Literature DB >> 33816068

The Utility of Whole Exome Sequencing in Diagnosing Pediatric Neurological Disorders.

O Y Muthaffar1.   

Abstract

Pediatric neurological disorders have a wide spectrum of clinical presentations and can be challenging to diagnose. Whole exome sequencing (WES) is increasingly becoming an integral diagnostic tool in medicine. It is cost-effective and has high diagnostic yield, especially in consanguineous populations. This study aims to review WES results and its value in diagnosing neurological disorders. A retrospective chart review was performed for WES results between the period of January 2018 to November 2019. Whole exome sequencing was requested for children with unexplained neurological signs and symptoms such as epilepsy, developmental delay, visual impairment, spasticity, hypotonia and magnetic resonance imaging (MRI) brain changes. It was conducted for children in a pediatric neurology clinic of a tertiary center at Jeddah, Saudi Arabia. Twenty-six children with undiagnosed neurological conditions were identified and underwent WES diagnosis. Nineteen patients (73.0%) of the cohort were diagnosed with pathogenic variants, likely pathogenic variants or variants of unknown significance (VUS). Consanguinity was positive in 18 families of the cohort (69.0%). Seven patients showed homozygous mutations. Five patients had heterozygous mutations. There were six patients with VUS and six patients had negative WES results. Whole exome sequencing showed a high diagnostic rate in this group of children with variable neurological disorders.
© 2020 Muthaffar OY, published by Sciendo.

Entities:  

Keywords:  Consanguinity; Developmental delay; Neurological disorders; Saudi Arabia; Whole exome sequencing (WES)

Year:  2021        PMID: 33816068      PMCID: PMC8009565          DOI: 10.2478/bjmg-2020-0028

Source DB:  PubMed          Journal:  Balkan J Med Genet        ISSN: 1311-0160            Impact factor:   0.519


Introduction

Childhood neurological disorders are a vast group of heterogenous conditions with a myriad of clinical presentations. Reaching a diagnosis can be challenging, time-consuming and costly. Sometimes, multiple imaging, laboratory investigations and ancillary procedures are exhausted trying to reach a final diagnosis [1]. Families also suffer from the dilemma of multiple investigations. Many neurological conditions in children present with variable degrees of presentations as well as different stages of progression, thus, multiple metabolic and genetic investigations are requested. Recently, whole exome sequencing (WES) has become an important diagnostic tool for many presumed genetic or idiopathic neurological conditions [2]. Whole exome sequencing is becoming rapidly available, cost-effective and can be a shortcut to the diagnosis. Reaching a diagnosis in a child with a neurological disorder, counseling parents and preventing recurrences of similar conditions in his/her family is the essence of pediatric neurology practice. Nowadays, phenotype-based genetic testing and panels are slowly being substituted by WES [3]. The depth of screening using WES and variant coverage as well as identification of novel and pathogenic variants is rapidly improving. The increasing rate of WES sensitivity, expanding genetic databases, shorter turn-around time and decreasing prices of WES are appealing and promising [4]. In the Middle East region and Africa, consanguinity is common. In Saudi Arabia, 52.0-67.0% of marriages are from the same family and tribe [5,6]. This cultural practice can be associated with a higher percentage of neurogenetic and metabolic conditions [7]. The diagnostic yield of WES can range from 20.0 to 70.0% with a higher yield in consanguineous populations [8, 9, 10, 11]. Few studies in the Middle East reviewed the outcomes of WES in children with neurological disorders in a population with high consanguinity rate such as Saudi Arabia [13, 14, 15, 16]. Such characteristics could increase the yield of WES. In this cohort, the clinical characteristics and WES results of children with variable neurological disorders in Saudi Arabia are reviewed.

Material and methods

A retrospective chart review for 26 children with undiagnosed neurological conditions was performed from January 2018 to November 2019. These neurological disorders ranged between developmental delay, hypotonia, epilepsy, loss of vision, ataxia, white matter changes, intellectual delay, encephalopathy and metabolic abnormalities. This review was conducted for children attending the pediatric neurology clinic at King Abdulaziz University, Jeddah, Saudi Arabia. Medical history, patients’ demographics, history of consanguinity (second cousin or closer), clinical examination and neuroimaging were reviewed and documented. All patients underwent proband-only WES. Further segregation analyses were performed for parents planning future pregnancies. Whole exome sequencing was performed in an accredited laboratories, Centogene in Rostock, Germany and Blueprint laboratories in Helsinki, Finland. Variant classifications into five classes were based on American College of Medical Genetics and Genomics (ACMG) guidelines [17] (Table 1). All patients signed a consent form for WES. The study was approved by the King Abdulaziz University Research Ethics Committee.
Table 1

American College of Medical Genetics and Genomics (ACMG) classification of variants [17].

Class 1Pathogenic
Class 2Likely pathogenic
Class 3Variant of uncertain significance (VUS)
Class 4Likely benign
Class 5Benign
American College of Medical Genetics and Genomics (ACMG) classification of variants [17].

Results

There were 19 males and seven females included in the study. Age of presentation ranged from 1 to 12 years (mean 4.8 years). Nineteen patients had positive WES results (73.0%), five patients with variants of unknown significance (VUS) that matches the clinical picture, one patient with VUS that does not explain the observed clinical characteristics. The remaining six patients were negative. The average age in the WES-positive group was 4.9 years and the average age in the WES-negative group was 4.5 years. Consanguinity was positive in 69.0% of the cohort, most of them were in the WES-positive group (Table 2).
Table 2

Cohort demographics: WES positive and negative.

Positive n (%)Negative n (%)
Males145
Females61
Total20 (77.0)a6 (23.0)
Age (mean)4.9 years4.5 years
Consanguinity14 (53.0)4 (15.0)

One of the 20 patients had positive WES results but does not explain the phenotype (patient 15 in Table 3).

Cohort demographics: WES positive and negative. One of the 20 patients had positive WES results but does not explain the phenotype (patient 15 in Table 3).
Table 3

Homozyogous, heterozygous and variants of uncertain significance VUS groups.

Homozygous Mutations
#Sex-AgeFamily HistoryConsanguinityClinical CharacteristicsOnsetGenesVariantDiagnoses
1F-6yesyesmotor delay; hypotonia; scoliosis; respiratory difficulties in neonatal period; normal congnitions, areflexia1 yearP1EZO2pathogenic: c.273_279del, p.(Pro92Thrfs*18)piezo-type mechanosensitive ion channel component; OMIM: 613629
2M-1noyessevere hypotonia; reduced tendon reflexes; motor/speech delay; cerebellar atrophy; cerebellar cyst; elevated serum CPKbirthFKRPlikely pathogenic: c.204del, p.(Ser69Profs*60)MDDGA5 (congenital with brain/eye anomalies), type A5 (MDDGA5); OMIM: 613153
3M-2noyesvision loss; nystagmus; severe retinal dysfunction2 monthsRPGRIP1pathogenic: c.1107del, p.(Glu370Asnfs*5)Leber congenital amaurosis type 6, OMIM: 613826
4M-7noyesintractable epilepsy; global developmental delay; poor vision3 yearsTPP1pathogenic: c.616C>T, p.(Arg206Cys)neuronal ceroid lipofuscinosis type 2, OMIM: 204500
5M-8noyespoor hearing; encephalopathy; MRI: white matter changes4 yearsBTDpathogenic: c.1618C>T, p.(Arg540Cys)biotinidase deficiency
6M-6yesyesataxia; delayed motor milestones; mild intellectual delay; MRI: cerebellar atrophy1 yearSPTBN2likely pathogenic: c.6258_6261delGAGA, p.(Lys2088Glyfs*228)infantile-onset spinocerebellar ataxia type 5
7F-8yesyesataxia; delayed motor milestones; mild intellectual delay; MRI: cerebellar atrophy1 yearSPTBN2likely pathogenic: c.6258_6261delGAGA, p.(Lys2088Glyfs*228)infantile-onset spinocerebellar ataxia type 5
8M-9yesyesataxia; oculomotor apraxia; telangiectasia; MRI: cerebellar atrophy3 yearsATMlikely pathogenic: c.9066del, p.(Gly3023Alafs*10)ataxia telangiectasis
Heterozygous Mutations
9F-7nonodelayed language/motor development; intellectual disability; hypotonia; generalized seizures; infantile spasms; visual impairment; normal MRI; normal metabolic profile1 yearNTRK2pathogenic: c.1301A>G, p.(Tyr434Cys)early infantile epilectic encephalopathy type 58, OMIM: 617830
10M-3yesnoacute necrotizing encephalopathy; generalized seizures; spasticity; coma and death; brain MRI: symmetric thalamic hyperintense lesions3 yearsRANBP2pathogenic: c.1754C>T, p.(Thr585Met)acute infection-induced encephalopathy-type 3, OMIM: 608033
11M-4nonodevelopmental delay; neonatal hypotonia; autistic-like behavior; epilepsy1 yearSHANK3likely pathogenic: c.2313+1G>APhelan-McDermid syndrome, OMIM: 606232
12M-9nonoataxia; ADHD; delayed speech/ language development; motor delay; hypotonia; normal EEG and brain MRI2 yearsKAT6Alikely pathogenic: c.1483-1G>Amental retardation type 32, OMIM: 616268
13M-1nonointractable neonatal seizures; normal brain MRI1 monthPACS2pathogenic: c.625G>A, p.(Glu209Lys)early infantile epileptic encephalopathy type 66, OMIM: 618067
14F-4noyesintractable focal seizures; normal brain MRI3 monthsSCN1Alikely pathogenic: c.1377G>C, p.(Gln459His)early infantile epileptic encephalopathy type 6 (Dravet syndrom), OMIM: 607208
Variant(s) of Uncertain Significance
15M-6noyesMCA stroke; dystonia; spasticity; regression of milestones; delayed language/ motor development; focal seizures and abnormal brain myelination on MRI4 yearsITGA7 ARc.1601C>T, p.(Ala534Val)congenital muscular dystrophy/hypotonia, OMIM: 613204
16F-5noyesataxia; frequent falls; macrocephaly, epilepsy and ADHD; MRI: megalencephalic leukoencephalopathy with subcortical cysts2 yearsMLC1 ARc.275C>A, p.(Pro92His)megalencephalic leukoencephalopathy with subcortical cysts type 1, OMIM: 604004
17M-3noyesdelayed speech/language development; dyskinesia; dystonia; infantile onset of the disease; paroxysmal dystonia; MRI: brain atrophy2 yearsSLC6A3 ARc.851G>A, p.(Gly284Glu)infantile Parkinsonism dystonia type 1, DTDS, PMID: 21777827
18M-1yesyesintractable infantile spasms3 monthsPNPO ARc.256T>C, p.(Cys86Arg)PNPO, OMIM: 603287
19F-6yesyesataxia and oculomotor apraxia; brain MRI: molar tooth sign2 yearsCC2D2A ARc.916_927del, p.(Pro306_Leu309del)Joubert syndrome type 9, OMIM: 612285
20M-2noyesfair hair; global developmental delay; hearing impairment; infantile onset of the disease; motor delay; muscular hypotonia; visual impairment; focal epilepsy; MRI: brain atrophy3 monthsSPATA5 AR and TIMMDC1ac.1058A>T, p.(Asp353Val) and c.230T>C, p.Ile77Thr)EHLMRS, OMIM: 616577 mitochondrial complex I deficiency, OMIM: 618251

#: patient number; F: female; M: male; OMIM: Online Mendelian Inheritance in Man; CPK: creatine phosphokinase; MDDGA5: muscular dystrophydystroglycanopathy type A5; MRI: magnetic resonance imaging; ADHD: attention deficit hyperactivity disorder; EEG: electroencephalogram; MCA: middle cerebral artery; DTDS: dopamine transporter deficiency syndrome (DTDS); PMID: PubMed reference number; AR: autosomal recessive; PNPO: pyridoxamine 5’-phosphate oxidase; EHLMRS: epilepsy, hearing loss and mental retardation syndrome.

a Autosomal mitochondrial.

The WES-positive cohort results were classified into pathogenic, likely pathogenic variants and VUS. In the homozygous and heterozygous groups, pathogenic and likely pathogenic mutations were found. These mutations, when paired with the phenotype, confirms the clinical picture (Tables 3 and 4). The VUS group was mainly clinically upgraded to clinically significant variants as those patients have matched genotype and phenotype. No benign or likely benign variants were detected in this cohort.
Table 4

Whole exome sequencing negative group.

#Sex-AgeFamily HistoryConsanguinityClinical CharacteristicsOnset
1F-1noyesepilepsy and developmental delay; brain MRI: normal4 months
2M-7noyesepilepsy and developmental delay; brain MRI: normal2 years
3M-2nonointractable epilepsy; poor vision and global developmental delay; brain MRI: normal1 year
4M-12noyesglobal developmental delay; brain MRI: basal ganglia enhancement; metabolic work-up: negative6 years
5M-4yesyesintractable focal epilepsy and ADHD1 year
6M-2noyesmicrocephaly; motor delay; brain MRI: white matter changes6 months

MRI: magnetic resonance imaging; ADHD: attention deficit hyperactivity disorder.

Homozyogous, heterozygous and variants of uncertain significance VUS groups. #: patient number; F: female; M: male; OMIM: Online Mendelian Inheritance in Man; CPK: creatine phosphokinase; MDDGA5: muscular dystrophydystroglycanopathy type A5; MRI: magnetic resonance imaging; ADHD: attention deficit hyperactivity disorder; EEG: electroencephalogram; MCA: middle cerebral artery; DTDS: dopamine transporter deficiency syndrome (DTDS); PMID: PubMed reference number; AR: autosomal recessive; PNPO: pyridoxamine 5’-phosphate oxidase; EHLMRS: epilepsy, hearing loss and mental retardation syndrome. a Autosomal mitochondrial. Whole exome sequencing negative group. MRI: magnetic resonance imaging; ADHD: attention deficit hyperactivity disorder. Eight patients had homozygous mutations, six patients had heterozygous mutations and six patients were carrying VUS. All patients had variable neurological presentations such as: epilepsy, intellectual delay, motor delay, regression of milestones, hypotonia, visual abnormalities, ataxia and MRI brain changes. Similar family history in another sibling or relative was reported in seven patients with positive WES result. One patient had ITGA7 classified as VUS that does not explain the phenotype. He was developmentally normal then developed regression of milestones and a middle cerebral artery stroke after meningoencephalitis. An ITGA7 mutation was reported to be associated with congenital muscular dystrophy, neonatal hypotonia, proximal atrophy and scoliosis ,which were not apparent in this patient before his regression. Variants of unknown significance with consistent phenotypes were seen in five patients (Table 3). The MLC1 mutation in patient #16 was consistent with megalencephalic leukoencephalopathy with subcortical cysts type 1. The patient developed ataxia and convulsions. Brain MRI also showed expected white matter changes and temporal cysts. Patient #17 had a SLC6A3 mutation compatible with infantile Parkinsonism-dystonia type 1. He presented with orolingual, upper and lower limbs dystonia and was initially diagnosed as cerebral palsy. Patient #18 was diagnosed with intractable infantile spasms and failed to respond to multiple antiseizure medications for several months. He also developed regression of milestones. A PNPO mutation was reported once. He was put on pyridoxal 5 phosphate cofactor therapy. No more seizures were reported by the parents and he is now developmentally up to age after 1 year of follow-up. Targeted analysis of both parents showed heterozygous mutations in both (Figure 1). Patient #19 was found to have ataxia and oculomotor apraxia. Brain MRI showed classic molar tooth sign. The CC2D2A mutation is associated with Joubert syndrome. Patient #20 had infantile onset of developmental delay, hearing impairment, hypotonia, visual impairment, focal epilepsy, high serum lactic acid and brain MRI showed brain atrophy. Mutations in SPATA5 and TIMMDC1 were reported to cause epilepsy, hearing loss, and mental retardation syndrome and mitochondrial complex I deficiency, respectively.
Figure 1

Parents of a child with an inherited PNPO gene mutation. They are cousins and both are heterozygous. A) Mother; B) father.

Parents of a child with an inherited PNPO gene mutation. They are cousins and both are heterozygous. A) Mother; B) father.

Discussion

The introduction of WES in medicine has changed the way of physician’s approach to patients. The number of newly diagnosed neurogenetic conditions and mutations are increasing. Multiple studies worldwide reviewed WES findings, however, few in the Middle East region. In Saudi Arabia, the Arabic ethnic background is the main population structure. Consanguinity is common in marriages. Thus, more metabolic and neurogenetic conditions are prevalent in our region. In this study, 19 patients (73.0%) out of 26 patients had genetically and phenotypically consistent findings. In the WES-positive group, consanguinity was present in 53.0% of the families whereas in the WES-negative it was 15.0%. Compared to other studies in the region [18,19] 43.0-49.0% of WES results showed clinically significant results in Saudi Arabia. Other studies from the United Arab Emirates and Qatar, reached 54.0-68.0% genetically confirmed diagnoses [14,15]. Larger studies including 2000-3000 WES samples from different ethnic regions, showed a lower diagnostic rate, around 25.0% from the USA [11], Care4Rare Canada [20] and Finding of Rare Disease Genes (FORGE) [21]. Consanguinity was positive in 18 families of the cohort (69.0%). In other studies, a similar rate of 66.0-75.0% of consanguinity was reported [12,14]. The most common features of WES results in the Middle East are a high percentage of consanguinity and a higher positivity rate of WES results [22,23]. Whole exome sequencing has a direct impact on management [24]. For example, patient number #5 (Table 3) had a positive BTD mutation classified as pathogenic. He was 7 years old when diagnosed with biotinidase deficiency. His symptoms were noticed by his parents since he was 3 years old. He had hearing problems, ataxia, convulsions and intermittent encephalopathy. He was in coma and ventilatory-dependent when WES was requested. Once started on biotin supplements, he gradually started to improve. Currently, he is off the ventilator. He is redeveloping motor gains with physical therapy. He has not experienced any more convulsions and his hearing has improved. Another patient in the cohort has a pathogenic RAN-BP2 gene mutation. He presented with acute necrotizing encephalopathy (ANE) (Figure 2). A few months after being diagnosed, his sister was also diagnosed with clinical ANE. Unfortunately, both siblings died despite aggressive immunotherapy.
Figure 2

Brain MRI in a child with acute necrotizing encephalopathy and a positive RANBP2 gene mutation. Brain MRI showing increased T2 hyperintensity of basal ganglia (A, B, and C).

Brain MRI in a child with acute necrotizing encephalopathy and a positive RANBP2 gene mutation. Brain MRI showing increased T2 hyperintensity of basal ganglia (A, B, and C). In conclusion, WES is an integral diagnostic tool in a pediatric neurology clinic. It is of great importance to unravel the diagnostic odyssey of many neurological and neurogenetic conditions. Family counseling, prevention of recurrence and treatment depends on proper genetic diagnoses. Pricing of WES is still a challenge at many centers and countries [25,26]. Sometimes, WES results can also take more than 2-3 months that can delay WES-focused medical care. The high yield of WES results in this study, though a small number of patients, is compatible with similar studies. This study promotes performing WES in childhood neurological disorders, especially when these is a similar family history and positive consanguinity.
  26 in total

1.  Consanguineous marriages in a Saudi population and the effect of inbreeding on prenatal and postnatal mortality.

Authors:  M al Husain; M al Bunyan
Journal:  Ann Trop Paediatr       Date:  1997-06

Review 2.  Clinical exome sequencing in neurologic disease.

Authors:  Brent L Fogel; Saty Satya-Murti; Bruce H Cohen
Journal:  Neurol Clin Pract       Date:  2016-04

3.  Accelerating novel candidate gene discovery in neurogenetic disorders via whole-exome sequencing of prescreened multiplex consanguineous families.

Authors:  Anas M Alazami; Nisha Patel; Hanan E Shamseldin; Shamsa Anazi; Mohammed S Al-Dosari; Fatema Alzahrani; Hadia Hijazi; Muneera Alshammari; Mohammed A Aldahmesh; Mustafa A Salih; Eissa Faqeih; Amal Alhashem; Fahad A Bashiri; Mohammed Al-Owain; Amal Y Kentab; Sameera Sogaty; Saeed Al Tala; Mohamad-Hani Temsah; Maha Tulbah; Rasha F Aljelaify; Saad A Alshahwan; Mohammed Zain Seidahmed; Adnan A Alhadid; Hesham Aldhalaan; Fatema AlQallaf; Wesam Kurdi; Majid Alfadhel; Zainab Babay; Mohammad Alsogheer; Namik Kaya; Zuhair N Al-Hassnan; Ghada M H Abdel-Salam; Nouriya Al-Sannaa; Fuad Al Mutairi; Heba Y El Khashab; Saeed Bohlega; Xiaofei Jia; Henry C Nguyen; Rakad Hammami; Nouran Adly; Jawahir Y Mohamed; Firdous Abdulwahab; Niema Ibrahim; Ewa A Naim; Banan Al-Younes; Brian F Meyer; Mais Hashem; Ranad Shaheen; Yong Xiong; Mohamed Abouelhoda; Abdulrahman A Aldeeri; Dorota M Monies; Fowzan S Alkuraya
Journal:  Cell Rep       Date:  2014-12-31       Impact factor: 9.423

4.  Lessons Learned from Large-Scale, First-Tier Clinical Exome Sequencing in a Highly Consanguineous Population.

Authors:  Dorota Monies; Mohammed Abouelhoda; Mirna Assoum; Nabil Moghrabi; Rafiullah Rafiullah; Naif Almontashiri; Mohammed Alowain; Hamad Alzaidan; Moeen Alsayed; Shazia Subhani; Edward Cupler; Maha Faden; Amal Alhashem; Alya Qari; Aziza Chedrawi; Hisham Aldhalaan; Wesam Kurdi; Sameena Khan; Zuhair Rahbeeni; Maha Alotaibi; Ewa Goljan; Hadeel Elbardisy; Mohamed ElKalioby; Zeeshan Shah; Hibah Alruwaili; Amal Jaafar; Ranad Albar; Asma Akilan; Hamsa Tayeb; Asma Tahir; Mohammed Fawzy; Mohammed Nasr; Shaza Makki; Abdullah Alfaifi; Hanna Akleh; Suad Yamani; Dalal Bubshait; Mohammed Mahnashi; Talal Basha; Afaf Alsagheir; Musad Abu Khaled; Khalid Alsaleem; Maisoon Almugbel; Manal Badawi; Fahad Bashiri; Saeed Bohlega; Raashida Sulaiman; Ehab Tous; Syed Ahmed; Talal Algoufi; Hamoud Al-Mousa; Emadia Alaki; Susan Alhumaidi; Hadeel Alghamdi; Malak Alghamdi; Ahmed Sahly; Shapar Nahrir; Ali Al-Ahmari; Hisham Alkuraya; Ali Almehaidib; Mohammed Abanemai; Fahad Alsohaibaini; Bandar Alsaud; Rand Arnaout; Ghada M H Abdel-Salam; Hasan Aldhekri; Suzan AlKhater; Khalid Alqadi; Essam Alsabban; Turki Alshareef; Khalid Awartani; Hanaa Banjar; Nada Alsahan; Ibraheem Abosoudah; Abdullah Alashwal; Wajeeh Aldekhail; Sami Alhajjar; Sulaiman Al-Mayouf; Abdulaziz Alsemari; Walaa Alshuaibi; Saeed Altala; Abdulhadi Altalhi; Salah Baz; Muddathir Hamad; Tariq Abalkhail; Badi Alenazi; Alya Alkaff; Fahad Almohareb; Fuad Al Mutairi; Mona Alsaleh; Abdullah Alsonbul; Somaya Alzelaye; Shakir Bahzad; Abdulaziz Bin Manee; Ola Jarrad; Neama Meriki; Bassem Albeirouti; Amal Alqasmi; Mohammed AlBalwi; Nawal Makhseed; Saeed Hassan; Isam Salih; Mustafa A Salih; Marwan Shaheen; Saadeh Sermin; Shamsad Shahrukh; Shahrukh Hashmi; Ayman Shawli; Ameen Tajuddin; Abdullah Tamim; Ahmed Alnahari; Ibrahim Ghemlas; Maged Hussein; Sami Wali; Hatem Murad; Brian F Meyer; Fowzan S Alkuraya
Journal:  Am J Hum Genet       Date:  2019-05-23       Impact factor: 11.025

5.  A multicenter clinical exome study in unselected cohorts from a consanguineous population of Saudi Arabia demonstrated a high diagnostic yield.

Authors:  Ahmed Alfares; Majid Alfadhel; Tariq Wani; Saud Alsahli; Iram Alluhaydan; Fuad Al Mutairi; Ali Alothaim; Mohammed Albalwi; Lamia Al Subaie; Saeed Alturki; Waleed Al-Twaijri; Muhammad Alrifai; Ahmed Al-Rumayya; Seham Alameer; Eissa Faqeeh; Ali Alasmari; Abdulaziz Alsamman; Soha Tashkandia; Abdulaziz Alghamdi; Amal Alhashem; Brahim Tabarki; Saad AlShahwan; Khalid Hundallah; Sami Wali; Homoud Al-Hebbi; Amir Babiker; Sarar Mohamed; Wafaa Eyaid; Abdul Ali Peer Zada
Journal:  Mol Genet Metab       Date:  2017-04-07       Impact factor: 4.797

6.  Effect of inbreeding on intellectual disability revisited by trio sequencing.

Authors:  Kimia Kahrizi; Hao Hu; Masoumeh Hosseini; Vera M Kalscheuer; Zohreh Fattahi; Maryam Beheshtian; Vanessa Suckow; Marzieh Mohseni; Bettina Lipkowitz; Sepideh Mehvari; Zohreh Mehrjoo; Tara Akhtarkhavari; Zhila Ghaderi; Maryam Rahimi; Sanaz Arzhangi; Payman Jamali; Milad Falahat Chian; Pooneh Nikuei; Farahnaz Sabbagh Kermani; Farnaz Sadeghinia; Roshanak Jazayeri; S Hassan Tonekaboni; Atefeh Khoshaeen; Haleh Habibi; Fatemeh Pourfatemi; Faezeh Mojahedi; Mohammad-Reza Khodaie-Ardakani; Reza Najafipour; Thomas F Wienker; Hossein Najmabadi; Hans-Hilger Ropers
Journal:  Clin Genet       Date:  2018-11-19       Impact factor: 4.438

7.  Molecular findings among patients referred for clinical whole-exome sequencing.

Authors:  Yaping Yang; Donna M Muzny; Fan Xia; Zhiyv Niu; Richard Person; Yan Ding; Patricia Ward; Alicia Braxton; Min Wang; Christian Buhay; Narayanan Veeraraghavan; Alicia Hawes; Theodore Chiang; Magalie Leduc; Joke Beuten; Jing Zhang; Weimin He; Jennifer Scull; Alecia Willis; Megan Landsverk; William J Craigen; Mir Reza Bekheirnia; Asbjorg Stray-Pedersen; Pengfei Liu; Shu Wen; Wendy Alcaraz; Hong Cui; Magdalena Walkiewicz; Jeffrey Reid; Matthew Bainbridge; Ankita Patel; Eric Boerwinkle; Arthur L Beaudet; James R Lupski; Sharon E Plon; Richard A Gibbs; Christine M Eng
Journal:  JAMA       Date:  2014-11-12       Impact factor: 56.272

8.  The diagnostic pathway in complex paediatric neurology: a cost analysis.

Authors:  K J M van Nimwegen; J H Schieving; M A A P Willemsen; J A Veltman; S van der Burg; G J van der Wilt; J P C Grutters
Journal:  Eur J Paediatr Neurol       Date:  2014-12-29       Impact factor: 3.140

9.  Exome sequencing in mostly consanguineous Arab families with neurologic disease provides a high potential molecular diagnosis rate.

Authors:  Wu-Lin Charng; Ender Karaca; Zeynep Coban Akdemir; Tomasz Gambin; Mehmed M Atik; Shen Gu; Jennifer E Posey; Shalini N Jhangiani; Donna M Muzny; Harsha Doddapaneni; Jianhong Hu; Eric Boerwinkle; Richard A Gibbs; Jill A Rosenfeld; Hong Cui; Fan Xia; Kandamurugu Manickam; Yaping Yang; Eissa A Faqeih; Ali Al Asmari; Mohammed A M Saleh; Ayman W El-Hattab; James R Lupski
Journal:  BMC Med Genomics       Date:  2016-07-19       Impact factor: 3.063

10.  Exome sequencing identifies the cause of a mendelian disorder.

Authors:  Sarah B Ng; Kati J Buckingham; Choli Lee; Abigail W Bigham; Holly K Tabor; Karin M Dent; Chad D Huff; Paul T Shannon; Ethylin Wang Jabs; Deborah A Nickerson; Jay Shendure; Michael J Bamshad
Journal:  Nat Genet       Date:  2009-11-13       Impact factor: 38.330

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