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Identifying deleterious Single Nucleotide Polymorphisms using multiple sequence alignments CMSC858P Project by Maya Zuhl
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What is SNP? SNPs - Single nucleotide polymorphisms (SNPs [i] ) account for the majority of genetic variation in the human population. The majority of monogenic (single gene) diseases are mediated by single base changes. (snps3d)
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Why it is important to study SNPs? Various combination of SNPs make us susceptible to wide- spread diseases like Alzheimer, heart diseases, diabetes, etc. At present, the relevant information is still very incomplete and scattered across many databases and thousands of articles.
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How do we know that a SNP causes a disease? There are various method to predict whether a SNP is deleterious or not For example, profile method - looking for SNPs that appear in protein/gene region that does not change much through evolution (highly conserved)
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What do I propose? Get a set of genes for research – genes related to Asthma disease (to narrow down the number of researched sequences) Retrieve SNPs appearing in these genes using automatic literature mining software Perform PSI-BLAST for each sequence and calculate position- specific score matrix (PSSM) Using PSSM scores to predict which of the SNPs is deleterious.
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Set of genes Set of SNPs Candidate genes snps3d.org PSI-BLAST for each gene sequence Set of genes PSSM Matrix Set of deleterious SNPs for each gene NCBI bio-medical articles' abstracts
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Benchmarking? Human annotated SNPs database - Human Gene Mutation Database (HGMD) Question: Why do we need my project if there exists database like HGMD? Answer: Databases like HGMD are compiled by exhaustive reading of hundreds of articles. While my project offers a way to compile such database much quicker and easier. It is not a perfect solution, but a good start.
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Questions?
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