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Dosage-sensitive molecular mechanisms are associated with the tissue-specificity of traits and diseases
Hereditary diseases and complex traits often manifest in specific tissues, whereas their causal genes are expressed in many tissues that remain unaffected. Among the mechanisms that have been suggested for this enigmatic phenomenon is dosage-sensitive compensation by paralogs of causal genes. Accord...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Research Network of Computational and Structural Biotechnology
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7744645/ https://www.ncbi.nlm.nih.gov/pubmed/33363699 http://dx.doi.org/10.1016/j.csbj.2020.10.030 |
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author | Jubran, Juman Hekselman, Idan Novack, Lena Yeger-Lotem, Esti |
author_facet | Jubran, Juman Hekselman, Idan Novack, Lena Yeger-Lotem, Esti |
author_sort | Jubran, Juman |
collection | PubMed |
description | Hereditary diseases and complex traits often manifest in specific tissues, whereas their causal genes are expressed in many tissues that remain unaffected. Among the mechanisms that have been suggested for this enigmatic phenomenon is dosage-sensitive compensation by paralogs of causal genes. Accordingly, tissue-selectivity stems from dosage imbalance between causal genes and paralogs that occurs particularly in disease-susceptible tissues. Here, we used a large-scale dataset of thousands of tissue transcriptomes and applied a linear mixed model (LMM) framework to assess this and other dosage-sensitive mechanisms. LMM analysis of 382 hereditary diseases consistently showed evidence for dosage-sensitive compensation by paralogs across diseases subsets and susceptible tissues. LMM analysis of 135 candidate genes that are strongly associated with 16 tissue-selective complex traits revealed a similar tendency among half of the trait-associated genes. This suggests that dosage-sensitive compensation by paralogs affects the tissue-selectivity of complex traits, and can be used to illuminate candidate genes' modes of action. Next, we applied LMM to analyze dosage imbalance between causal genes and three classes of genetic modifiers, including regulatory micro-RNAs, pseudogenes, and genetic interactors. Our results propose modifiers as a fundamental axis in tissue-selectivity of diseases and traits, and demonstrates the power of LMM as a statistical framework for discovering treatment avenues. |
format | Online Article Text |
id | pubmed-7744645 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Research Network of Computational and Structural Biotechnology |
record_format | MEDLINE/PubMed |
spelling | pubmed-77446452020-12-23 Dosage-sensitive molecular mechanisms are associated with the tissue-specificity of traits and diseases Jubran, Juman Hekselman, Idan Novack, Lena Yeger-Lotem, Esti Comput Struct Biotechnol J Research Article Hereditary diseases and complex traits often manifest in specific tissues, whereas their causal genes are expressed in many tissues that remain unaffected. Among the mechanisms that have been suggested for this enigmatic phenomenon is dosage-sensitive compensation by paralogs of causal genes. Accordingly, tissue-selectivity stems from dosage imbalance between causal genes and paralogs that occurs particularly in disease-susceptible tissues. Here, we used a large-scale dataset of thousands of tissue transcriptomes and applied a linear mixed model (LMM) framework to assess this and other dosage-sensitive mechanisms. LMM analysis of 382 hereditary diseases consistently showed evidence for dosage-sensitive compensation by paralogs across diseases subsets and susceptible tissues. LMM analysis of 135 candidate genes that are strongly associated with 16 tissue-selective complex traits revealed a similar tendency among half of the trait-associated genes. This suggests that dosage-sensitive compensation by paralogs affects the tissue-selectivity of complex traits, and can be used to illuminate candidate genes' modes of action. Next, we applied LMM to analyze dosage imbalance between causal genes and three classes of genetic modifiers, including regulatory micro-RNAs, pseudogenes, and genetic interactors. Our results propose modifiers as a fundamental axis in tissue-selectivity of diseases and traits, and demonstrates the power of LMM as a statistical framework for discovering treatment avenues. Research Network of Computational and Structural Biotechnology 2020-11-23 /pmc/articles/PMC7744645/ /pubmed/33363699 http://dx.doi.org/10.1016/j.csbj.2020.10.030 Text en © 2020 The Authors http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Research Article Jubran, Juman Hekselman, Idan Novack, Lena Yeger-Lotem, Esti Dosage-sensitive molecular mechanisms are associated with the tissue-specificity of traits and diseases |
title | Dosage-sensitive molecular mechanisms are associated with the tissue-specificity of traits and diseases |
title_full | Dosage-sensitive molecular mechanisms are associated with the tissue-specificity of traits and diseases |
title_fullStr | Dosage-sensitive molecular mechanisms are associated with the tissue-specificity of traits and diseases |
title_full_unstemmed | Dosage-sensitive molecular mechanisms are associated with the tissue-specificity of traits and diseases |
title_short | Dosage-sensitive molecular mechanisms are associated with the tissue-specificity of traits and diseases |
title_sort | dosage-sensitive molecular mechanisms are associated with the tissue-specificity of traits and diseases |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7744645/ https://www.ncbi.nlm.nih.gov/pubmed/33363699 http://dx.doi.org/10.1016/j.csbj.2020.10.030 |
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