scholarly journals Frequency Conservation Score (FCS): the power of conservation and allele frequency for variant pathogenic prediction

2019 ◽  
Author(s):  
Jose Luis Cabrera Alarcon ◽  
Jose Antonio Enriquez ◽  
Fátima Sánchez-Cabo

ABSTRACTBackgroundPrediction of pathogenic variants is one of the biggest challenges for researchers and clinicians in the time of next-generation sequencing technologies. Stratification of individuals based on truly pathogenic variants might lead to improved, personalized treatments.ResultsWe present Frequency Conservation Score (FCS) and Frequency Conservation Score for Mitochondrial DNA (FCSMt) two methods for the detection of pathogenic single nucleotide variants in nuclear and mitochondrial DNA, respectively. These scores are based in a random forest model trained over a set of potentially relevant predictors: (i) conservation scores (PhastCons and phyloP); (ii) locus variability at each genomic position built from gnomAD database and (iii) physicochemical distance for amino acids substitutions and the impact/consequence over the canonical transcript. FCS showed an AUC of 98% for deleteriousness in an independent validation dataset, outperforming other scores such as metaLR, metaSVM, REVEL, DANN, CADD, SIFT, PROVEAN or FATHMM-MKL. Moreover, FCSMt presented an AUC=0.92 for pathogenic mitochondrial SNVs detection. The tool is available at http://bioinfo.cnic.es/FCSConclusionsFCS and FCS-Mt improve pathogenic mutation detection, allowing the prioritization of relevant variants in Whole Exome and Whole Genome Sequencing Analysis.

Author(s):  
Adam L. Numis ◽  
Gilberto da Gente ◽  
Elliott H. Sherr ◽  
Hannah C. Glass

Abstract Background The contribution of pathogenic gene variants with development of epilepsy after acute symptomatic neonatal seizures is not known. Methods Case–control study of 20 trios in children with a history of acute symptomatic neonatal seizures: 10 with and 10 without post-neonatal epilepsy. We performed whole-exome sequencing (WES) and identified pathogenic de novo, transmitted, and non-transmitted variants from established and candidate epilepsy association genes and correlated prevalence of these variants with epilepsy outcomes. We performed a sensitivity analysis with genes associated with coronary artery disease (CAD). We analyzed variants throughout the exome to evaluate for differential enrichment of functional properties using exploratory KEGG searches. Results Querying 200 established and candidate epilepsy genes, pathogenic variants were identified in 5 children with post-neonatal epilepsy yet in only 1 child without subsequent epilepsy. There was no difference in the number of trios with non-transmitted pathogenic variants in epilepsy or CAD genes. An exploratory KEGG analysis demonstrated a relative enrichment in cell death pathways in children without subsequent epilepsy. Conclusions In this pilot study, children with epilepsy after acute symptomatic neonatal seizures had a higher prevalence of coding variants with a targeted epilepsy gene sequencing analysis compared to those patients without subsequent epilepsy. Impact We performed whole-exome sequencing (WES) in 20 trios, including 10 children with epilepsy and 10 without epilepsy, both after acute symptomatic neonatal seizures. Children with post-neonatal epilepsy had a higher burden of pathogenic variants in epilepsy-associated genes compared to those without post-neonatal epilepsy. Future studies evaluating this association may lead to a better understanding of the risk of epilepsy after acute symptomatic neonatal seizures and elucidate molecular pathways that are dysregulated after brain injury and implicated in epileptogenesis.


Author(s):  
Jacqueline Neubauer ◽  
Shouyu Wang ◽  
Giancarlo Russo ◽  
Cordula Haas

AbstractSudden unexplained death (SUD) takes up a considerable part in overall sudden death cases, especially in adolescents and young adults. During the past decade, many channelopathy- and cardiomyopathy-associated single nucleotide variants (SNVs) have been identified in SUD studies by means of postmortem molecular autopsy, yet the number of cases that remain inconclusive is still high. Recent studies had suggested that structural variants (SVs) might play an important role in SUD, but there is no consensus on the impact of SVs on inherited cardiac diseases. In this study, we searched for potentially pathogenic SVs in 244 genes associated with cardiac diseases. Whole-exome sequencing and appropriate data analysis were performed in 45 SUD cases. Re-analysis of the exome data according to the current ACMG guidelines identified 14 pathogenic or likely pathogenic variants in 10 (22.2%) out of the 45 SUD cases, whereof 2 (4.4%) individuals had variants with likely functional effects in the channelopathy-associated genes SCN5A and TRDN and 1 (2.2%) individual in the cardiomyopathy-associated gene DTNA. In addition, 18 structural variants (SVs) were identified in 15 out of the 45 individuals. Two SVs with likely functional impairment were found in the coding regions of PDSS2 and TRPM4 in 2 SUD cases (4.4%). Both were identified as heterozygous deletions, which were confirmed by multiplex ligation-dependent probe amplification. In conclusion, our findings support that SVs could contribute to the pathology of the sudden death event in some of the cases and therefore should be investigated on a routine basis in suspected SUD cases.


2020 ◽  
Author(s):  
Chen Zhao ◽  
Hongyan Chai ◽  
Qinghua Zhou ◽  
Jiadi Wen ◽  
Uma M. Reddy ◽  
...  

Purpose: Pregnancy loss ranging from spontaneous abortion (SAB) to stillbirth can result from monogenic causes of Mendelian inheritance. This study evaluated the clinical application of whole exome sequencing (WES) in identifying the genetic etiology for pregnancy loss. Methods: A cohort of 102 specimens from products of conception (POC) with normal karyotype and absence of pathogenic copy number variants were selected for WES. Abnormality detection rate (ADR) and variants of diagnostic value correlated with SAB and stillbirth were evaluated. Results: WES detected six pathogenic variants, 16 likely pathogenic variants, and 17 variants of uncertain significance favor pathogenic (VUSfp) from this cohort. The ADR for pathogenic and likely pathogenic variants was 22% and reached 35% with the inclusion of VUSfp. The ADRs of SAB and stillbirth were 36% and 33%, respectively. Affected genes included those associated with multi-system abnormalities, neurodevelopmental disorders, cardiac anomalies, skeletal dysplasia, metabolic disorders and renal diseases. Conclusion: These results supported the clinical utility of WES for detecting monogenic etiology of pregnancy loss. The identification of disease associated variants provided information for follow-up genetic counseling of recurrence risk and management of subsequent pregnancies. Discovery of novel variants could provide insight for underlying molecular mechanisms causing fetal death.


2020 ◽  
Vol 5 (1) ◽  
Author(s):  
Min Chen ◽  
Min Zhang ◽  
Yeqing Qian ◽  
Yanmei Yang ◽  
Yixi Sun ◽  
...  

Abstract Recent advances in Bionano optical mapping (BOM) provide a great insight into the determination of structural variants (SVs), but its utility in identification of clinical likely pathogenic variants needs to be further demonstrated and proved. In a family with two consecutive pregnancies affected with ventriculomegaly, a splicing likely pathogenic variant at the LAMA1 locus (NM_005559: c. 4663 + 1 G > C) inherited from the father was identified in the proband by whole-exome sequencing, and no other pathogenic variant associated with the clinical phenotypes was detected. SV analysis by BOM revealed an ~48 kb duplication at the LAMA1 locus in the maternal sample. Real-time quantitative PCR and Sanger sequencing further confirmed the duplication as c.859-153_4806 + 910dup. Based on these variants, we hypothesize that the fetuses have Poretti-Boltshauser syndrome (PBS) presenting with ventriculomegaly. With the ability to determine single nucleotide variants and SVs, the strategy adopted here might be useful to detect cases missed by current routine screening methods. In addition, our study may broaden the phenotypic spectrum of fetuses with PBS.


Blood ◽  
2021 ◽  
Vol 138 (Supplement 1) ◽  
pp. 1037-1037
Author(s):  
Amna Gameil ◽  
Hajer Al-Mulla ◽  
Aliaa Amer ◽  
Tawfeg Ben-Omran ◽  
Mohamed A Yassin ◽  
...  

Abstract Background and Objectives: Inherited Dysfibrinogenemia is a rare functional fibrinogen disorder in which the fibrinogen protein is present but with a reduced function. Fibrinogen is a 340-kDa glycoprotein that is encoded by three genes namely: Fibrinogen Bb (FGB), Aa (FGA), and g (FGG). The disorder is characterized by a wide spectrum of clinical phenotypes, ranging from asymptomatic to mild- to-severe bleeding or thrombotic manifestations and recurrent miscarriages. The mode of inheritance is mostly autosomal dominant manner and frequently as a result of a point mutation in FGA (Arg35) and FGG (Arg301). The laboratory diagnosis is based on discrepancy between fibrinogen antigen (detected by immunoassay or by immuno-turbidimetric assay) and functional assay (detected by Clauss method or other clot-based assays). The disorder is often associated with prolonged activated partial thromboplastin time (APTT), prothrombin time (PT) and thrombin time (TT).Fibrinogen activity is reduced by Clauss method while the antigen assay remains normal. The management is directed towards prevention of bleeding with prophylactic fibrinogen concentrates or cryoprecipitate prior to invasive procedures, surgeries or delivery. Dysfibrinogenemia is a rare disorder yet it is very prevalent in Qatar as a result of high rate of consanguineous marriages. The aim of our study is to describe the clinical phenotype in relation to genotype in this cohort. Methods We conducted a retrospective analysis of 23 patients with Inherited Dysfibrinogenemia reported by our center from 2015 to 2020 . Patients with a positive family of history fibrinogen disorder and abnormal coagulation screen, low functional fibrinogen assay (by Clauss method) or normal antigen level by turbidimetry were included. Whole exome sequencing (WES) was performed on the proband case which detected a likely pathogenic mutation that was tested on subsequent cases. We diagnosed our patients with Inherited Dysfibrinogenemia based on both coagulation-based assays and molecular tests. Probable Inherited Dysfibrinogenemia was considered in patients where the molecular test or antigen assay were not performed. To assess the clinical phenotype, data was collected that included; age at diagnosis, gender, bleeding and thrombotic events as well as coagulation screening. (Table 1) Results 23 patients who were described in this cohort belong to the same tribe. 74% (17 o/23) were female and only 41% (7/17) reported an obstetric bleeding (postpartum or post abortion) and one reported mild bleeding that occurred in the postmenopausal period and no previous bleeding (case#19). The median age of diagnosis was 28.8 years (5-69) for the females. All male cases in the cohort were detected either during routine screening or prior to surgery with no previous history of bleeding. No thrombotic events were observed in this cohort. Genetic Analysis Following proper genetic counseling and informed consent, whole exome sequencing analysis (WES) was performed on the index case which included testing of the fibrinogen genes FGA, FGB and FGG. WES revealed a likely pathogenic mutation in the FGA gene (p. Arg35His (R35H) (CGT>CAT): c.104 G>A in exon 2)-Located within the cleavage site of fibrinopeptide A by thrombin (The UniProt Consortium, 2017), which is a mutational hotspot. This result is likely consistent with the diagnosis of Dysfibrinogenemia. Conclusion The FGA R35H mutation is considered a probable recurrent variant in a large tribe in the Qatari population and is associated with late onset mild bleeding manifestations in minority of cases . Despite the fact that the reported tribe is highly consanguineous, the R35H mutation behaved in an autosomal dominant manner rather than recessive in this cohort.Further studies to assess phenotype - genotype correlation of Dysfibrinogenemia is warranted. Figure 1 Figure 1. Disclosures No relevant conflicts of interest to declare.


2020 ◽  
Author(s):  
James A. Poulter ◽  
Molly S. C. Gravett ◽  
Rachel L. Taylor ◽  
Kaoru Fujinami ◽  
Julie De Zaeytijd ◽  
...  

AbstractPurposeBiallelic mutations in G-Protein coupled receptor kinase 1 (GRK1) cause Oguchi disease, a rare subtype of congenital stationary night blindness (CSNB). The purpose of this study was to identify pathogenic GRK1 variants and use in-depth bioinformatic analyses to evaluate how their impact on protein structure could lead to pathogenicity.MethodsPatients’ genomic DNA was sequenced by whole genome, whole exome or focused exome sequencing. Pathogenic variants, published and novel, were compared to nondisease associated missense variants. The impact of GRK1 missense variants at the protein level were then predicted using a series of computational tools.ResultsWe identified eleven previously unpublished cases with biallelic pathogenic GRK1 variants, including seven novel variants, and reviewed all GRK1 pathogenic variants. Further structure-based scoring revealed a hotspot for missense variants in the kinase domain. Additionally, to aid future clinical interpretation, we identified the bioinformatics tools best able to differentiate pathogenic from non-pathogenic variants.ConclusionWe identified new GRK1 pathogenic variants in Oguchi disease patients and investigated how disease-causing variants may impede protein function, giving new insights into the mechanisms of pathogenicity. All pathogenic GRK1 variants described to date have been collated into a Leiden Open Variation Database (http://dna2.leeds.ac.uk/GRK1_LOVD/genes/GRK1).


PeerJ ◽  
2020 ◽  
Vol 8 ◽  
pp. e8841
Author(s):  
Yongbo Yang ◽  
Jian Wang ◽  
Qun Liang ◽  
Yi Wang ◽  
Xinhua Chen ◽  
...  

Moyamoya disease (MMD) is a progressive stenosis at the terminal portion of internal carotid artery and frequently occurs in East Asian countries. The etiology of MMD is still largely unknown. We performed a case-control design with whole-exome sequencing analysis on 31 sporadic MMD patients and 10 normal controls with matched age and gender. Patients clinically diagnosed with MMD was determined by digital subtraction angiography (DSA). Twelve predisposing mutations on seven genes associated with the sporadic MMD patients of Chinese ancestry (CCER2, HLA-DRB1, NSD-1, PDGFRB, PHACTR1, POGLUT1, and RNF213) were identified, of which eight single nucleotide variants (SNVs) were deleterious with CADD PHRED scaled score > 15. Sanger sequencing of nine cases with disease progression and 22 stable MMD cases validated that SNV (c.13185159G>T, p.V265L) on PHACTR1 was highly associated with the disease progression of MMD. Finally, we knocked down the expression of PHACTR1 by transfection with siRNA and measured the cell survival of human coronary artery endothelial cell (HCAEC) cells. PHACTR1 silence reduced the cell survival of HCAEC cells under serum starvation cultural condition. Together, these data identify novel predisposing mutations associated with MMD and reveal a requirement for PHACTR1 in mediating cell survival of endothelial cells.


2020 ◽  
Author(s):  
Jose Luis Cabrera-Alarcon ◽  
Jose Antonio Enriquez ◽  
Jorge Garcia Martinez ◽  
Fátima Sánchez-Cabo

ABSTRACTAccurate pathogenic detection for single nucleotide variants (SNVs) is a key problem to perform variant ranking in whole exome sequencing studies. Several in silico tools have been developed to identify deleterious variants. Locus variability, computed as Shannon entropy from gnomAD/helixMTdb variant allele frequencies can be used as pathogenic variants predictor. In this study we evaluate the use of Shannon entropy in non-coding mitochondrial DNA and also in coding regions with an additional selective pressure other than that imposed by the genetic code, as are splice-sites. To benchmark this functionality in non-coding mitochondrial variants, Shannon entropy was compared with HmtVar disease score, outperforming it in non-coding SNVs (AUCH=0.99 in ROC curve and PR-AUCH=1.00 in Precision-recall curve). In the same way, for splice-sites’ variants, Shannon entropy was compared against two state-of-the-art ensemble predictors ada score and rf score, matching their overall performance both in ROC curves (AUCH=0.95) and Precision-recall curves (PR-AUC=0.97). Therefore, locus variability could aid in variant ranking process for these specific types of [email protected]; [email protected]


2020 ◽  
pp. jclinpath-2020-206960
Author(s):  
Rashmi Dongerdiye ◽  
Sujatha Jagadeesh ◽  
Beena Suresh ◽  
Aruna Rajendran ◽  
Rati Devendra ◽  
...  

Hexokinase (EC 2.7.1.1, Adenosine Tri Phosphate (ATP): D-hexose-6-phosphotransferase) is a crucial regulatory enzyme of the glycolytic pathway (Embden-Meyerhof pathway). Hexokinase deficiency is associated with chronic non-spherocytic haemolytic anaemia (HA) with some exceptional cases showing psychomotor/mental retardation and fetus death. The proband is a four-and-half-year-old female child born of a four-degree consanguineous marriage hailing from South India with autosomal recessive congenital HA associated with developmental delay. She was well till 3 months of her age post an episode of diarrhoea when she was noted to be severely anaemic and requiring regular transfusions. The common causes of HA, haemoglobinopathies, red cell membranopathies and common red cell enzymopathies (G6PD, GPI, PK and P5N) were ruled out. Targeted analysis of whole exome sequencing (WES) using an insilico gene panel for hereditary anaemia was performed to identify pathogenic variants in the patient. Next-generation sequencing revealed a novel homozygous variant in hexokinase gene c.2714C>A (p. Thr905Lys) in exon-18. The pathogenic nature of the variant p. Thr905Lys in the HK1 gene was confirmed collectively by biochemical and molecular studies. Insilico analysis (PolyPhen-2, Provean, Mutation Taster) predicted the variant to be severe disease causing. Multiple sequence alignment demonstrated the conservation of p. Thr905 across the species. The impact of the mutation on the protein structure was studied by PyMOL and Swiss Protein databank viewer.


2021 ◽  
Vol 13 (1) ◽  
Author(s):  
Masayo Kagami ◽  
Kaori Hara-Isono ◽  
Keiko Matsubara ◽  
Kazuhiko Nakabayashi ◽  
Satoshi Narumi ◽  
...  

Abstract Background ZNF445, as well as ZFP57, is involved in the postfertilization methylation maintenance of multiple imprinting-associated differentially methylated regions (iDMRs). Thus, ZNF445 pathogenic variants are predicted to cause multilocus imprinting disturbances (MLIDs), as do ZFP57 pathogenic variants. In particular, the MEG3/DLK1:IG-DMR would be affected, because the postzygotic methylation imprint of the MEG3/DLK1:IG-DMR is maintained primarily by ZNF445, whereas that of most iDMRs is preserved by both ZFP57 and ZNF445 or primarily by ZFP57. Results We searched for a ZNF445 variant(s) in six patients with various imprinting disorders (IDs) caused by epimutations and MLIDs revealed by pyrosequencing for nine iDMRs, without a selection for the original IDs. Re-analysis of the previously obtained whole exome sequencing data identified a homozygous ZNF445 variant (NM_181489.6:c.2803C>T:p.(Gln935*)) producing a truncated protein missing two of 14 zinc finger domains in a patient with Temple syndrome and MLID. In this patient, array-based genomewide methylation analysis revealed severe hypomethylation of most CpGs at the MEG3:TSS-DMR, moderate hypomethylation of roughly two-thirds of CpGs at the H19/IGF2:IG-DMR, and mild-to-moderate hypomethylation of a few CpGs at the DIRAS3:TSS-DMR, MEST:alt-TSS-DMR, IGF2:Ex9-DMR, IGF2:alt-TSS, and GNAS-AS1:TSS-DMR. Furthermore, bisulfite sequencing analysis for the MEG3/DLK1:IG-DMR delineated a markedly hypomethylated segment (CG-A). The heterozygous parents were clinically normal and had virtually no aberrant methylation pattern. Conclusions We identified a ZNF445 pathogenic variant for the first time. Since ZNF445 binds to the MEG3/DLK1:IG-DMR and other iDMRs affected in this patient, the development of Temple syndrome and MLID would primarily be explained by the ZNF445 variant. Furthermore, CG-A may be the target site for ZNF445 within the MEG3/DLK1:IG-DMR.


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