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  1. Article ; Online: Integrated multiplexed assays of variant effect reveal determinants of catechol-O-methyltransferase gene expression.

    Hoskins, Ian / Rao, Shilpa / Tante, Charisma / Cenik, Can

    Molecular systems biology

    2024  Volume 20, Issue 5, Page(s) 481–505

    Abstract: Multiplexed assays of variant effect are powerful methods to profile the consequences of rare variants on gene expression and organismal fitness. Yet, few studies have integrated several multiplexed assays to map variant effects on gene expression in ... ...

    Abstract Multiplexed assays of variant effect are powerful methods to profile the consequences of rare variants on gene expression and organismal fitness. Yet, few studies have integrated several multiplexed assays to map variant effects on gene expression in coding sequences. Here, we pioneered a multiplexed assay based on polysome profiling to measure variant effects on translation at scale, uncovering single-nucleotide variants that increase or decrease ribosome load. By combining high-throughput ribosome load data with multiplexed mRNA and protein abundance readouts, we mapped the cis-regulatory landscape of thousands of catechol-O-methyltransferase (COMT) variants from RNA to protein and found numerous coding variants that alter COMT expression. Finally, we trained machine learning models to map signatures of variant effects on COMT gene expression and uncovered both directional and divergent impacts across expression layers. Our analyses reveal expression phenotypes for thousands of variants in COMT and highlight variant effects on both single and multiple layers of expression. Our findings prompt future studies that integrate several multiplexed assays for the readout of gene expression.
    MeSH term(s) Catechol O-Methyltransferase/genetics ; Catechol O-Methyltransferase/metabolism ; Humans ; Machine Learning ; Polymorphism, Single Nucleotide ; RNA, Messenger/genetics ; RNA, Messenger/metabolism ; Ribosomes/metabolism ; Ribosomes/genetics ; Protein Biosynthesis
    Chemical Substances Catechol O-Methyltransferase (EC 2.1.1.6) ; COMT protein, human (EC 2.1.1.6) ; RNA, Messenger
    Language English
    Publishing date 2024-02-14
    Publishing country England
    Document type Journal Article ; Research Support, N.I.H., Extramural ; Research Support, Non-U.S. Gov't
    ZDB-ID 2193510-5
    ISSN 1744-4292 ; 1744-4292
    ISSN (online) 1744-4292
    ISSN 1744-4292
    DOI 10.1038/s44320-024-00018-9
    Database MEDical Literature Analysis and Retrieval System OnLINE

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  2. Article: Integrated multiplexed assays of variant effect reveal

    Hoskins, Ian / Rao, Shilpa / Tante, Charisma / Cenik, Can

    bioRxiv : the preprint server for biology

    2023  

    Abstract: Multiplexed assays of variant effect are powerful methods to profile the consequences of rare variants on gene expression and organismal fitness. Yet, few studies have integrated several multiplexed assays to map variant effects on gene expression in ... ...

    Abstract Multiplexed assays of variant effect are powerful methods to profile the consequences of rare variants on gene expression and organismal fitness. Yet, few studies have integrated several multiplexed assays to map variant effects on gene expression in coding sequences. Here, we pioneered a multiplexed assay based on polysome profiling to measure variant effects on translation at scale, uncovering single-nucleotide variants that increase and decrease ribosome load. By combining high-throughput ribosome load data with multiplexed mRNA and protein abundance readouts, we mapped the
    Language English
    Publishing date 2023-11-17
    Publishing country United States
    Document type Preprint
    DOI 10.1101/2023.08.02.551517
    Database MEDical Literature Analysis and Retrieval System OnLINE

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