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Multi‐Omics‐Based Autophagy‐Related Untypical Subtypes in Patients with Cerebral Amyloid Pathology

Recent multi‐omics analyses paved the way for a comprehensive understanding of pathological processes. However, only few studies have explored Alzheimer’s disease (AD) despite the possibility of biological subtypes within these patients. For this study, unsupervised classification of four datasets (...

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Autores principales: Park, Jong‐Chan, Barahona‐Torres, Natalia, Jang, So‐Yeong, Mok, Kin Y., Kim, Haeng Jun, Han, Sun‐Ho, Cho, Kwang‐Hyun, Zhou, Xiaopu, Fu, Amy K. Y., Ip, Nancy Y., Seo, Jieun, Choi, Murim, Jeong, Hyobin, Hwang, Daehee, Lee, Dong Young, Byun, Min Soo, Yi, Dahyun, Han, Jong Won, Mook‐Jung, Inhee, Hardy, John
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9376815/
https://www.ncbi.nlm.nih.gov/pubmed/35694866
http://dx.doi.org/10.1002/advs.202201212
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author Park, Jong‐Chan
Barahona‐Torres, Natalia
Jang, So‐Yeong
Mok, Kin Y.
Kim, Haeng Jun
Han, Sun‐Ho
Cho, Kwang‐Hyun
Zhou, Xiaopu
Fu, Amy K. Y.
Ip, Nancy Y.
Seo, Jieun
Choi, Murim
Jeong, Hyobin
Hwang, Daehee
Lee, Dong Young
Byun, Min Soo
Yi, Dahyun
Han, Jong Won
Mook‐Jung, Inhee
Hardy, John
author_facet Park, Jong‐Chan
Barahona‐Torres, Natalia
Jang, So‐Yeong
Mok, Kin Y.
Kim, Haeng Jun
Han, Sun‐Ho
Cho, Kwang‐Hyun
Zhou, Xiaopu
Fu, Amy K. Y.
Ip, Nancy Y.
Seo, Jieun
Choi, Murim
Jeong, Hyobin
Hwang, Daehee
Lee, Dong Young
Byun, Min Soo
Yi, Dahyun
Han, Jong Won
Mook‐Jung, Inhee
Hardy, John
author_sort Park, Jong‐Chan
collection PubMed
description Recent multi‐omics analyses paved the way for a comprehensive understanding of pathological processes. However, only few studies have explored Alzheimer’s disease (AD) despite the possibility of biological subtypes within these patients. For this study, unsupervised classification of four datasets (genetics, miRNA transcriptomics, proteomics, and blood‐based biomarkers) using Multi‐Omics Factor Analysis+ (MOFA+), along with systems‐biological approaches following various downstream analyses are performed. New subgroups within 170 patients with cerebral amyloid pathology (Aβ+) are revealed and the features of them are identified based on the top‐rated targets constructing multi‐omics factors of both whole (M‐TPAD) and immune‐focused models (M‐IPAD). The authors explored the characteristics of subtypes and possible key‐drivers for AD pathogenesis. Further in‐depth studies showed that these subtypes are associated with longitudinal brain changes and autophagy pathways are main contributors. The significance of autophagy or clustering tendency is validated in peripheral blood mononuclear cells (PBMCs; n = 120 including 30 Aβ‐ and 90 Aβ+), induced pluripotent stem cell‐derived human brain organoids/microglia (n = 12 including 5 Aβ‐, 5 Aβ+, and CRISPR‐Cas9 apolipoprotein isogenic lines), and human brain transcriptome (n = 78). Collectively, this study provides a strategy for precision medicine therapy and drug development for AD using integrative multi‐omics analysis and network modelling.
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spelling pubmed-93768152022-08-18 Multi‐Omics‐Based Autophagy‐Related Untypical Subtypes in Patients with Cerebral Amyloid Pathology Park, Jong‐Chan Barahona‐Torres, Natalia Jang, So‐Yeong Mok, Kin Y. Kim, Haeng Jun Han, Sun‐Ho Cho, Kwang‐Hyun Zhou, Xiaopu Fu, Amy K. Y. Ip, Nancy Y. Seo, Jieun Choi, Murim Jeong, Hyobin Hwang, Daehee Lee, Dong Young Byun, Min Soo Yi, Dahyun Han, Jong Won Mook‐Jung, Inhee Hardy, John Adv Sci (Weinh) Research Articles Recent multi‐omics analyses paved the way for a comprehensive understanding of pathological processes. However, only few studies have explored Alzheimer’s disease (AD) despite the possibility of biological subtypes within these patients. For this study, unsupervised classification of four datasets (genetics, miRNA transcriptomics, proteomics, and blood‐based biomarkers) using Multi‐Omics Factor Analysis+ (MOFA+), along with systems‐biological approaches following various downstream analyses are performed. New subgroups within 170 patients with cerebral amyloid pathology (Aβ+) are revealed and the features of them are identified based on the top‐rated targets constructing multi‐omics factors of both whole (M‐TPAD) and immune‐focused models (M‐IPAD). The authors explored the characteristics of subtypes and possible key‐drivers for AD pathogenesis. Further in‐depth studies showed that these subtypes are associated with longitudinal brain changes and autophagy pathways are main contributors. The significance of autophagy or clustering tendency is validated in peripheral blood mononuclear cells (PBMCs; n = 120 including 30 Aβ‐ and 90 Aβ+), induced pluripotent stem cell‐derived human brain organoids/microglia (n = 12 including 5 Aβ‐, 5 Aβ+, and CRISPR‐Cas9 apolipoprotein isogenic lines), and human brain transcriptome (n = 78). Collectively, this study provides a strategy for precision medicine therapy and drug development for AD using integrative multi‐omics analysis and network modelling. John Wiley and Sons Inc. 2022-06-13 /pmc/articles/PMC9376815/ /pubmed/35694866 http://dx.doi.org/10.1002/advs.202201212 Text en © 2022 The Authors. Advanced Science published by Wiley‐VCH GmbH https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Articles
Park, Jong‐Chan
Barahona‐Torres, Natalia
Jang, So‐Yeong
Mok, Kin Y.
Kim, Haeng Jun
Han, Sun‐Ho
Cho, Kwang‐Hyun
Zhou, Xiaopu
Fu, Amy K. Y.
Ip, Nancy Y.
Seo, Jieun
Choi, Murim
Jeong, Hyobin
Hwang, Daehee
Lee, Dong Young
Byun, Min Soo
Yi, Dahyun
Han, Jong Won
Mook‐Jung, Inhee
Hardy, John
Multi‐Omics‐Based Autophagy‐Related Untypical Subtypes in Patients with Cerebral Amyloid Pathology
title Multi‐Omics‐Based Autophagy‐Related Untypical Subtypes in Patients with Cerebral Amyloid Pathology
title_full Multi‐Omics‐Based Autophagy‐Related Untypical Subtypes in Patients with Cerebral Amyloid Pathology
title_fullStr Multi‐Omics‐Based Autophagy‐Related Untypical Subtypes in Patients with Cerebral Amyloid Pathology
title_full_unstemmed Multi‐Omics‐Based Autophagy‐Related Untypical Subtypes in Patients with Cerebral Amyloid Pathology
title_short Multi‐Omics‐Based Autophagy‐Related Untypical Subtypes in Patients with Cerebral Amyloid Pathology
title_sort multi‐omics‐based autophagy‐related untypical subtypes in patients with cerebral amyloid pathology
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9376815/
https://www.ncbi.nlm.nih.gov/pubmed/35694866
http://dx.doi.org/10.1002/advs.202201212
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