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Genomics

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Genomics is the science of genomes: it is the study of all the genetic material of an organism. In humans, the genome consists of information carried in 23 pairs of chromosomes in the nucleus, as well as mitochondrial DNA. In genomics, both coding and non-coding DNA is sequenced and analyzed. Genomics allows a better understanding of all living things, their evolution, and their diversity. It has a myriad of uses: for example, to build phylogenetic trees, to improve productivity and...
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Genome-wide association studies or GWAS are used to identify whether common SNPs are associated with certain diseases. Suppose specific SNPs are more frequently observed in individuals with a particular disease than those without the disease. In that case, those SNPs are said to be associated with the disease. Chi-square analysis is performed to check the probability of the allele likely to be associated with the disease.
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The genome refers to all of the genetic material in an organism. It can range from a few million base pairs in microbial cells to several billion base pairs in many eukaryotic organisms. Genome assembly refers to the process of taking the DNA sequencing data and putting it all back together in a correct order to create a close representation of the original genome. This is followed by the identification of functional elements on the newly assembled genome, a process called genome annotation.
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Genome comparison is one of the excellent ways to interpret the evolutionary relationships between organisms. The basic principle of genome comparison is that if two species share a common feature, it is likely encoded by the DNA sequence conserved between both species. The advent of genome sequencing technologies in the late 20th century enabled scientists to understand the concept of conservation of domains between species and helped them to deduce evolutionary relationships across diverse...
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FILER: a framework for harmonizing and querying large-scale functional genomics knowledge.

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    Summary
    This summary is machine-generated.

    FILER provides a scalable framework for querying diverse functional genomics data. This integrated repository streamlines access to over 50,000 harmonized datasets, enhancing reproducible genomic research.

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    Area of Science:

    • Genomics
    • Bioinformatics
    • Data Science

    Background:

    • High-throughput genomic analysis requires querying and integrating heterogeneous data from various sources.
    • Data complexity arises from diverse experimental assays, biological contexts, and file formats, hindering efficient analysis.

    Purpose of the Study:

    • To introduce FILER (FunctIonaL gEnomics Repository), a framework designed to overcome challenges in querying large-scale functional genomics and annotation data.
    • To provide a unified, scalable interface for accessing and analyzing harmonized genomic datasets.

    Main Methods:

    • Developed FILER, a framework integrating over 50,000 harmonized genomic datasets from more than 20 sources.
    • Implemented a scalable genomic search and querying interface supporting GRCh37/hg19 and GRCh38/hg38.
    • Benchmarked FILER's scalability by querying 7 x 10^9 hg19 records, demonstrating sub-linear query time increase with a 1000-fold query volume increase.

    Main Results:

    • FILER offers streamlined access to >50,000 harmonized datasets across >20 sources, >1100 tissues/cell types, and >20 experimental assays.
    • The framework supports querying >17 billion genomic records for both GRCh37/hg19 and GRCh38/hg38.
    • Performance benchmarks confirm FILER's high scalability, with query times increasing sub-linearly as query volume grows.

    Conclusions:

    • FILER facilitates reproducible research by simplifying the integration and querying of large-scale genomic data.
    • The framework's scalability and comprehensive data integration streamline complex genomic and genetic analytical workflows.
    • FILER is available for cloud or local deployment, enabling integration with custom bioinformatics pipelines.