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Sex specific molecular networks and key drivers of Alzheimer’s disease
BACKGROUND: Alzheimer’s disease (AD) is a progressive and age-associated neurodegenerative disorder that affects women disproportionally. However, the underlying mechanisms are poorly characterized. Moreover, while the interplay between sex and ApoE genotype in AD has been investigated, multi-omics...
Autores principales: | , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10280841/ https://www.ncbi.nlm.nih.gov/pubmed/37340466 http://dx.doi.org/10.1186/s13024-023-00624-5 |
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author | Guo, Lei Cao, Jiqing Hou, Jianwei Li, Yonghe Huang, Min Zhu, Li Zhang, Larry Lee, Yeji Duarte, Mariana Lemos Zhou, Xianxiao Wang, Minghui Liu, Chia-Chen Martens, Yuka Chao, Michael Goate, Alison Bu, Guojun Haroutunian, Vahram Cai, Dongming Zhang, Bin |
author_facet | Guo, Lei Cao, Jiqing Hou, Jianwei Li, Yonghe Huang, Min Zhu, Li Zhang, Larry Lee, Yeji Duarte, Mariana Lemos Zhou, Xianxiao Wang, Minghui Liu, Chia-Chen Martens, Yuka Chao, Michael Goate, Alison Bu, Guojun Haroutunian, Vahram Cai, Dongming Zhang, Bin |
author_sort | Guo, Lei |
collection | PubMed |
description | BACKGROUND: Alzheimer’s disease (AD) is a progressive and age-associated neurodegenerative disorder that affects women disproportionally. However, the underlying mechanisms are poorly characterized. Moreover, while the interplay between sex and ApoE genotype in AD has been investigated, multi-omics studies to understand this interaction are limited. Therefore, we applied systems biology approaches to investigate sex-specific molecular networks of AD. METHODS: We integrated large-scale human postmortem brain transcriptomic data of AD from two cohorts (MSBB and ROSMAP) via multiscale network analysis and identified key drivers with sexually dimorphic expression patterns and/or different responses to APOE genotypes between sexes. The expression patterns and functional relevance of the top sex-specific network driver of AD were further investigated using postmortem human brain samples and gene perturbation experiments in AD mouse models. RESULTS: Gene expression changes in AD versus control were identified for each sex. Gene co-expression networks were constructed for each sex to identify AD-associated co-expressed gene modules shared by males and females or specific to each sex. Key network regulators were further identified as potential drivers of sex differences in AD development. LRP10 was identified as a top driver of the sex differences in AD pathogenesis and manifestation. Changes of LRP10 expression at the mRNA and protein levels were further validated in human AD brain samples. Gene perturbation experiments in EFAD mouse models demonstrated that LRP10 differentially affected cognitive function and AD pathology in sex- and APOE genotype-specific manners. A comprehensive mapping of brain cells in LRP10 over-expressed (OE) female E4FAD mice suggested neurons and microglia as the most affected cell populations. The female-specific targets of LRP10 identified from the single cell RNA-sequencing (scRNA-seq) data of the LRP10 OE E4FAD mouse brains were significantly enriched in the LRP10-centered subnetworks in female AD subjects, validating LRP10 as a key network regulator of AD in females. Eight LRP10 binding partners were identified by the yeast two-hybrid system screening, and LRP10 over-expression reduced the association of LRP10 with one binding partner CD34. CONCLUSIONS: These findings provide insights into key mechanisms mediating sex differences in AD pathogenesis and will facilitate the development of sex- and APOE genotype-specific therapies for AD. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13024-023-00624-5. |
format | Online Article Text |
id | pubmed-10280841 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-102808412023-06-21 Sex specific molecular networks and key drivers of Alzheimer’s disease Guo, Lei Cao, Jiqing Hou, Jianwei Li, Yonghe Huang, Min Zhu, Li Zhang, Larry Lee, Yeji Duarte, Mariana Lemos Zhou, Xianxiao Wang, Minghui Liu, Chia-Chen Martens, Yuka Chao, Michael Goate, Alison Bu, Guojun Haroutunian, Vahram Cai, Dongming Zhang, Bin Mol Neurodegener Research Article BACKGROUND: Alzheimer’s disease (AD) is a progressive and age-associated neurodegenerative disorder that affects women disproportionally. However, the underlying mechanisms are poorly characterized. Moreover, while the interplay between sex and ApoE genotype in AD has been investigated, multi-omics studies to understand this interaction are limited. Therefore, we applied systems biology approaches to investigate sex-specific molecular networks of AD. METHODS: We integrated large-scale human postmortem brain transcriptomic data of AD from two cohorts (MSBB and ROSMAP) via multiscale network analysis and identified key drivers with sexually dimorphic expression patterns and/or different responses to APOE genotypes between sexes. The expression patterns and functional relevance of the top sex-specific network driver of AD were further investigated using postmortem human brain samples and gene perturbation experiments in AD mouse models. RESULTS: Gene expression changes in AD versus control were identified for each sex. Gene co-expression networks were constructed for each sex to identify AD-associated co-expressed gene modules shared by males and females or specific to each sex. Key network regulators were further identified as potential drivers of sex differences in AD development. LRP10 was identified as a top driver of the sex differences in AD pathogenesis and manifestation. Changes of LRP10 expression at the mRNA and protein levels were further validated in human AD brain samples. Gene perturbation experiments in EFAD mouse models demonstrated that LRP10 differentially affected cognitive function and AD pathology in sex- and APOE genotype-specific manners. A comprehensive mapping of brain cells in LRP10 over-expressed (OE) female E4FAD mice suggested neurons and microglia as the most affected cell populations. The female-specific targets of LRP10 identified from the single cell RNA-sequencing (scRNA-seq) data of the LRP10 OE E4FAD mouse brains were significantly enriched in the LRP10-centered subnetworks in female AD subjects, validating LRP10 as a key network regulator of AD in females. Eight LRP10 binding partners were identified by the yeast two-hybrid system screening, and LRP10 over-expression reduced the association of LRP10 with one binding partner CD34. CONCLUSIONS: These findings provide insights into key mechanisms mediating sex differences in AD pathogenesis and will facilitate the development of sex- and APOE genotype-specific therapies for AD. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13024-023-00624-5. BioMed Central 2023-06-20 /pmc/articles/PMC10280841/ /pubmed/37340466 http://dx.doi.org/10.1186/s13024-023-00624-5 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Article Guo, Lei Cao, Jiqing Hou, Jianwei Li, Yonghe Huang, Min Zhu, Li Zhang, Larry Lee, Yeji Duarte, Mariana Lemos Zhou, Xianxiao Wang, Minghui Liu, Chia-Chen Martens, Yuka Chao, Michael Goate, Alison Bu, Guojun Haroutunian, Vahram Cai, Dongming Zhang, Bin Sex specific molecular networks and key drivers of Alzheimer’s disease |
title | Sex specific molecular networks and key drivers of Alzheimer’s disease |
title_full | Sex specific molecular networks and key drivers of Alzheimer’s disease |
title_fullStr | Sex specific molecular networks and key drivers of Alzheimer’s disease |
title_full_unstemmed | Sex specific molecular networks and key drivers of Alzheimer’s disease |
title_short | Sex specific molecular networks and key drivers of Alzheimer’s disease |
title_sort | sex specific molecular networks and key drivers of alzheimer’s disease |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10280841/ https://www.ncbi.nlm.nih.gov/pubmed/37340466 http://dx.doi.org/10.1186/s13024-023-00624-5 |
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