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Singh R. A Gene-Based Algorithm for Identifying Factors That May Affect a Speaker's Voice. ENTROPY (BASEL, SWITZERLAND) 2023; 25:897. [PMID: 37372241 DOI: 10.3390/e25060897] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/17/2023] [Revised: 05/26/2023] [Accepted: 05/28/2023] [Indexed: 06/29/2023]
Abstract
Over the past decades, many machine-learning- and artificial-intelligence-based technologies have been created to deduce biometric or bio-relevant parameters of speakers from their voice. These voice profiling technologies have targeted a wide range of parameters, from diseases to environmental factors, based largely on the fact that they are known to influence voice. Recently, some have also explored the prediction of parameters whose influence on voice is not easily observable through data-opportunistic biomarker discovery techniques. However, given the enormous range of factors that can possibly influence voice, more informed methods for selecting those that may be potentially deducible from voice are needed. To this end, this paper proposes a simple path-finding algorithm that attempts to find links between vocal characteristics and perturbing factors using cytogenetic and genomic data. The links represent reasonable selection criteria for use by computational by profiling technologies only, and are not intended to establish any unknown biological facts. The proposed algorithm is validated using a simple example from medical literature-that of the clinically observed effects of specific chromosomal microdeletion syndromes on the vocal characteristics of affected people. In this example, the algorithm attempts to link the genes involved in these syndromes to a single example gene (FOXP2) that is known to play a broad role in voice production. We show that in cases where strong links are exposed, vocal characteristics of the patients are indeed reported to be correspondingly affected. Validation experiments and subsequent analyses confirm that the methodology could be potentially useful in predicting the existence of vocal signatures in naïve cases where their existence has not been otherwise observed.
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Affiliation(s)
- Rita Singh
- Center for Voice Intelligence and Security, Carnegie Mellon University, Pittsburgh, PA 15213, USA
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Serra G, Memo L, Antona V, Corsello G, Favero V, Lago P, Giuffrè M. Jacobsen syndrome and neonatal bleeding: report on two unrelated patients. Ital J Pediatr 2021; 47:147. [PMID: 34210338 PMCID: PMC8252210 DOI: 10.1186/s13052-021-01108-2] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/19/2021] [Accepted: 06/11/2021] [Indexed: 11/10/2022] Open
Abstract
Introduction In 1973, Petrea Jacobsen described the first patient showing dysmorphic features, developmental delay and congenital heart disease (atrial and ventricular septal defect) associated to a 11q deletion, inherited from the father. Since then, more than 200 patients have been reported, and the chromosomal critical region responsible for this contiguous gene disorder has been identified. Patients’ presentation We report on two unrelated newborns observed in Italy affected by Jacobsen syndrome (JBS, also known as 11q23 deletion). Both patients presented prenatal and postnatal bleeding, growth and developmental delay, craniofacial dysmorphisms, multiple congenital anomalies, and pancytopenia of variable degree. Array comparative genomic hybridization (aCGH) identified a terminal deletion at 11q24.1-q25 of 12.5 Mb and 11 Mb, in Patient 1 and 2, respectively. Fluorescent in situ hybridization (FISH) analysis of the parents documented a de novo origin of the deletion for Patient 1; parents of Patient 2 refused further genetic investigations. Conclusions Present newborns show the full phenotype of JBS including thrombocytopenia, according to their wide 11q deletion size. Bleeding was particularly severe in one of them, leading to a cerebral hemorrhage. Our report highlights the relevance of early diagnosis, genetic counselling and careful management and follow-up of JBS patients, which may avoid severe clinical consequences and lower the mortality risk. It may provide further insights and a better characterization of JBS, suggesting new elements of the genotype-phenotype correlations.
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Affiliation(s)
- Gregorio Serra
- Department of Health Promotion, Mother and Child Care, Internal Medicine and Medical Specialties "G. D'Alessandro", University of Palermo, Palermo, Italy.
| | - Luigi Memo
- Clinical Genetics Outpatient Service, Neonatology and Neonatal Intensive Care Unit, San Bortolo Hospital, Vicenza, Italy
| | - Vincenzo Antona
- Department of Health Promotion, Mother and Child Care, Internal Medicine and Medical Specialties "G. D'Alessandro", University of Palermo, Palermo, Italy
| | - Giovanni Corsello
- Department of Health Promotion, Mother and Child Care, Internal Medicine and Medical Specialties "G. D'Alessandro", University of Palermo, Palermo, Italy
| | - Valentina Favero
- Neonatal Intensive Care Unit, Ca' Foncello Hospital, Treviso, Italy
| | - Paola Lago
- Neonatal Intensive Care Unit, Ca' Foncello Hospital, Treviso, Italy
| | - Mario Giuffrè
- Department of Health Promotion, Mother and Child Care, Internal Medicine and Medical Specialties "G. D'Alessandro", University of Palermo, Palermo, Italy
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Linares Chávez EP, Toral López J, Valdés Miranda JM, González Huerta LM, Perez Cabrera A, Del Refugio Rivera Vega M, Messina Baas OM, Cuevas-Covarrubias SA. Jacobsen Syndrome: Surgical Complications due to Unsuspected Diagnosis, the Importance of Molecular Studies in Patients with Craniosynostosis. Mol Syndromol 2015; 6:229-35. [PMID: 26997943 DOI: 10.1159/000442477] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/05/2015] [Indexed: 11/19/2022] Open
Abstract
Jacobsen syndrome (JBS) is an uncommon contiguous gene syndrome. About 85-92% of cases have a de novo origin. Clinical variability and severity probably depend on the size of the affected region. The typical clinical features in JBS include intellectual disability, growth retardation, craniofacial dysmorphism as well as craniosynostosis, congenital heart disease, and platelet abnormalities. The proband was a 1 year/3-month-old Mexican male. Oligonucleotide-SNP array analysis using the GeneChip Human Cytoscan HD was carried out for the patient from genomic DNA. The SNP array showed a 14.2-Mb deletion in chromosome 11q23.3q25 (120,706-134,938 Mb), which involved 163 RefSeq genes in the database of genomic variation. We report a novel deletion in JBS that increases the knowledge of the variability in the mutation sites in this region and expands the spectrum of molecular and clinical defects in this syndrome.
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Affiliation(s)
- Etzalli P Linares Chávez
- Departamento de Genética Médica, Universidad Nacional Autónoma de México (UNAM), Mexico City, México
| | - Jaime Toral López
- Departamento de Genética Médica, Centro Médico Ecatepec, ISSEMYM, Edomex México, México
| | - Juan M Valdés Miranda
- Departamento de Genética Médica, Universidad Nacional Autónoma de México (UNAM), Mexico City, México
| | - Luz M González Huerta
- Departamento de Genética Médica, Universidad Nacional Autónoma de México (UNAM), Mexico City, México
| | - Adrian Perez Cabrera
- Departamento de Genética Médica, Universidad Nacional Autónoma de México (UNAM), Mexico City, México
| | | | - Olga M Messina Baas
- Departamento de Genética Médica, Oftalmología, Hospital General de México, Facultad de Medicina, Universidad Nacional Autónoma de México (UNAM), Mexico City, México
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Fisch GS. Cognitive-behavioral characteristics and developmental trajectories in children with deletion 11qter (Jacobsen syndrome), and their relation to deletion size. Am J Med Genet A 2014; 167A:45-53. [DOI: 10.1002/ajmg.a.36837] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2014] [Accepted: 09/26/2014] [Indexed: 11/10/2022]
Affiliation(s)
- Gene S. Fisch
- Department of Epidemiology & Health Promotion; New York University Colleges of Dentistry and Nursing; New York City New York
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Roberts JL, Hovanes K, Dasouki M, Manzardo AM, Butler MG. Chromosomal microarray analysis of consecutive individuals with autism spectrum disorders or learning disability presenting for genetic services. Gene 2014; 535:70-8. [PMID: 24188901 PMCID: PMC4423794 DOI: 10.1016/j.gene.2013.10.020] [Citation(s) in RCA: 76] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2013] [Revised: 09/26/2013] [Accepted: 10/10/2013] [Indexed: 01/15/2023]
Abstract
Chromosomal microarray analysis is now commonly used in clinical practice to identify copy number variants (CNVs) in the human genome. We report our experience with the use of the 105 K and 180K oligonucleotide microarrays in 215 consecutive patients referred with either autism or autism spectrum disorders (ASD) or developmental delay/learning disability for genetic services at the University of Kansas Medical Center during the past 4 years (2009-2012). Of the 215 patients [140 males and 75 females (male/female ratio=1.87); 65 with ASD and 150 with learning disability], abnormal microarray results were seen in 45 individuals (21%) with a total of 49 CNVs. Of these findings, 32 represented a known diagnostic CNV contributing to the clinical presentation and 17 represented non-diagnostic CNVs (variants of unknown significance). Thirteen patients with ASD had a total of 14 CNVs, 6 CNVs recognized as diagnostic and 8 as non-diagnostic. The most common chromosome involved in the ASD group was chromosome 15. For those with a learning disability, 32 patients had a total of 35 CNVs. Twenty-six of the 35 CNVs were classified as a known diagnostic CNV, usually a deletion (n=20). Nine CNVs were classified as an unknown non-diagnostic CNV, usually a duplication (n=8). For the learning disability subgroup, chromosomes 2 and 22 were most involved. Thirteen out of 65 patients (20%) with ASD had a CNV compared with 32 out of 150 patients (21%) with a learning disability. The frequency of chromosomal microarray abnormalities compared by subject group or gender was not statistically different. A higher percentage of individuals with a learning disability had clinical findings of seizures, dysmorphic features and microcephaly, but not statistically significant. While both groups contained more males than females, a significantly higher percentage of males were present in the ASD group.
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Key Words
- A2BP1
- ACADL
- ACOXL
- ADIPOQ
- ALS2 chromosome region gene 8
- ALS2CR8
- ANKRD11
- ANOVA
- ASD
- Autism spectrum disorders (ASD)
- BAC
- BCL2-like 11 gene
- BCL2L11
- CACNA1C
- CHRNA7
- CNV
- COBL
- CT
- Chromosomal microarray analysis
- Copy number variant (CNV)
- DLG1
- DLG4
- DNA
- Developmental delay
- EEF1B2
- EEG
- F-box only 45 gene
- FAM117B
- FAT tumor suppressor 1 gene
- FAT1
- FBXO45
- FISH
- FXR2
- FZD5
- GALR1
- GATA zinc finger domain-containing protein 2B gene
- GATAD2B
- GDNF-inducible zinc finger protein 1 gene
- GZF1
- HAX1
- HCLS1-associated protein X1 gene
- HDAC
- IDH1
- IL1RAPL1
- ITPR1
- KLF7
- KNG1
- LINS
- LMNA
- Learning disability
- MAP2
- MBP
- MRPL19
- MYL1
- NADH-ubiquinone oxidoreductase Fe-S protein 1 gene
- NDUFS1
- NLGN2
- NPHP1
- NRXN1
- PAK2
- PARK2
- PMP22
- POLG
- PRPF8
- PTEN
- PTH2R
- RPE
- SACS
- SD
- SH2B adaptor protein 1 gene
- SH2B1
- SH3 and multiple ankyrin repeat domains 3 gene
- SHANK3
- SHOX
- SMARCA4
- STAG2
- SUMF1
- SWI/SNF-related, matrix-associated, actin-dependent regulator of chromatin, subfamily A, member gene
- TRAPPC2
- UCSC
- USP6
- University of California, Santa Cruz
- X-linked inhibitor of apoptosis gene
- XIAP
- YWHAE
- ZNF407
- aCGH
- acyl-coA dehydrogenase, long chain gene
- acyl-coA oxidase-like gene
- adipocyte-, C1q-, and collagen domain containing gene
- analysis of variance
- ankyrin repeat domain-containing protein 11 gene
- array comparative genomic hybridization
- ataxin 2-binding protein 1 gene
- autism spectrum disorder
- bacterial artificial chromosome
- calcium channel, voltage dependent, L-type, alpha 1C subunit gene
- cholinergic receptor, neuronal nicotinic, alpha polypeptide 7 gene
- computed tomography
- copy number variant
- cordon-bleu gene
- deoxyribonucleic acid
- discs, large homolog 1 gene
- discs, large homolog 4 gene
- electroencephalogram
- eukaryotic translation elongation factor 1, beta-2 gene
- family with sequence similarity 117, member B gene
- fluorescence in situ hybridization
- fragile X mental retardation, autosomal homolog 2 gene
- frizzled 5 gene
- galanin receptor 1 gene
- histone deacetylase gene
- inositol 1,4,5-triphosphate receptor, type 1 gene
- interleukin 1 receptor accessory protein-like 1 gene
- isocitrate dehydrogenase 1 gene
- kininogen 1 gene
- kruppel-like factor 7 gene
- lamin A gene
- lines homolog gene
- microtubule-associated protein 2 gene
- mitochondrial ribosomal protein L19 gene
- myelin basic protein gene
- myosin, light peptide 1 gene
- nephrocystin 1 gene
- neurexin 1 gene
- neuroligin 2 gene
- parathyroid hormone receptor 2 gene
- parkin gene
- peripheral myelin protein 22 gene
- phosphatase and tensin homolog gene
- polymerase gamma gene
- precursor mRNA-processing factor 8 gene
- protein-activated kinase 2 gene
- ribulose 5-phosphate 3-epimerase gene
- sacsin gene
- short stature homeobox gene
- standard deviation
- stromal antigen 2 gene
- sulfatase-modifying factor 1 gene
- tracking protein particle complex, subunit 2 gene
- tyrosine 3-monooxygenase/tryptophan 5-monooxygenase activation protein, epsilon isoform gene
- ubiquitin-specific protease 6 gene
- zinc finger protein 407 gene
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Affiliation(s)
- Jennifer L Roberts
- Departments of Psychiatry, Behavioral Sciences and Pediatrics, The University of Kansas, Medical Center, Kansas City, KS, USA
| | | | - Majed Dasouki
- Department of Neurology, The University of Kansas Medical Center, Kansas City, KS, USA; King Faisal Specialist Hospital and Research Center, Riyadh, Saudi Arabia
| | - Ann M Manzardo
- Departments of Psychiatry, Behavioral Sciences and Pediatrics, The University of Kansas, Medical Center, Kansas City, KS, USA
| | - Merlin G Butler
- Departments of Psychiatry, Behavioral Sciences and Pediatrics, The University of Kansas, Medical Center, Kansas City, KS, USA.
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Lin PI, Kuo PH, Chen CH, Wu JY, Gau SSF, Wu YY, Liu SK. Runs of homozygosity associated with speech delay in autism in a taiwanese han population: evidence for the recessive model. PLoS One 2013; 8:e72056. [PMID: 23977206 PMCID: PMC3745408 DOI: 10.1371/journal.pone.0072056] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2013] [Accepted: 07/05/2013] [Indexed: 11/26/2022] Open
Abstract
Runs of homozygosity (ROH) may play a role in complex diseases. In the current study, we aimed to test if ROHs are linked to the risk of autism and related language impairment. We analyzed 546,080 SNPs in 315 Han Chinese affected with autism and 1,115 controls. ROH was defined as an extended homozygous haplotype spanning at least 500 kb. Relative extended haplotype homozygosity (REHH) for the trait-associated ROH region was calculated to search for the signature of selection sweeps. Totally, we identified 676 ROH regions. An ROH region on 11q22.3 was significantly associated with speech delay (corrected p = 1.73×10(-8)). This region contains the NPAT and ATM genes associated with ataxia telangiectasia characterized by language impairment; the CUL5 (culin 5) gene in the same region may modulate the neuronal migration process related to language functions. These three genes are highly expressed in the cerebellum. No evidence for recent positive selection was detected on the core haplotypes in this region. The same ROH region was also nominally significantly associated with speech delay in another independent sample (p = 0.037; combinatorial analysis Stouffer's z trend = 0.0005). Taken together, our findings suggest that extended recessive loci on 11q22.3 may play a role in language impairment in autism. More research is warranted to investigate if these genes influence speech pathology by perturbing cerebellar functions.
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Affiliation(s)
- Ping-I Lin
- Division of Biostatistics and Epidemiology, Cincinnati Children’s Hospital Medical Center, Cincinnati, Ohio, United States of America
- Department of Psychiatry, National Taiwan University Hospital, Taipei, Taiwan
| | - Po-Hsiu Kuo
- Graduate Institute of Epidemiology and Preventive Medicine, National Taiwan University College of Public Health, Taipei, Taiwan
| | - Chia-Hsiang Chen
- Department of Psychiatry, National Taiwan University College of Medicine, Taipei, Taiwan
- Center for Neuropsychiatric Research, National Health Research Institutes, Zhunan, Taiwan
| | - Jer-Yuarn Wu
- Institute of Biomedical Sciences, Academia Sinica, Taipei, Taiwan
- School of Chinese Medicine, China Medical University, Taichung, Taiwan
| | - Susan S-F. Gau
- Department of Psychiatry, National Taiwan University Hospital, Taipei, Taiwan
- Graduate Institute of Epidemiology and Preventive Medicine, National Taiwan University College of Public Health, Taipei, Taiwan
- Department of Psychiatry, National Taiwan University College of Medicine, Taipei, Taiwan
- Graduate Institute of Brain and Mind Sciences, Graduate Institute of Clinical Medicine, Department of Psychology, and School of Occupational Therapy, National Taiwan University, Taipei, Taiwan
| | - Yu-Yu Wu
- Department of Psychiatry, Chang Gung Memorial Hospital- Linkou Medical Center, Chang Gung University College of Medicine, Tao-Yuan, Taiwan
| | - Shih-Kai Liu
- Department of Child and Adolescent Psychiatry, Taoyuan Mental Hospital, Department of Health, Executive Yuan, Tao-Yuan, Taiwan
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Guerin A, Stavropoulos DJ, Diab Y, Chénier S, Christensen H, Kahr WHA, Babul-Hirji R, Chitayat D. Interstitial deletion of 11q-implicating theKIRREL3gene in the neurocognitive delay associated with Jacobsen syndrome. Am J Med Genet A 2012; 158A:2551-6. [DOI: 10.1002/ajmg.a.35621] [Citation(s) in RCA: 41] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2012] [Accepted: 07/20/2012] [Indexed: 12/31/2022]
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Trkova M, Becvarova V, Hynek M, Hnykova L, Hlavova E, Kreckova G, Kulovany E, Cutka D, Zatloukalova J, Markova K, Sukova M, Horacek J, Stejskal D. SNP array and phenotype correlation shows that FLI1 deletion per se is not responsible for thrombocytopenia development in Jacobsen syndrome. Am J Med Genet A 2012; 158A:2545-50. [PMID: 22887642 DOI: 10.1002/ajmg.a.35537] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2012] [Accepted: 05/30/2012] [Indexed: 11/07/2022]
Abstract
Jacobsen syndrome (JBS) is a rare chromosomal disorder caused by terminal deletion of the long arm of chromosome 11. We report on four prenatally diagnosed patients with JBS with variable prenatal and postnatal phenotypes and 11q deletions of varying sizes. Precise characterization of the deleted region in three patients was performed by SNP arrays. The severity of both the prenatal and postnatal phenotypes did not correlate with the size of the haploinsufficient region. Despite the large difference in the deletion size (nearly 6 Mb), both of the live-born patients had similar phenotypes corresponding to JBS. However, one of the most prominent features of JBS, thrombocytopenia, was only present in the live-born boy. The girl, who had a significantly longer deletion spanning all four genes suspected of being causative of JBS-related thrombocytopenia (FLI1, ETS1, NFRKB, and JAM3), did not manifest a platelet phenotype. Therefore, our findings do not support the traditional view of deletion size correlation in JBS or the causative role of FLI1, ETS1, NFRKB, and JAM3 deletion per se for the development of disease-related thrombocytopenia.
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Affiliation(s)
- Marie Trkova
- Gennet, Centre for Fetal Medicine, Praha, Czech Republic.
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Manolakos E, Vetro A, Kefalas K, Rapti SM, Louizou E, Garas A, Kitsos G, Vasileiadis L, Tsoplou P, Eleftheriades M, Peitsidis P, Orru S, Liehr T, Petersen MB, Thomaidis L. The use of array-CGH in a cohort of Greek children with developmental delay. Mol Cytogenet 2010; 3:22. [PMID: 21062444 PMCID: PMC2987877 DOI: 10.1186/1755-8166-3-22] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2010] [Accepted: 11/09/2010] [Indexed: 11/14/2022] Open
Abstract
Background The genetic diagnosis of mental retardation (MR) is difficult to establish and at present many cases remain undiagnosed and unexplained. Standard karyotyping has been used as one of the routine techniques for the last decades. The implementation of Array Comparative Genomic Hybridization (array-CGH) has enabled the analysis of copy number variants (CNVs) with high resolution. Major cohort studies attribute 11% of patients with unexplained mental retardation to clinically significant CNVs. Here we report the use of array-CGH for the first time in a Greek cohort. A total of 82 children of Greek origin with mean age 4.9 years were analysed in the present study. Patients with visible cytogenetic abnormalities ascertained by standard karyotyping as well as those with subtelomeric abnormalities determined by Multiplex Ligation-dependent Probe Amplification (MLPA) or subtelomeric FISH had been excluded. Results Fourteen CNVs were detected in the studied patients. In nine patients (11%) the chromosomal aberrations were inherited from one of the parents. One patients showed two duplications, a 550 kb duplication in 3p14.1 inherited from the father and a ~1.1 Mb duplication in (22)(q13.1q13.2) inherited from the mother. Although both parents were phenotypically normal, it cannot be excluded that the dual duplication is causative for the patient's clinical profile including dysmorphic features and severe developmental delay. Furthermore, three de novo clinically significant CNVs were detected (3.7%). There was a ~6 Mb triplication of 18q21.1 in a girl 5 years of age with moderate MR and mild dysmorphic features and a ~4.8 Mb duplication at (10)(q11.1q11.21) in a 2 years old boy with severe MR, multiple congenital anomalies, severe central hypotonia, and ataxia. Finally, in a 3 year-old girl with microcephaly and severe hypotonia a deletion in (2)(q31.2q31.3) of about ~3.9 Mb was discovered. All CNVs were confirmed by Fluorescence in situ hybridization (FISH). For the remaining 9 patients the detected CNVs (inherited duplications or deletions of 80 kb to 800 kb in size) were probably not associated with the clinical findings. Conclusions Genomic microarrays have within the recent years proven to be a highly useful tool in the investigation of unexplained MR. The cohorts reported so far agree on an around 11% diagnostic yield of clinically significant CNVs in patients with unexplained MR. Various publicly available databases have been created for the interpretation of identified CNVs and parents are analyzed in case a rare CNV is identified in the child. We have conducted a study of Greek patients with unexplained MR and confirmed the high diagnostic value of the previous studies. It is important that the technique becomes available also in less developed countries when the cost of consumables will be reduced.
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