Skip to content
#protein folding Open access

In Silico Functional Assessment of COL4A3, COL4A4, and COL4A5 SNPs in Alport Syndrome

Aug 2026 · İstanbul Gelişim Üniversitesi sağlık bilimleri dergisi · 0 citations · 34 references

TL;DR

A substantial number of deleterious variants involved glycine substitutions, which are likely to affect protein flexibility, folding, and intermolecular interactions, potentially impairing the structural integrity of the glomerular basement membrane.

Abstract

Aim: Alport syndrome is a rare genetic disorder characterized by hematuria, proteinuria, progressive renal failure, and, in some cases, hearing and visual impairment. This study aims to identify and prioritize deleterious missense single-nucleotide polymorphisms (SNPs) in the COL4A3, COL4A4, and COL4A5 genes associated with Alport syndrome and to evaluate their effects on protein stability and three-dimensional structure using an integrated multi-tool in silico approach.Method: SNP data and protein amino acid sequences were obtained from the NCBI dbSNP and UniProt databases; these data were used as input in in silico analyses performed using various bioinformatics tools, including SIFT, PolyPhen-2, SNPs&GO, PANTHER, PROVEAN, SNAP2, Mutation Assessor, I-Mutant 2.0, MUpro, and Project HOPE, to evaluate the potential structural and functional effects on COL4A3, COL4A4, and COL4A5 proteins. Only variants predicted as deleterious by all applied tools were selected for further analysis.Results: A large number of SNPs were initially identified for COL4A3, COL4A4, and COL4A5 genes; however, multi-tool consensus analysis identified 12, 14, and 146 deleterious missense variants in COL4A3, COL4A4, and COL4A5, respectively. Protein stability analyses produced divergent results: I-Mutant 2.0 predicted increased stability for 160 of 172 variants, whereas MUpro predicted decreased stability for 147 variants. In addition, a substantial number of deleterious variants involved glycine substitutions, which are likely to affect protein flexibility, folding, and intermolecular interactions, potentially impairing the structural integrity of the glomerular basement membrane.Conclusion: This study represents a comprehensive consensus-based in silico evaluation of deleterious missense SNPs in COL4A3, COL4A4, and COL4A5 genes. The findings highlight the potential role of glycine substitutions in disease pathogenesis and provide an important basis for future experimental studies.

Read PDF

Similar papers

Open access Sep 2026

Heterozygous COL4A3/COL4A4 variants: diagnostic trends and clinical kidney outcomes

ABSTRACT Background Heterozygous pathogenic variants in COL4A3 or COL4A4 are relatively common and associated with a broad clinical spectrum. However, nomenclature and risk stratification remain unsettled. We aimed to investigate temporal diagnostic trends and clinical features of haematuria-positive individuals with h...

Yuriko Tanaka, T. Horinouchi, Shuhei Aoyama et al. · 0 citations
Open access Sep 2026

Identification of novel and known variants in GAA, MYH6, NEXN, ATA3A, RHBDF1, and ACTA1 genes in coronary artery disease patients by Whole-exome sequencing

High-resolution exome sequencing allows the detection of pathogenic and likely pathogenic variants in critical genes associated with cardiovascular health and provides evidence of functional significance, thereby elucidating complex interactions between genetic factors and enhancing understanding of disease mechanisms.

Rashid Mir, M. F. Ullah, J. Javid et al. · 0 citations
Oct 2026

Computational analysis of pathogenic nsSNPs in the human TNF gene and their role in neuroinflammation in Adrenoleukodystrophy.

Adrenoleukodystrophy (ALD) is an X-linked neurodegenerative disorder caused by pathogenic variants in the ABCD1 gene and characterized by progressive demyelination and neuroinflammatory responses. Tumor necrosis factor-alpha (TNF-α) is an important mediator of inflammatory signaling and has been implicated in the neuro...

Sarita Maurya, C. Jain · 0 citations
Case report Open access Jan 2026

A Novel Splice Variant in the COL1A1 Gene Leads to Exon 46 Skipping and Osteogenesis Imperfecta

A systematic review of COL1A1 splicing variants and the corresponding genotype–phenotype spectrum revealed a correlation among splicing variants, C‐terminal region variants and disease, suggesting that variant location provides a useful framework for prognosis prediction.

Yu-Jun Zhang, Huibing Liu, Ai-lan Yin et al. · 0 citations
#protein folding Open access Aug 2026

In silico evaluation of deleterious nsSNPs in SOD1 and TARDBP genes associated with amyotrophic lateral sclerosis

Network and pathway analyses highlighted SOD1 and TARDBP as key nodes in ALS-related mechanisms, such as oxidative stress, RNA metabolism, proteostasis, and mitochondrial impairment, and network-based functions were combined.

Manjunath B. Malshetty, Sandeep Mallya, Sudharshan Prabhu · 0 citations
Review Oct 2026

Genotype-phenotype correlations in KCNA2 related neurodevelopmental disorder: expanding the clinical and molecular spectrum.

BACKGROUND Pathogenic variants in KCNA2 are associated with developmental and epileptic encephalopathy 32 (DEE32), but genotype-phenotype correlations remain unclear. METHODS Whole-exome sequencing was performed in patients with developmental delay and/or epilepsy. Previously reported KCNA2 variants were reviewed to...

Ji-Yuan Zhang, Song Su, Wan-Dong Hu et al. · 0 citations

Related blog posts

Google DeepMind Blog Sep 30, 2026

Introducing SynthID Bio

Proof of concept for watermarking AI-generated proteins while preserving biological function.

MIT News · Artificial Intelligence Aug 27, 2026

Looking beyond natural sequences

A new machine-learning framework aims to improve the success rate of computational protein design while moving away from results that reproduce sequences found in nature.

We use cookies to run the site and, with your consent, for analytics and to show ads. See our Cookie Policy.