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Molecular subtyping of Alzheimer’s disease using RNA sequencing data reveals novel mechanisms and targets
Alzheimer’s disease (AD), the most common form of dementia, is recognized as a heterogeneous disease with diverse pathophysiologic mechanisms. In this study, we interrogate the molecular heterogeneity of AD by analyzing 1543 transcriptomes across five brain regions in two AD cohorts using an integra...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Association for the Advancement of Science
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7787497/ https://www.ncbi.nlm.nih.gov/pubmed/33523961 http://dx.doi.org/10.1126/sciadv.abb5398 |
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author | Neff, Ryan A. Wang, Minghui Vatansever, Sezen Guo, Lei Ming, Chen Wang, Qian Wang, Erming Horgusluoglu-Moloch, Emrin Song, Won-min Li, Aiqun Castranio, Emilie L. TCW, Julia Ho, Lap Goate, Alison Fossati, Valentina Noggle, Scott Gandy, Sam Ehrlich, Michelle E. Katsel, Pavel Schadt, Eric Cai, Dongming Brennand, Kristen J. Haroutunian, Vahram Zhang, Bin |
author_facet | Neff, Ryan A. Wang, Minghui Vatansever, Sezen Guo, Lei Ming, Chen Wang, Qian Wang, Erming Horgusluoglu-Moloch, Emrin Song, Won-min Li, Aiqun Castranio, Emilie L. TCW, Julia Ho, Lap Goate, Alison Fossati, Valentina Noggle, Scott Gandy, Sam Ehrlich, Michelle E. Katsel, Pavel Schadt, Eric Cai, Dongming Brennand, Kristen J. Haroutunian, Vahram Zhang, Bin |
author_sort | Neff, Ryan A. |
collection | PubMed |
description | Alzheimer’s disease (AD), the most common form of dementia, is recognized as a heterogeneous disease with diverse pathophysiologic mechanisms. In this study, we interrogate the molecular heterogeneity of AD by analyzing 1543 transcriptomes across five brain regions in two AD cohorts using an integrative network approach. We identify three major molecular subtypes of AD corresponding to different combinations of multiple dysregulated pathways, such as susceptibility to tau-mediated neurodegeneration, amyloid-β neuroinflammation, synaptic signaling, immune activity, mitochondria organization, and myelination. Multiscale network analysis reveals subtype-specific drivers such as GABRB2, LRP10, MSN, PLP1, and ATP6V1A. We further demonstrate that variations between existing AD mouse models recapitulate a certain degree of subtype heterogeneity, which may partially explain why a vast majority of drugs that succeeded in specific mouse models do not align with generalized human trials across all AD subtypes. Therefore, subtyping patients with AD is a critical step toward precision medicine for this devastating disease. |
format | Online Article Text |
id | pubmed-7787497 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | American Association for the Advancement of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-77874972021-01-14 Molecular subtyping of Alzheimer’s disease using RNA sequencing data reveals novel mechanisms and targets Neff, Ryan A. Wang, Minghui Vatansever, Sezen Guo, Lei Ming, Chen Wang, Qian Wang, Erming Horgusluoglu-Moloch, Emrin Song, Won-min Li, Aiqun Castranio, Emilie L. TCW, Julia Ho, Lap Goate, Alison Fossati, Valentina Noggle, Scott Gandy, Sam Ehrlich, Michelle E. Katsel, Pavel Schadt, Eric Cai, Dongming Brennand, Kristen J. Haroutunian, Vahram Zhang, Bin Sci Adv Research Articles Alzheimer’s disease (AD), the most common form of dementia, is recognized as a heterogeneous disease with diverse pathophysiologic mechanisms. In this study, we interrogate the molecular heterogeneity of AD by analyzing 1543 transcriptomes across five brain regions in two AD cohorts using an integrative network approach. We identify three major molecular subtypes of AD corresponding to different combinations of multiple dysregulated pathways, such as susceptibility to tau-mediated neurodegeneration, amyloid-β neuroinflammation, synaptic signaling, immune activity, mitochondria organization, and myelination. Multiscale network analysis reveals subtype-specific drivers such as GABRB2, LRP10, MSN, PLP1, and ATP6V1A. We further demonstrate that variations between existing AD mouse models recapitulate a certain degree of subtype heterogeneity, which may partially explain why a vast majority of drugs that succeeded in specific mouse models do not align with generalized human trials across all AD subtypes. Therefore, subtyping patients with AD is a critical step toward precision medicine for this devastating disease. American Association for the Advancement of Science 2021-01-06 /pmc/articles/PMC7787497/ /pubmed/33523961 http://dx.doi.org/10.1126/sciadv.abb5398 Text en Copyright © 2021 The Authors, some rights reserved; exclusive licensee American Association for the Advancement of Science. No claim to original U.S. Government Works. Distributed under a Creative Commons Attribution NonCommercial License 4.0 (CC BY-NC). https://creativecommons.org/licenses/by-nc/4.0/ https://creativecommons.org/licenses/by-nc/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution-NonCommercial license (https://creativecommons.org/licenses/by-nc/4.0/) , which permits use, distribution, and reproduction in any medium, so long as the resultant use is not for commercial advantage and provided the original work is properly cited. |
spellingShingle | Research Articles Neff, Ryan A. Wang, Minghui Vatansever, Sezen Guo, Lei Ming, Chen Wang, Qian Wang, Erming Horgusluoglu-Moloch, Emrin Song, Won-min Li, Aiqun Castranio, Emilie L. TCW, Julia Ho, Lap Goate, Alison Fossati, Valentina Noggle, Scott Gandy, Sam Ehrlich, Michelle E. Katsel, Pavel Schadt, Eric Cai, Dongming Brennand, Kristen J. Haroutunian, Vahram Zhang, Bin Molecular subtyping of Alzheimer’s disease using RNA sequencing data reveals novel mechanisms and targets |
title | Molecular subtyping of Alzheimer’s disease using RNA sequencing data reveals novel mechanisms and targets |
title_full | Molecular subtyping of Alzheimer’s disease using RNA sequencing data reveals novel mechanisms and targets |
title_fullStr | Molecular subtyping of Alzheimer’s disease using RNA sequencing data reveals novel mechanisms and targets |
title_full_unstemmed | Molecular subtyping of Alzheimer’s disease using RNA sequencing data reveals novel mechanisms and targets |
title_short | Molecular subtyping of Alzheimer’s disease using RNA sequencing data reveals novel mechanisms and targets |
title_sort | molecular subtyping of alzheimer’s disease using rna sequencing data reveals novel mechanisms and targets |
topic | Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7787497/ https://www.ncbi.nlm.nih.gov/pubmed/33523961 http://dx.doi.org/10.1126/sciadv.abb5398 |
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