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Updated: Jul 27, 2025

Determining the Likelihood of Variant Pathogenicity Using Amino Acid-level Signal-to-Noise Analysis of Genetic Variation
Published on: January 16, 2019
Computational analysis of non-synonymous single nucleotide polymorphism in the bovine PKLR geneComputational analysis
Anila Hoda1, Xhiliola Bixheku1, Mirela Lika Çekani2
1Agricultural University of Tirana, Tirana, Albania.
This study identifies potentially harmful genetic variations (nsSNPs) in the cow Pyruvate Kinase (PKLR) gene linked to milk production. Several nsSNPs were found to decrease protein stability and are conserved, suggesting functional impact.
Area of Science:
- Animal Genetics
- Bioinformatics
- Molecular Biology
Background:
- The Pyruvate Kinase (PKLR) gene is a candidate for influencing milk production traits in cattle.
- Understanding genetic variations, specifically non-synonymous single nucleotide polymorphisms (nsSNPs), is crucial for cattle breeding and milk yield improvement.
Purpose of the Study:
- To computationally identify and characterize deleterious nsSNPs within the bovine PKLR gene.
- To assess the impact of these nsSNPs on protein stability, conservation, and functional domains.
Main Methods:
- In silico analysis using SIFT, Polyphen-2, SNAP2, and Panther to predict deleterious nsSNPs.
- Protein stability assessment via I-mutant, MUpro, CUPSTAT, SDM, and Dynamut.
- Evolutionary conservation analysis using ConSurf.
- Domain identification using InterPro.
- 3D modeling with MODELLER and validation.
- Energy minimization and Molecular Dynamics simulations.
Main Results:
- Out of 170 nsSNPs, 18 were predicted as deleterious and evolutionarily conserved.
- Nine nsSNPs were found to reduce PKLR protein stability.
- 12 nsSNPs were located in the Pyruvate Kinase barrel domain and 6 in the C-terminal domain.
- Mutant structures showed reduced stability compared to the native model, confirmed by energy minimization and MD simulations.
Conclusions:
- Several nsSNPs in the bovine PKLR gene negatively impact protein stability and structure.
- These identified functional nsSNPs provide valuable insights into genetic factors affecting milk production in cattle.
- The study highlights specific mutations (rs441424814, rs449326723, rs476805413, rs472263384, rs474320860, rs475521477, rs441633284) as potentially detrimental to PKLR function.
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