Multivariate associative patterns between the gut microbiota and large-scale brain network connectivity. (1st January 2021)
- Record Type:
- Journal Article
- Title:
- Multivariate associative patterns between the gut microbiota and large-scale brain network connectivity. (1st January 2021)
- Main Title:
- Multivariate associative patterns between the gut microbiota and large-scale brain network connectivity
- Authors:
- Kohn, N.
Szopinska-Tokov, J.
Llera Arenas, A.
Beckmann, C.F.
Arias-Vasquez, A.
Aarts, E - Abstract:
- ABSTRACT: Research on the gut–brain axis has accelerated substantially over the course of the last years. Many reviews have outlined the important implications of understanding the relation of the gut microbiota with human brain function and behavior. One substantial drawback in integrating gut microbiome and brain data is the lack of integrative multivariate approaches that enable capturing variance in both modalities simultaneously. To address this issue, we applied a linked independent component analysis (LICA) to microbiota and brain connectivity data.We analyzed data from 58 healthy females (mean age = 21.5 years). Magnetic Resonance Imaging data were acquired using resting state functional imaging data. The assessment of gut microbial composition from feces was based on sequencing of the V4 16S rRNA gene region. We used the LICA model to simultaneously factorize the subjects' large-scale brain networks and microbiome relative abundance data into 10 independent components of spatial and abundance variation.LICA decomposition resulted in four components with non-marginal contribution of the microbiota data. The default mode network featured strongly in three components, whereas the two-lateralized fronto-parietal attention networks contributed to one component. The executive-control (with the default mode) network was associated to another component. We found that the abundance of Prevotella genus was associated with the strength of expression of all networks, whereasABSTRACT: Research on the gut–brain axis has accelerated substantially over the course of the last years. Many reviews have outlined the important implications of understanding the relation of the gut microbiota with human brain function and behavior. One substantial drawback in integrating gut microbiome and brain data is the lack of integrative multivariate approaches that enable capturing variance in both modalities simultaneously. To address this issue, we applied a linked independent component analysis (LICA) to microbiota and brain connectivity data.We analyzed data from 58 healthy females (mean age = 21.5 years). Magnetic Resonance Imaging data were acquired using resting state functional imaging data. The assessment of gut microbial composition from feces was based on sequencing of the V4 16S rRNA gene region. We used the LICA model to simultaneously factorize the subjects' large-scale brain networks and microbiome relative abundance data into 10 independent components of spatial and abundance variation.LICA decomposition resulted in four components with non-marginal contribution of the microbiota data. The default mode network featured strongly in three components, whereas the two-lateralized fronto-parietal attention networks contributed to one component. The executive-control (with the default mode) network was associated to another component. We found that the abundance of Prevotella genus was associated with the strength of expression of all networks, whereas Bifidobacterium was associated with the default mode and frontoparietal-attention networks.We provide the first exploratory evidence for multivariate associative patterns between the gut microbiota and brain network connectivity in healthy humans considering the complexity of both systems. … (more)
- Is Part Of:
- Gut microbes. Volume 13:Isuse 1(2021)
- Journal:
- Gut microbes
- Issue:
- Volume 13:Isuse 1(2021)
- Issue Display:
- Volume 13, Issue 1 (2021)
- Year:
- 2021
- Volume:
- 13
- Issue:
- 1
- Issue Sort Value:
- 2021-0013-0001-0000
- Page Start:
- Page End:
- Publication Date:
- 2021-01-01
- Subjects:
- Linked ICA -- gut microbiota -- brain connectivity networks -- fMRI -- resting state -- Bifidobacterium -- Prevotella
Gastrointestinal system -- Microbiology -- Periodicals
Microbiology -- Periodicals
Intestine, Small -- Periodicals
616.3 - Journal URLs:
- http://www.landesbioscience.com/journals/gutmicrobes ↗
http://www.tandfonline.com/toc/kgmi20/current ↗
http://www.tandfonline.com/ ↗ - DOI:
- 10.1080/19490976.2021.2006586 ↗
- Languages:
- English
- ISSNs:
- 1949-0984
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library HMNTS - ELD Digital store - Ingest File:
- 25321.xml