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Tensor decomposition of stimulated monocyte and macrophage gene expression profiles identifies neurodegenerative disease-specific trans-eQTLs
Recent human genetic studies suggest that cells of the innate immune system have a primary role in the pathogenesis of neurodegenerative diseases. However, the results from these studies often do not elucidate how the genetic variants affect the biology of these cells to modulate disease risk. Here,...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7018232/ https://www.ncbi.nlm.nih.gov/pubmed/32012164 http://dx.doi.org/10.1371/journal.pgen.1008549 |
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author | Ramdhani, Satesh Navarro, Elisa Udine, Evan Efthymiou, Anastasia G. Schilder, Brian M. Parks, Madison Goate, Alison Raj, Towfique |
author_facet | Ramdhani, Satesh Navarro, Elisa Udine, Evan Efthymiou, Anastasia G. Schilder, Brian M. Parks, Madison Goate, Alison Raj, Towfique |
author_sort | Ramdhani, Satesh |
collection | PubMed |
description | Recent human genetic studies suggest that cells of the innate immune system have a primary role in the pathogenesis of neurodegenerative diseases. However, the results from these studies often do not elucidate how the genetic variants affect the biology of these cells to modulate disease risk. Here, we applied a tensor decomposition method to uncover disease associated gene networks linked to distal genetic variation in stimulated human monocyte and macrophage gene expression profiles. We report robust evidence that some disease associated genetic variants affect the expression of multiple genes in trans. These include a Parkinson’s disease locus influencing the expression of genes mediated by a protease that controls lysosomal function, and Alzheimer’s disease loci influencing the expression of genes involved in type 1 interferon signaling, myeloid phagocytosis, and complement cascade pathways. Overall, we uncover gene networks in induced innate immune cells linked to disease associated genetic variants, which may help elucidate the underlying biology of disease. |
format | Online Article Text |
id | pubmed-7018232 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-70182322020-02-26 Tensor decomposition of stimulated monocyte and macrophage gene expression profiles identifies neurodegenerative disease-specific trans-eQTLs Ramdhani, Satesh Navarro, Elisa Udine, Evan Efthymiou, Anastasia G. Schilder, Brian M. Parks, Madison Goate, Alison Raj, Towfique PLoS Genet Research Article Recent human genetic studies suggest that cells of the innate immune system have a primary role in the pathogenesis of neurodegenerative diseases. However, the results from these studies often do not elucidate how the genetic variants affect the biology of these cells to modulate disease risk. Here, we applied a tensor decomposition method to uncover disease associated gene networks linked to distal genetic variation in stimulated human monocyte and macrophage gene expression profiles. We report robust evidence that some disease associated genetic variants affect the expression of multiple genes in trans. These include a Parkinson’s disease locus influencing the expression of genes mediated by a protease that controls lysosomal function, and Alzheimer’s disease loci influencing the expression of genes involved in type 1 interferon signaling, myeloid phagocytosis, and complement cascade pathways. Overall, we uncover gene networks in induced innate immune cells linked to disease associated genetic variants, which may help elucidate the underlying biology of disease. Public Library of Science 2020-02-03 /pmc/articles/PMC7018232/ /pubmed/32012164 http://dx.doi.org/10.1371/journal.pgen.1008549 Text en © 2020 Ramdhani et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Ramdhani, Satesh Navarro, Elisa Udine, Evan Efthymiou, Anastasia G. Schilder, Brian M. Parks, Madison Goate, Alison Raj, Towfique Tensor decomposition of stimulated monocyte and macrophage gene expression profiles identifies neurodegenerative disease-specific trans-eQTLs |
title | Tensor decomposition of stimulated monocyte and macrophage gene expression profiles identifies neurodegenerative disease-specific trans-eQTLs |
title_full | Tensor decomposition of stimulated monocyte and macrophage gene expression profiles identifies neurodegenerative disease-specific trans-eQTLs |
title_fullStr | Tensor decomposition of stimulated monocyte and macrophage gene expression profiles identifies neurodegenerative disease-specific trans-eQTLs |
title_full_unstemmed | Tensor decomposition of stimulated monocyte and macrophage gene expression profiles identifies neurodegenerative disease-specific trans-eQTLs |
title_short | Tensor decomposition of stimulated monocyte and macrophage gene expression profiles identifies neurodegenerative disease-specific trans-eQTLs |
title_sort | tensor decomposition of stimulated monocyte and macrophage gene expression profiles identifies neurodegenerative disease-specific trans-eqtls |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7018232/ https://www.ncbi.nlm.nih.gov/pubmed/32012164 http://dx.doi.org/10.1371/journal.pgen.1008549 |
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