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An RNA-informed dosage sensitivity map reflects the intrinsic functional nature of genes
Understanding dosage sensitivity or why Mendelian diseases have dominant vs. recessive modes of inheritance is crucial for uncovering the etiology of human disease. Previous knowledge of dosage sensitivity is mainly based on observations of rare loss-of-function mutations or copy number changes, whi...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10502852/ https://www.ncbi.nlm.nih.gov/pubmed/37619562 http://dx.doi.org/10.1016/j.ajhg.2023.08.002 |
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author | Dong, Danyue Shen, Haoyu Wang, Zhenguo Liu, Jiaqi Li, Zhe Li, Xin |
author_facet | Dong, Danyue Shen, Haoyu Wang, Zhenguo Liu, Jiaqi Li, Zhe Li, Xin |
author_sort | Dong, Danyue |
collection | PubMed |
description | Understanding dosage sensitivity or why Mendelian diseases have dominant vs. recessive modes of inheritance is crucial for uncovering the etiology of human disease. Previous knowledge of dosage sensitivity is mainly based on observations of rare loss-of-function mutations or copy number changes, which are underpowered due to ultra rareness of such variants. Thus, the functional underpinnings of dosage constraint remain elusive. In this study, we aim to systematically quantify dosage perturbations from cis-regulatory variants in the general population to yield a tissue-specific dosage constraint map of genes and further explore their underlying functional logic. We reveal an inherent divergence of dosage constraints in genes by functional categories with signaling genes (transcription factors, protein kinases, ion channels, and cellular machinery) being dosage sensitive, while effector genes (transporters, metabolic enzymes, cytokines, and receptors) are generally dosage resilient. Instead of being a metric of functional dispensability, we show that dosage constraint reflects underlying homeostatic constraints arising from negative feedback. Finally, we employ machine learning to integrate DNA and RNA metrics to generate a comprehensive, tissue-specific map of dosage sensitivity (MoDs) for autosomal genes. |
format | Online Article Text |
id | pubmed-10502852 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-105028522023-09-16 An RNA-informed dosage sensitivity map reflects the intrinsic functional nature of genes Dong, Danyue Shen, Haoyu Wang, Zhenguo Liu, Jiaqi Li, Zhe Li, Xin Am J Hum Genet Article Understanding dosage sensitivity or why Mendelian diseases have dominant vs. recessive modes of inheritance is crucial for uncovering the etiology of human disease. Previous knowledge of dosage sensitivity is mainly based on observations of rare loss-of-function mutations or copy number changes, which are underpowered due to ultra rareness of such variants. Thus, the functional underpinnings of dosage constraint remain elusive. In this study, we aim to systematically quantify dosage perturbations from cis-regulatory variants in the general population to yield a tissue-specific dosage constraint map of genes and further explore their underlying functional logic. We reveal an inherent divergence of dosage constraints in genes by functional categories with signaling genes (transcription factors, protein kinases, ion channels, and cellular machinery) being dosage sensitive, while effector genes (transporters, metabolic enzymes, cytokines, and receptors) are generally dosage resilient. Instead of being a metric of functional dispensability, we show that dosage constraint reflects underlying homeostatic constraints arising from negative feedback. Finally, we employ machine learning to integrate DNA and RNA metrics to generate a comprehensive, tissue-specific map of dosage sensitivity (MoDs) for autosomal genes. Elsevier 2023-09-07 2023-08-23 /pmc/articles/PMC10502852/ /pubmed/37619562 http://dx.doi.org/10.1016/j.ajhg.2023.08.002 Text en © 2023 The Author(s) https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Dong, Danyue Shen, Haoyu Wang, Zhenguo Liu, Jiaqi Li, Zhe Li, Xin An RNA-informed dosage sensitivity map reflects the intrinsic functional nature of genes |
title | An RNA-informed dosage sensitivity map reflects the intrinsic functional nature of genes |
title_full | An RNA-informed dosage sensitivity map reflects the intrinsic functional nature of genes |
title_fullStr | An RNA-informed dosage sensitivity map reflects the intrinsic functional nature of genes |
title_full_unstemmed | An RNA-informed dosage sensitivity map reflects the intrinsic functional nature of genes |
title_short | An RNA-informed dosage sensitivity map reflects the intrinsic functional nature of genes |
title_sort | rna-informed dosage sensitivity map reflects the intrinsic functional nature of genes |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10502852/ https://www.ncbi.nlm.nih.gov/pubmed/37619562 http://dx.doi.org/10.1016/j.ajhg.2023.08.002 |
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