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Identifying Inheritance Patterns of Allelic Imbalance, using Integrative Modeling and Bayesian Inference.

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    This study introduces a Bayesian method to analyze allele-specific expression (ASE) and chromatin accessibility across multiple family trios. This approach improves the detection of genetic variants influencing traits and their inheritance patterns.

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    Area of Science:

    • Genomics
    • Molecular Biology
    • Bioinformatics

    Background:

    • Interpreting the impact of novel mutations on phenotypic traits, especially cis-regulatory variants, is complex.
    • Allelic imbalance, common in rare variants, offers a way to infer inheritance patterns in genetic studies.
    • Existing allele-specific expression (ASE) methods often focus on single individuals, limiting insights.

    Purpose of the Study:

    • To develop a joint inference method for analyzing allele-specific expression (ASE) and chromatin accessibility across multiple individuals in a trio.
    • To improve the estimation of ASE and identify its mode of inheritance simultaneously.
    • To enhance statistical power and quantify uncertainty in genetic analyses of phenotypic traits.

    Main Methods:

    • A Bayesian approach for joint inference across multiple individuals in a trio.
    • Simultaneous estimation of ASE and identification of inheritance modes.
    • Application to ATAC-seq and RNA-seq data from several trios.

    Main Results:

    • The joint inference method improves statistical power by aggregating information across individuals.
    • The model successfully estimates uncertainty and ranks inheritance modes by posterior probability.
    • Demonstrated applicability to allele-specific chromatin accessibility, linking ASE to chromatin state and potential causal variants.

    Conclusions:

    • Joint analysis of related individuals enhances the understanding of genetic effects on gene regulation.
    • This methodology facilitates the routine collection of family trio data for genetic studies.
    • Improved interpretation of cis-regulatory variants and their contribution to phenotypic variation.