Publications by authors named "Vikas Handa"

Article Synopsis
  • * The random forest model achieved a high prediction accuracy of 91.35%, outperforming other models like Simple Decision Tree, XGBoost, and various neural networks.
  • * The research highlights the potential of random forest techniques for enhancing clinical applications and developing better diagnostic and treatment strategies based on epigenetic information.
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DNA methylation is an epigenetic modification that is essential for gene silencing and genome stability in many organisms. Although methyltransferases that promote DNA methylation are well characterized, the molecular mechanism underlying active DNA demethylation is poorly understood and controversial. Here we show that Gadd45a (growth arrest and DNA-damage-inducible protein 45 alpha), a nuclear protein involved in maintenance of genomic stability, DNA repair and suppression of cell growth, has a key role in active DNA demethylation.

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On the basis of amino acid sequence alignments and structural data of related enzymes, we have performed a mutational analysis of 14 amino acid residues in the catalytic domain of the murine Dnmt3a DNA-(cytosine C5)-methyltransferase. The target residues are located within the ten conserved amino acid sequence motifs characteristic for cytosine-C5 methyltransferases and in the putative DNA recognition domain of the enzyme (TRD). Mutant proteins were purified and tested for their catalytic properties and their abilities to bind DNA and AdoMet.

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Mammalian DNA methyltransferases methylate cytosine residues within CG dinucleotides. By statistical analysis of published data of the Human Epigenome Project we have determined flanking sequences of up to +/-four base-pairs surrounding the central CG site that are characteristic of high (5'-CTTGCGCAAG-3') and low (5'-TGTTCGGTGG-3') levels of methylation in human genomic DNA. We have investigated the influence of flanking sequence on the catalytic activity of the Dnmt3a and Dnmt3b de novo DNA methyltransferases using a set of synthetic oligonucleotide substrates that covers all possible +/-1 flanks in quantitative terms.

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The apo(a) [apolipoprotein(a)] gene is responsible for variations in plasma lipoprotein(a), high levels of which are a risk factor for atherosclerosis and myocardial infarction. The apo(a) promoter stimulates the expression of reporter genes in HepG2 cells, but not in HeLa cells. In the present study, we demonstrate that the 1.

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The high plasma levels of lipoprotein(a) [Lp(a)] are associated with atherosclerosis. The apo(a) gene is responsible for the variance of Lp(a) concentration and its expression is liver-specific. By 5'-deletion analysis, we, in a luciferase gene reporter assay, have identified a 64-bp AT-rich region of upstream apo(a) gene (-703 to -640) that binds to multiple liver-specific factors.

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