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1.
PLoS One ; 18(12): e0295974, 2023.
Article in English | MEDLINE | ID: mdl-38100498

ABSTRACT

BACKGROUND: TRPM4 is a calcium-activated channel that selectively permeates monovalent cations. Genetic variants of the channel in cardiomyocytes are associated with various heart disorders, such as progressive familial heart block and Brugada syndrome. About97% of all known TRPM4 missense variants are classified as variants of unknown clinical significance (VUSs). The very large number of VUSs is a serious problem in diagnostics and treatment of inherited heart diseases. METHODS AND RESULTS: We collected 233 benign or pathogenic missense variants in the superfamily of TRP channels from databases ClinVar, Humsavar and Ensembl Variation to compare performance of 22 algorithms that predict damaging variants. We found that ClinPred is the best-performing tool for TRP channels. We also used the paralogue annotation method to identify disease variants across the TRP family. In the set of 565 VUSs of hTRPM4, ClinPred predicted pathogenicity of 299 variants. Among these, 12 variants are also categorized as LP/P variants in at least one paralogue of hTRPM4. We further used the cryo-EM structure of hTRPM4 to find scores of contact pairs between parental (wild type) residues of VUSs for which ClinPred predicts a high probability of pathogenicity of variants for both contact partners. We propose that 68 respective missense VUSs are also likely pathogenic variants. CONCLUSIONS: ClinPred outperformed other in-silico tools in predicting damaging variants of TRP channels. ClinPred, the paralogue annotation method, and analysis of residue contacts the hTRPM4 cryo-EM structure collectively suggest pathogenicity of 80 TRPM4 VUSs.


Subject(s)
Brugada Syndrome , Heart Diseases , TRPM Cation Channels , Humans , Clinical Relevance , Mutation, Missense , Brugada Syndrome/genetics , Algorithms , TRPM Cation Channels/genetics
2.
Membranes (Basel) ; 11(8)2021 Aug 07.
Article in English | MEDLINE | ID: mdl-34436362

ABSTRACT

(1) Background: Defects in gene CACNA1C, which encodes the pore-forming subunit of the human Cav1.2 channel (hCav1.2), are associated with cardiac disorders such as atrial fibrillation, long QT syndrome, conduction disorders, cardiomyopathies, and congenital heart defects. Clinical manifestations are known only for 12% of CACNA1C missense variants, which are listed in public databases. Bioinformatics approaches can be used to predict the pathogenic/likely pathogenic status for variants of uncertain clinical significance. Choosing a bioinformatics tool and pathogenicity threshold that are optimal for specific protein families increases the reliability of such predictions. (2) Methods and Results: We used databases ClinVar, Humsavar, gnomAD, and Ensembl to compose a dataset of pathogenic/likely pathogenic and benign variants of hCav1.2 and its 20 paralogues: voltage-gated sodium and calcium channels. We further tested the performance of sixteen in silico tools in predicting pathogenic variants. ClinPred demonstrated the best performance, followed by REVEL and MCap. In the subset of 309 uncharacterized variants of hCav1.2, ClinPred predicted the pathogenicity for 188 variants. Among these, 36 variants were also categorized as pathogenic/likely pathogenic in at least one paralogue of hCav1.2. (3) Conclusions: The bioinformatics tool ClinPred and the paralogue annotation method consensually predicted the pathogenic/likely pathogenic status for 36 uncharacterized variants of hCav1.2. An analogous approach can be used to classify missense variants of other calcium channels and novel variants of hCav1.2.

3.
NAR Genom Bioinform ; 2(2): lqaa014, 2020 Jun.
Article in English | MEDLINE | ID: mdl-33575576

ABSTRACT

Using the presently available datasets of annotated missense variants, we ran a protein family-specific benchmarking of tools for predicting the pathogenicity of single amino acid variants. We find that despite the high overall accuracy of all tested methods, each tool has its Achilles heel, i.e. protein families in which its predictions prove unreliable (expected accuracy does not exceed 51% in any method). As a proof of principle, we show that choosing the optimal tool and pathogenicity threshold at a protein family-individual level allows obtaining reliable predictions in all Pfam domains (accuracy no less than 68%). A functional analysis of the sets of protein domains annotated exclusively by neutral or pathogenic mutations indicates that specific protein functions can be associated with a high or low sensitivity to mutations, respectively. The highly sensitive sets of protein domains are involved in the regulation of transcription and DNA sequence-specific transcription factor binding, while the domains that do not result in disease when mutated are responsible for mediating immune and stress responses. These results suggest that future predictors of pathogenicity and especially variant prioritization tools may benefit from considering functional annotation.

4.
Biochem Biophys Res Commun ; 521(3): 603-611, 2020 01 15.
Article in English | MEDLINE | ID: mdl-31677787

ABSTRACT

BACKGROUND: Voltage-gated sodium channels Nav1.x mediate the rising phase of action potential in excitable cells. Variations in gene SCN5A, which encodes the hNav1.5 channel, are associated with arrhythmias and other heart diseases. About 1,400 SCN5A variants are listed in public databases, but for more than 30% of these the clinical significance is unknown and can currently only be derived by bioinformatics approaches. METHODS AND RESULTS: We used the ClinVar, SwissVar, Humsavar, gnomAD, and Ensembl databases to assemble a dataset of 1392 hNav1.5 variants (370 pathogenic variants, 602 benign variants and 420 variants of uncertain significance) as well as a dataset of 1766 damaging variants in 20 human sodium and calcium channel paralogs. Twelve in silico tools were tested for their ability to predict damaging mutations in hNav1.5. The best performing tool, MutPred, correctly predicted 93% of damaging variants in our hNav1.5 dataset. Among the 86 hNav1.5 variants for which electrophysiological data are also available, MutPred correctly predicted 82% of damaging variants. In the subset of 420 uncharacterized hNav1.5 variants MutPred predicted 196 new pathogenic variants. Among these, 74 variants are also annotated as damaging in at least one hNav1.5 paralog. CONCLUSIONS: Using a combination of sequence-based bioinformatics techniques and paralogous annotation we have substantially expanded the knowledge on disease variants in the cardiac sodium channel and assigned a pathogenic status to a number of mutations that so far have been described as variants of uncertain significance. A list of reclassified hNav1.5 variants and their properties is provided.


Subject(s)
Mutation , NAV1.5 Voltage-Gated Sodium Channel/genetics , Computer Simulation , Genetic Predisposition to Disease , Genomics/methods , Heart Diseases/genetics , Humans , Models, Molecular , NAV1.5 Voltage-Gated Sodium Channel/chemistry , Protein Conformation
5.
Hum Mutat ; 39(9): 1161-1172, 2018 09.
Article in English | MEDLINE | ID: mdl-29858533

ABSTRACT

Mutations in FLNC for a long time are known in connection to neuromuscular disorders and only recently were described in association with various cardiomyopathies. Here, we report a new clinical phenotype of filaminopathy in four unrelated patients with early-onset restrictive cardiomyopathy (RCM) in combination with congenital myopathy due to FLNC mutations (NM_001458.4:c.3557C>T, p.A1186V, rs1114167361 in three probands and c.[3547G>C; 3548C>T], p.A1183L, rs1131692185 in one proband). In all cases, concurrent myopathy was confirmed by neurological examination, electromyography, and morphological studies. Three of the patients also presented with arthrogryposis. The pathogenicity of the described missense variants was verified by cellular and morphological studies and by in vivo modeling in zebrafish. Combination of in silico and experimental approaches revealed that FLNC missense variants localized in Ig-loop segments often lead to development of RCM. The described FLNC mutations associated with early-onset RCMP extend cardiac spectrum of filaminopathies and facilitate the differential diagnosis of restrictive cardiac phenotype associated with neuromuscular involvement in children.


Subject(s)
Cardiomyopathy, Restrictive/genetics , Congenital Abnormalities/genetics , Filamins/genetics , Muscular Diseases/genetics , Adolescent , Cardiomyopathy, Restrictive/physiopathology , Child, Preschool , Congenital Abnormalities/physiopathology , DNA Mutational Analysis , Female , Humans , Infant , Infant, Newborn , Male , Muscular Diseases/physiopathology , Mutation , Pedigree , Phenotype
6.
Bioinformatics ; 34(13): 2325-2326, 2018 07 01.
Article in English | MEDLINE | ID: mdl-29401218

ABSTRACT

Motivation: Existing sources of experimental mutation data do not consider the structural environment of amino acid substitutions and distinguish between soluble and membrane proteins. They also suffer from a number of further limitations, including data redundancy, lack of disease classification, incompatible information content, and ambiguous annotations (e.g. the same mutation being annotated as disease and benign). Results: We have developed a novel database, MutHTP, which contains information on 183 395 disease-associated and 17 827 neutral mutations in human transmembrane proteins. For each mutation site MutHTP provides a description of its location with respect to the membrane protein topology, structural environment (if available) and functional features. Comprehensive visualization, search, display and download options are available. Availability and implementation: The database is publicly available at http://www.iitm.ac.in/bioinfo/MutHTP/. The website is implemented using HTML, PHP and javascript and supports recent versions of all major browsers, such as Firefox, Chrome and Opera. Supplementary information: Supplementary data are available at Bioinformatics online.


Subject(s)
Membrane Proteins/genetics , Mutation , Software , Databases, Factual , Humans
7.
Amino Acids ; 49(11): 1815-1829, 2017 Nov.
Article in English | MEDLINE | ID: mdl-28831623

ABSTRACT

Idiopathic restrictive cardiomyopathy (RCM, MIM# 115210) is the least common type of cardiomyopathies, often of genetic origin. Recently we described a spectrum of variants-classified as pathogenic, likely pathogenic and variants of unknown significance-in 24 patients suffering from idiopathic RCM. Pathogenic variants, detected in half of the RCM cases, were found in sarcomeric and cytoskeletal genes that have a predominant role in the development of RCM. Here we have analyzed the structural consequences of these missense variants and predicted their effect on the function of three large groups of domains: intrinsically disordered regions (IDRs), fibronectin-type III (FnIII) domains, and immunoglobulin-like (Ig) domains. Our findings indicate that pathogenic mutations are likely to disrupt interdomain interfaces, interfere with protein interactions, and affect protein stability, potentially destabilizing the multi-domain architecture of myofibrils and leading to myocardial stiffness in patients with idiopathic RCM.


Subject(s)
Cardiomyopathy, Restrictive/genetics , Genetic Predisposition to Disease , Models, Molecular , Mutation , Proteins/chemistry , Proteins/metabolism , Amino Acid Sequence/genetics , Amino Acid Substitution/genetics , Databases, Protein , Fibronectins/chemistry , Fibronectins/genetics , Humans , Protein Conformation , Protein Processing, Post-Translational
8.
Biomed Res Int ; 2017: 6917907, 2017.
Article in English | MEDLINE | ID: mdl-28246602

ABSTRACT

Background. The NOTCH pathway is known to be important in the pathogenesis of calcific aortic valve disease, possibly through regulators of osteoprotegerin (OPG), receptor activator of nuclear factor κB (RANK), and its ligand (RANKL) system. The purpose of the present study was to search for possible associations between NOTCH1 gene mutations and circulating levels of OPG and soluble RANKL (sRANKL) in patients with aortic stenosis (AS). Methods. The study was performed on 61 patients with AS including 31 with bicuspid and 30 with tricuspid aortic valves. We applied a strategy of targeted mutation screening for 10 out of 34 exons of the NOTCH1 gene by direct sequencing. Serum OPG and sRANKL levels were assessed. Results. In total, 6 genetic variants of the NOTCH1 gene including two new mutations were identified in the study group. In an age- and arterial hypertension-adjusted multivariable regression analysis, the serum OPG levels and the OPG/sRANKL ratio were correlated with NOTCH1 missense variants. All studied missense variants in NOTCH1 gene were found in Ca(2+)-binding EGF motif of the NOTCH extracellular domain bound to Delta-like 4. Conclusion. Our results suggest that the OPG/RANKL/RANK system might be directly influenced by genetic variants of NOTCH1 in aortic valve calcification.


Subject(s)
Aortic Valve Stenosis/genetics , Mutation/genetics , Osteoprotegerin/blood , RANK Ligand/blood , Receptor Activator of Nuclear Factor-kappa B/metabolism , Receptor, Notch1/genetics , Amino Acid Sequence , Aortic Valve Stenosis/diagnosis , Base Sequence , Case-Control Studies , Electrocardiography , Female , Humans , Male , Mutation, Missense/genetics , Protein Domains , Receptor, Notch1/chemistry , Sequence Analysis, DNA , Solubility
9.
PLoS One ; 11(9): e0163362, 2016.
Article in English | MEDLINE | ID: mdl-27662471

ABSTRACT

BACKGROUND: Cardiomyopathies represent a rare group of disorders often of genetic origin. While approximately 50% of genetic causes are known for other types of cardiomyopathies, the genetic spectrum of restrictive cardiomyopathy (RCM) is largely unknown. The aim of the present study was to identify the genetic background of idiopathic RCM and to compile the obtained genetic variants to the novel signalling pathways using in silico protein network analysis. PATIENTS AND METHODS: We used Illumina MiSeq setup to screen for 108 cardiomyopathy and arrhythmia-associated genes in 24 patients with idiopathic RCM. Pathogenicity of genetic variants was classified according to American College of Medical Genetics and Genomics classification. RESULTS: Pathogenic and likely-pathogenic variants were detected in 13 of 24 patients resulting in an overall genotype-positive rate of 54%. Half of the genotype-positive patients carried a combination of pathogenic, likely-pathogenic variants and variants of unknown significance. The most frequent combination included mutations in sarcomeric and cytoskeletal genes (38%). A bioinformatics approach underlined the mechanotransducing protein networks important for RCM pathogenesis. CONCLUSIONS: Multiple gene mutations were detected in half of the RCM cases, with a combination of sarcomeric and cytoskeletal gene mutations being the most common. Mutations of genes encoding sarcomeric, cytoskeletal, and Z-line-associated proteins appear to have a predominant role in the development of RCM.

11.
Int J Biol Macromol ; 78: 39-45, 2015.
Article in English | MEDLINE | ID: mdl-25841380

ABSTRACT

Amino acids that carry charges on their side groups can bind to double stranded DNA (dsDNA) and change the strength of the double helix. Measurement of the DNA melting temperature (Tm) confirmed that acidic amino acids (Glu, Asp) weaken the H-bonds between DNA strands, whereas basic amino acids (Arg, Lys) strengthen the interaction between the strands. A rank correlation exists between the amino acid isoelectric points and the observed changes in Tm. A similar dependence of the hyperchromic effect on the isoelectric point of a protein (pepsin, insulin, cortexin, and protamine) was observed for DNA-protein complexes at room temperature. Short peptides (KE, AEDG, and KEDP) containing a mixture of acidic and basic amino acid residues also affect Tm and the stability of the double helix. A model for binding Glu and Lys to dsDNA was explored by a docking simulation. The model shows that Glu, in an untwisted shape, binds to dsDNA in its major groove and disrupts three H-bonds between the strands, thereby destabilizing the double helix. Lys, in an untwisted shape, binds to the external side of the dsDNA and forms two bonds with O atoms of neighboring phosphodiester groups, thereby strengthening the DNA helix.


Subject(s)
Amino Acids/chemistry , DNA/chemistry , Peptides/chemistry , Proteins/chemistry , Amino Acids/metabolism , DNA/metabolism , Hydrogen Bonding , Models, Molecular , Molecular Conformation , Peptides/metabolism , Protein Binding , Proteins/metabolism , Thermodynamics , Transition Temperature
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