scholarly journals In-silico Analysis of NF1 Missense Variants in ClinVar: Translating Variant Predictions into Variant Interpretation and Classification

2020 ◽  
Vol 21 (3) ◽  
pp. 721 ◽  
Author(s):  
Matteo Accetturo ◽  
Nicola Bartolomeo ◽  
Alessandro Stella

Background: With the advent of next-generation sequencing in genetic testing, predicting the pathogenicity of missense variants represents a major challenge potentially leading to misdiagnoses in the clinical setting. In neurofibromatosis type 1 (NF1), where clinical criteria for diagnosis may not be fully present until late infancy, correct assessment of variant pathogenicity is fundamental for appropriate patients’ management. Methods: Here, we analyzed three different computational methods, VEST3, REVEL and ClinPred, and after extracting predictions scores for 1585 NF1 missense variants listed in ClinVar, evaluated their performances and the score distribution throughout the neurofibromin protein. Results: For all the three methods, no significant differences were present between the scores of “likely benign”, “benign”, and “likely pathogenic”, “pathogenic” variants that were consequently collapsed into a single category. The cutoff values for pathogenicity were significantly different for the three methods and among benign and pathogenic variants for all methods. After training five different models with a subset of benign and pathogenic variants, we could reclassify variants in three sharply separated categories. Conclusions: The recently developed metapredictors, which integrate information from multiple components, after gene-specific fine-tuning, could represent useful tools for variant interpretation, particularly in genetic diseases where a clinical diagnosis can be difficult.

2021 ◽  
Vol 21 (1) ◽  
Author(s):  
Eva Pinti ◽  
Krisztina Nemeth ◽  
Krisztina Staub ◽  
Anna Lengyel ◽  
Gyorgy Fekete ◽  
...  

Abstract Background Neurofibromatosis type 1 (NF1), which is caused by heterozygous inactivating pathogenic variants in the NF1, has poor phenotypic expressivity in the early years of life and there are numerous conditions, including many other tumor predisposition syndromes, that can mimic its appearance. These are collectively termed NF1-like syndromes and are also connected by their genetic background. Therefore, the NF1’s clinical diagnostic efficiency in childhood could be difficult and commonly should be completed with genetic testing. Methods To estimate the number of syndromes/conditions that could mimic NF1, we compiled them through an extensive search of the scientific literature. To test the utility of NF1’s National Institutes of Health (NIH) clinical diagnostic criteria, which have been in use for a long time, we analyzed the data of a 40-member pediatric cohort with symptoms of the NF1-like syndromes’ overlapping phenotype and performed NF1 genetic test, and established the average age when diagnostic suspicion arises. To facilitate timely identification, we compiled strongly suggestive phenotypic features and anamnestic data. Results In our cohort the utility of NF1’s clinical diagnostic criteria were very limited (sensitivity: 80%, specificity: 30%). Only 53% of children with clinically diagnosed NF1 had a detectable NF1 pathogenic variation, whereas 40% of patients without fulfilled clinical criteria tested positive. The average age at first genetic counseling was 9 years, and 40% of children were referred after at least one tumor had already been diagnosed. These results highlight the need to improve NF1-like syndromes’ diagnostic efficiency in childhood. We collected the most extensive spectrum of NF1-like syndromes to help the physicians in differential diagnosis. We recommend the detailed, non-invasive clinical evaluation of patients before referring them to a clinical geneticist. Conclusions Early diagnosis of NF1-like syndromes can help to prevent severe complications by appropriate monitoring and management. We propose a potential screening, diagnostic and management strategy based on our findings and recent scientific knowledge.


2022 ◽  
Vol 12 (1) ◽  
Author(s):  
Avi Fellner ◽  
Yael Goldberg ◽  
Dorit Lev ◽  
Lina Basel-Salmon ◽  
Oded Shor ◽  
...  

AbstractTUBB4A-associated disorder is a rare condition affecting the central nervous system. It displays a wide phenotypic spectrum, ranging from isolated late-onset torsion dystonia to a severe early-onset disease with developmental delay, neurological deficits, and atrophy of the basal ganglia and cerebellum, therefore complicating variant interpretation and phenotype prediction in patients carrying TUBB4A variants. We applied entropy-based normal mode analysis (NMA) to investigate genotype–phenotype correlations in TUBB4A-releated disease and to develop an in-silico approach to assist in variant interpretation and phenotype prediction in this disorder. Variants included in our analysis were those reported prior to the conclusion of data collection for this study in October 2019. All TUBB4A pathogenic missense variants reported in ClinVar and Pubmed, for which associated clinical information was available, and all benign/likely benign TUBB4A missense variants reported in ClinVar, were included in the analysis. Pathogenic variants were divided into five phenotypic subgroups. In-silico point mutagenesis in the wild-type modeled protein structure was performed for each variant. Wild-type and mutated structures were analyzed by coarse-grained NMA to quantify protein stability as entropy difference value (ΔG) for each variant. Pairwise ΔG differences between all variant pairs in each structural cluster were calculated and clustered into dendrograms. Our search yielded 41 TUBB4A pathogenic variants in 126 patients, divided into 11 partially overlapping structural clusters across the TUBB4A protein. ΔG-based cluster analysis of the NMA results revealed a continuum of genotype–phenotype correlation across each structural cluster, as well as in transition areas of partially overlapping structural clusters. Benign/likely benign variants were integrated into the genotype–phenotype continuum as expected and were clearly separated from pathogenic variants. We conclude that our results support the incorporation of the NMA-based approach used in this study in the interpretation of variant pathogenicity and phenotype prediction in TUBB4A-related disease. Moreover, our results suggest that NMA may be of value in variant interpretation in additional monogenic conditions.


2021 ◽  
Author(s):  
Deeann Wallis ◽  
Andre Leier ◽  
Marc Moore ◽  
Michael Daniel ◽  
Hui Liu ◽  
...  

Abstract We investigated the feasibility of utilizing an exon skipping approach as a genotype-dependent therapeutic for neurofibromatosis type 1 (NF1) by determining which NF1 exons might be skipped while maintaining neurofibromin function. Human neurofibromin is well-known as a GTPase activating protein (GAP), but outside of its GAP-related domain (GRD), it is unclear how critical other regions are for function. Initial in silico analysis predicted exons that can be skipped with minimal loss of neurofibromin function. Utilizing a novel Nf1 cDNA system, we performed a functional screen to determine the effects of exon skipping on in vitro neurofibromin expression and GRD function. Loss of single exons 12, 17, 25, 41, 47, or 52 maintained significant GRD function in at least two Ras activity assays. Exons 18/19, 20 and 28 are critical for GRD function; deletion of exons 20, 41, or 47 led to significantly lower levels of neurofibromin. As suggested by in silico analysis, skipping of exons 17 or 52 resulted in both the highest neurofibromin levels and the greatest suppression of Ras activity. Assessment of NF1 patient databases indicates that pathogenic variants resulting in deletion or skipping of exons 17, 25, and 52 have not been reported; and truncating pathogenic variants in each exon account for ~0.91, 0.94, and 0.25% of unrelated NF1 cases, respectively. Hence, we designed antisense phosphodiamitate morpholino oligos (PMOs) to skip exon 17 and evaluated them in human cell lines that we generated via CRISPR/Cas9 with a patient-specific truncating pathogenic variant, c.1885G>A. We down-selected oligos that efficiently caused skipping of exon 17 and restored NF1 expression and function. Further, homozygous deletion of exon 17 in a novel mouse model is compatible with viable and grossly healthy animals with normal lifespan and no tumor development, providing proof-of-concept that exon 17 is not essential for murine neurofibromin function. Mild phenotypes observed include abnormal nesting behavior and lymphoid hyperplasia with increased numbers of both B- and T-cells. Hence, exon skipping should be further investigated as a therapeutic approach for NF1 patients with treatment of individuals with pathogenic variants in exon 17.


2020 ◽  
Vol 4 (Supplement_1) ◽  
Author(s):  
Jeong Eun Lee ◽  
WooYeong Chung ◽  
BoLyun Lee ◽  
SooHyun Ku ◽  
Ga Won Jeon ◽  
...  

Abstract Purpose: Next Generation Sequencing (NGS) technology is a highthroughput method for genome sequencing which assists clinicians with diagnosis of patients with suspected genetic disorders. This study was to investigate diagnostic yield and clinical utility of whole exome sequencing prospectively in the rare genetic diseases. Method: WES was performed a total of 178 patients with suspected genetic disorder. Buccal swab samples were collected from the patients to extract genomic DNA. WES and variant interpretation was conducted in 3 Billion Inc (Seoul, Republic of Korea), based on their own software. Patients’ phenotype was interpreted by clinical geneticists. Results: WES reported 117 variants (66.7%). According to the ACMG/AMP guidelines, there were 25 pathogenic variants (14%), 37 likely pathogenic variants (32%), and 55 VUS (31%). Among the 117 patients who detected variants, genotype-phenotype correlation was analyzed and resulted that 44 (38%) were found to be apparently causal mutation of the disease, 37 (32%) were not considered the cause of the disease, and 36 (31%) were withheld judgement. Of the VUS variants, 13% were likely to be the causal variants of the disease considering phenotype of patients. Conclusion: This study showed 38% of diagnostic yield in patients with unidentified genetic condition by using prospective WES based on automating variant interpretation system. In the diagnosis of rare genetic disease, we identified the need for a multi-disciplinary team to select appropriate subjects and interpret the clinical significance of the found genetic variants.


2017 ◽  
Vol 55 (05) ◽  
pp. e28-e56
Author(s):  
R Stauber ◽  
W Spindelböck ◽  
F Rainer ◽  
P Douschan ◽  
C Lackner

2021 ◽  
Vol 11 (1) ◽  
Author(s):  
Maximiliano Martín Aballay ◽  
Natalia Cristina Aguirre ◽  
Carla Valeria Filippi ◽  
Gabriel Hugo Valentini ◽  
Gerardo Sánchez

AbstractThe advance of Next Generation Sequencing (NGS) technologies allows high-throughput genotyping at a reasonable cost, although, in the case of peach, this technology has been scarcely developed. To date, only a standard Genotyping by Sequencing approach (GBS), based on a single restriction with ApeKI to reduce genome complexity, has been applied in peach. In this work, we assessed the performance of the double-digest RADseq approach (ddRADseq), by testing 6 double restrictions with the restriction profile generated with ApeKI. The enzyme pair PstI/MboI retained the highest number of loci in concordance with the in silico analysis. Under this condition, the analysis of a diverse germplasm collection (191 peach genotypes) yielded 200,759,000 paired-end (2 × 250 bp) reads that allowed the identification of 113,411 SNP, 13,661 InDel and 2133 SSR. We take advantage of a wide sample set to describe technical scope of the platform. The novel platform presented here represents a useful tool for genomic-based breeding for peach.


Author(s):  
Giorgia Di Lorenzo ◽  
Lena M. Westermann ◽  
Timur A. Yorgan ◽  
Julian Stürznickel ◽  
Nataniel F. Ludwig ◽  
...  

Abstract Purpose Pathogenic variants in GNPTAB and GNPTG, encoding different subunits of GlcNAc-1-phosphotransferase, cause mucolipidosis (ML) II, MLIII alpha/beta, and MLIII gamma. This study aimed to investigate the cellular and molecular bases underlying skeletal abnormalities in patients with MLII and MLIII. Methods We analyzed bone biopsies from patients with MLIII alpha/beta or MLIII gamma by undecalcified histology and histomorphometry. The skeletal status of Gnptgkoand Gnptab-deficient mice was determined and complemented by biochemical analysis of primary Gnptgko bone cells. The clinical relevance of the mouse data was underscored by systematic urinary collagen crosslinks quantification in patients with MLII, MLIII alpha/beta, and MLIII gamma. Results The analysis of iliac crest biopsies revealed that bone remodeling is impaired in patients with GNPTAB-associated MLIII alpha/beta but not with GNPTG-associated MLIII gamma. Opposed to Gnptab-deficient mice, skeletal remodeling is not affected in Gnptgko mice. Most importantly, patients with variants in GNPTAB but not in GNPTG exhibited increased bone resorption. Conclusion The gene-specific impact on bone remodeling in human individuals and in mice proposes distinct molecular functions of the GlcNAc-1-phosphotransferase subunits in bone cells. We therefore appeal for the necessity to classify MLIII based on genetic in addition to clinical criteria to ensure appropriate therapy.


Author(s):  
Paolo Zanoni ◽  
Katharina Steindl ◽  
Deepanwita Sengupta ◽  
Pascal Joset ◽  
Angela Bahr ◽  
...  

Abstract Purpose Despite a few recent reports of patients harboring truncating variants in NSD2, a gene considered critical for the Wolf–Hirschhorn syndrome (WHS) phenotype, the clinical spectrum associated with NSD2 pathogenic variants remains poorly understood. Methods We collected a comprehensive series of 18 unpublished patients carrying heterozygous missense, elongating, or truncating NSD2 variants; compared their clinical data to the typical WHS phenotype after pooling them with ten previously described patients; and assessed the underlying molecular mechanism by structural modeling and measuring methylation activity in vitro. Results The core NSD2-associated phenotype includes mostly mild developmental delay, prenatal-onset growth retardation, low body mass index, and characteristic facial features distinct from WHS. Patients carrying missense variants were significantly taller and had more frequent behavioral/psychological issues compared with those harboring truncating variants. Structural in silico modeling suggested interference with NSD2’s folding and function for all missense variants in known structures. In vitro testing showed reduced methylation activity and failure to reconstitute H3K36me2 in NSD2 knockout cells for most missense variants. Conclusion NSD2 loss-of-function variants lead to a distinct, rather mild phenotype partially overlapping with WHS. To avoid confusion for patients, NSD2 deficiency may be named Rauch–Steindl syndrome after the delineators of this phenotype.


Genes ◽  
2021 ◽  
Vol 12 (5) ◽  
pp. 663
Author(s):  
Stijn van de Plassche ◽  
Arjan PM de Brouwer

MED12 is a member of the Mediator complex that is involved in the regulation of transcription. Missense variants in MED12 cause FG syndrome, Lujan-Fryns syndrome, and Ohdo syndrome, as well as non-syndromic intellectual disability (ID) in hemizygous males. Recently, female patients with de novo missense variants and de novo protein truncating variants in MED12 were described, resulting in a clinical spectrum centered around ID and Hardikar syndrome without ID. The missense variants are found throughout MED12, whether they are inherited in hemizygous males or de novo in females. They can result in syndromic or nonsyndromic ID. The de novo nonsense variants resulting in Hardikar syndrome that is characterized by facial clefting, pigmentary retinopathy, biliary anomalies, and intestinal malrotation, are found more N-terminally, whereas the more C-terminally positioned variants are de novo protein truncating variants that cause a severe, syndromic phenotype consisting of ID, facial dysmorphism, short stature, skeletal abnormalities, feeding difficulties, and variable other abnormalities. This broad range of distinct phenotypes calls for a method to distinguish between pathogenic and non-pathogenic variants in MED12. We propose an isogenic iNeuron model to establish the unique gene expression patterns that are associated with the specific MED12 variants. The discovery of these patterns would help in future diagnostics and determine the causality of the MED12 variants.


2020 ◽  
Vol 106 (1) ◽  
pp. e182-e191
Author(s):  
Christina Merakou ◽  
Irene Fylaktou ◽  
Amalia Sertedaki ◽  
Maria Dracopoulou ◽  
Antonis Voutetakis ◽  
...  

Abstract Context Isolated congenital hypoaldosteronism presents in early infancy with symptoms including vomiting, severe dehydration, salt wasting, and failure to thrive. The main causes of this rare autosomal recessive disorder is pathogenic variants of the CYP11B2 gene leading to aldosterone synthase deficiency. Objective To investigate the presence of CYP11B2 pathogenic variants in a cohort of patients with a clinical, biochemical, and hormonal profile suggestive of aldosterone synthase deficiency. Design Clinical and molecular study. Setting Tertiary academic Children’s Hospital, Center for Rare Pediatric Endocrine Diseases. Patients and Methods Sixty-two patients (56 unrelated patients and 6 siblings), with hypoaldosteronism and their parents, underwent CYP11B2 gene sequencing after its selective amplification against the highly homologous CYP11B1 gene. In silico analysis of the identified novel variants was carried out to evaluate protein stability and potential pathogenicity. Results CYP11B2 gene sequencing revealed that 62 patients carried a total of 12 different pathogenic CYP11B2 gene variants, 6 of which are novel. Importantly, 96% of the 56 patients carried the previously reported p.T185I variant either in homozygosity or in compound heterozygosity with another variant. The 6 novel variants detected were: p.M1I, p.V129M, p.R141Q, p.A165T, p.R448C, and the donor splice site variant of intron 8, c.1398 + 1G > A. Conclusion Molecular diagnosis was achieved in 62 patients with aldosterone synthase deficiency, the largest cohort thus far reported. Six novel genetic variants were identified as possibly pathogenic, extending the spectrum of reported molecular defects of the CYP11B2 gene.


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