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The Genetic Architecture of Multimodal Human Brain Age

The complex biological mechanisms underlying human brain aging remain incompletely understood, involving multiple body organs and chronic diseases. In this study, we used multimodal magnetic resonance imaging and artificial intelligence to examine the genetic architecture of the brain age gap (BAG)...

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Autores principales: Wen, Junhao, Zhao, Bingxin, Yang, Zhijian, Erus, Guray, Skampardoni, Ioanna, Mamourian, Elizabeth, Cui, Yuhan, Hwang, Gyujoon, Bao, Jingxuan, Boquet-Pujadas, Aleix, Zhou, Zhen, Veturi, Yogasudha, Ritchie, Marylyn D., Shou, Haochang, Thompson, Paul M., Shen, Li, Toga, Arthur W., Davatzikos, Christos
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Cold Spring Harbor Laboratory 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10274645/
https://www.ncbi.nlm.nih.gov/pubmed/37333190
http://dx.doi.org/10.1101/2023.04.13.536818
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author Wen, Junhao
Zhao, Bingxin
Yang, Zhijian
Erus, Guray
Skampardoni, Ioanna
Mamourian, Elizabeth
Cui, Yuhan
Hwang, Gyujoon
Bao, Jingxuan
Boquet-Pujadas, Aleix
Zhou, Zhen
Veturi, Yogasudha
Ritchie, Marylyn D.
Shou, Haochang
Thompson, Paul M.
Shen, Li
Toga, Arthur W.
Davatzikos, Christos
author_facet Wen, Junhao
Zhao, Bingxin
Yang, Zhijian
Erus, Guray
Skampardoni, Ioanna
Mamourian, Elizabeth
Cui, Yuhan
Hwang, Gyujoon
Bao, Jingxuan
Boquet-Pujadas, Aleix
Zhou, Zhen
Veturi, Yogasudha
Ritchie, Marylyn D.
Shou, Haochang
Thompson, Paul M.
Shen, Li
Toga, Arthur W.
Davatzikos, Christos
author_sort Wen, Junhao
collection PubMed
description The complex biological mechanisms underlying human brain aging remain incompletely understood, involving multiple body organs and chronic diseases. In this study, we used multimodal magnetic resonance imaging and artificial intelligence to examine the genetic architecture of the brain age gap (BAG) derived from gray matter volume (GM-BAG, N=31,557 European ancestry), white matter microstructure (WM-BAG, N=31,674), and functional connectivity (FC-BAG, N=32,017). We identified sixteen genomic loci that reached genome-wide significance (P-value<5×10(−8)). A gene-drug-disease network highlighted genes linked to GM-BAG for treating neurodegenerative and neuropsychiatric disorders and WM-BAG genes for cancer therapy. GM-BAG showed the highest heritability enrichment for genetic variants in conserved regions, whereas WM-BAG exhibited the highest heritability enrichment in the 5’ untranslated regions; oligodendrocytes and astrocytes, but not neurons, showed significant heritability enrichment in WM and FC-BAG, respectively. Mendelian randomization identified potential causal effects of several exposure variables on brain aging, such as type 2 diabetes on GM-BAG (odds ratio=1.05 [1.01, 1.09], P-value=1.96×10(−2)) and AD on WM-BAG (odds ratio=1.04 [1.02, 1.05], P-value=7.18×10(−5)). Overall, our results provide valuable insights into the genetics of human brain aging, with clinical implications for potential lifestyle and therapeutic interventions. All results are publicly available at the MEDICINE knowledge portal: https://labs.loni.usc.edu/medicine.
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spelling pubmed-102746452023-06-17 The Genetic Architecture of Multimodal Human Brain Age Wen, Junhao Zhao, Bingxin Yang, Zhijian Erus, Guray Skampardoni, Ioanna Mamourian, Elizabeth Cui, Yuhan Hwang, Gyujoon Bao, Jingxuan Boquet-Pujadas, Aleix Zhou, Zhen Veturi, Yogasudha Ritchie, Marylyn D. Shou, Haochang Thompson, Paul M. Shen, Li Toga, Arthur W. Davatzikos, Christos bioRxiv Article The complex biological mechanisms underlying human brain aging remain incompletely understood, involving multiple body organs and chronic diseases. In this study, we used multimodal magnetic resonance imaging and artificial intelligence to examine the genetic architecture of the brain age gap (BAG) derived from gray matter volume (GM-BAG, N=31,557 European ancestry), white matter microstructure (WM-BAG, N=31,674), and functional connectivity (FC-BAG, N=32,017). We identified sixteen genomic loci that reached genome-wide significance (P-value<5×10(−8)). A gene-drug-disease network highlighted genes linked to GM-BAG for treating neurodegenerative and neuropsychiatric disorders and WM-BAG genes for cancer therapy. GM-BAG showed the highest heritability enrichment for genetic variants in conserved regions, whereas WM-BAG exhibited the highest heritability enrichment in the 5’ untranslated regions; oligodendrocytes and astrocytes, but not neurons, showed significant heritability enrichment in WM and FC-BAG, respectively. Mendelian randomization identified potential causal effects of several exposure variables on brain aging, such as type 2 diabetes on GM-BAG (odds ratio=1.05 [1.01, 1.09], P-value=1.96×10(−2)) and AD on WM-BAG (odds ratio=1.04 [1.02, 1.05], P-value=7.18×10(−5)). Overall, our results provide valuable insights into the genetics of human brain aging, with clinical implications for potential lifestyle and therapeutic interventions. All results are publicly available at the MEDICINE knowledge portal: https://labs.loni.usc.edu/medicine. Cold Spring Harbor Laboratory 2023-09-30 /pmc/articles/PMC10274645/ /pubmed/37333190 http://dx.doi.org/10.1101/2023.04.13.536818 Text en https://creativecommons.org/licenses/by-nd/4.0/This work is licensed under a Creative Commons Attribution-NoDerivatives 4.0 International License (https://creativecommons.org/licenses/by-nd/4.0/) , which allows reusers to copy and distribute the material in any medium or format in unadapted form only, and only so long as attribution is given to the creator. The license allows for commercial use.
spellingShingle Article
Wen, Junhao
Zhao, Bingxin
Yang, Zhijian
Erus, Guray
Skampardoni, Ioanna
Mamourian, Elizabeth
Cui, Yuhan
Hwang, Gyujoon
Bao, Jingxuan
Boquet-Pujadas, Aleix
Zhou, Zhen
Veturi, Yogasudha
Ritchie, Marylyn D.
Shou, Haochang
Thompson, Paul M.
Shen, Li
Toga, Arthur W.
Davatzikos, Christos
The Genetic Architecture of Multimodal Human Brain Age
title The Genetic Architecture of Multimodal Human Brain Age
title_full The Genetic Architecture of Multimodal Human Brain Age
title_fullStr The Genetic Architecture of Multimodal Human Brain Age
title_full_unstemmed The Genetic Architecture of Multimodal Human Brain Age
title_short The Genetic Architecture of Multimodal Human Brain Age
title_sort genetic architecture of multimodal human brain age
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10274645/
https://www.ncbi.nlm.nih.gov/pubmed/37333190
http://dx.doi.org/10.1101/2023.04.13.536818
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