
| Rare copy number variants in isolated sporadic and syndromic atrioventricular septal defects. | Priest JR et al. | β | 2012 | β |
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| Sequencing chromosomal abnormalities reveals neurodevelopmental loci that confer risk across diagnostic boundaries. | Talkowski ME et al. | β | 2012 | β |
| Simons Variation in Individuals Project (Simons VIP): a genetics-first approach to studying autism spectrum and related neurodevelopmental disorders. | Simons Vip Consortium | β | 2012 | β |
| Sporadic autism exomes reveal a highly interconnected protein network of de novo mutations. | O'Roak BJ et al. | β | 2012 | β |
| Structural diversity and African origin of the 17q21.31 inversion polymorphism. | Steinberg KM et al. | β | 2012 | β |
| The autism sequencing consortium: large-scale, high-throughput sequencing in autism spectrum disorders. | Buxbaum JD et al. | β | 2012 | β |
| The clinical utility of molecular karyotyping using high-resolution array-comparative genomic hybridization. | Tzetis M et al. | β | 2012 | β |
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| The introduction of arrays in prenatal diagnosis: a special challenge. | Vetro A et al. | β | 2012 | β |
| Towards an evidence-based process for the clinical interpretation of copy number variation. | Riggs ER et al. | β | 2012 | β |
| Transcriptional co-regulation of neuronal migration and laminar identity in the neocortex. | Kwan KY et al. | β | 2012 | β |
| Translocations disrupting PHF21A in the Potocki-Shaffer-syndrome region are associated with intellectual disability and craniofacial anomalies. | Kim HG et al. | β | 2012 | β |
| Use of RNA interference by in utero electroporation to study cortical development: the example of the doublecortin superfamily. | Reiner O et al. | β | 2012 | β |
| "What does it mean?": uncertainties in understanding results of chromosomal microarray testing. | Reiff M et al. | β | 2012 | β |
| What is complex about complex disorders? | Mitchell KJ | β | 2012 | β |
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