Network‐based Plasma Proteomics Reveals Molecular Overlap Between Physical Activity and Dementia Risk

Abstract Background Physical activity (PA) is associated with lower dementia risk; however, underlying molecular pathways are poorly understood. We leveraged large‐scale plasma proteomics to identify biological signatures of objectively‐monitored PA in cognitively unimpaired (CU) older adults and cross‐validated signatures in independent exercise intervention and Alzheimer’s disease (AD) cohorts. Method Discovery cohort included 65 CU adults (mean age = 76.6; 60% female; 34% PET Ab+) from the UCSF Memory and Aging Center with plasma assayed on SomaScan v4.1 (7,288 proteins). 30‐days of observational Fitbit TM monitoring quantified PA (average daily steps). Generalized linear models (GLMs) examined individual protein correlates of PA, adjusting for age and sex. Weighted gene network analysis assembled proteins into unbiased modules of protein co‐expression, which were annotated for gene ontology and cell‐type enrichment. Modules were tested for overrepresentation of PA‐related proteins using Fisher’s exact tests with false discovery rate (FDR) correction. To validate PA pathways, modules were cross‐referenced with published plasma exercise intervention data (Robbins et al., 2023) of proteins that changed following a 20‐week endurance training intervention. To establish clinical relevance, PA‐related proteins from discovery analyses were compared between CU (N=189) and AD patients (N=55) from an independent cohort with plasma SomaScan (Stanford ADRC). Result Discovery : PA related to 568 proteins in GLMs. Of 32 protein modules identified from network analyses, six showed overrepresentation of PA‐related proteins. Module 12 (M12) positively associated with PA and harbored the largest proportion of PA‐related proteins. M12 was enriched for extracellular matrix (ECM) and nervous system development pathways with endothelial, neuronal, and oligodendrocyte cell type markers. Validation : M12 was significantly enriched for ECM‐related proteins that increased in the exercise intervention. Four proteins from M12 were significantly decreased in AD plasma compared to CU after FDR correction, including highly‐connected ‘hub’ proteins anthrax toxin receptor cell adhesion molecules 1 and 2 (ANTXR1, ANTXR2) and matrix remodeling associated 8 (MXRA8). Conclusion Large‐scale analysis of the plasma proteome highlights ECM and neurodevelopmental pathways that increase with PA and decrease in AD. Cross‐validation with independent cohorts identified a biological link between PA and dementia risk. PA‐related ‘hub’ proteins, such as ANTXR1, ANTXR2, and MXRA8, may represent key molecular targets for dementia prevention.

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Journal
Alzheimer s & Dementia
Published
2024-12-01
DOI
https://doi.org/10.1002/alz.089188
Citations
1
Primary Topic
Nutritional Studies and Diet
Type
article
Field-Weighted Citation Impact
0.54
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article

Network‐based Plasma Proteomics Reveals Molecular Overlap Between Physical Activity and Dementia Risk

Anna M. VandeBunte, Tony Wyss‐Coray, Rowan Saloner, Claire J. Cadwallader et al.
1 citations
Alzheimer s & Dementia
Nutritional Studies and Diet
0.54
article

Network‐based Plasma Proteomics Reveals Molecular Overlap Between Physical Activity and Dementia Risk

Anna M. VandeBunte, Tony Wyss‐Coray, Rowan Saloner, Claire J. Cadwallader, Emily W. Paolillo, Joel H. Kramer, Kaitlin B. Casaletto, Coty Chen
article en
1 citations

Abstract

Abstract Background Physical activity (PA) is associated with lower dementia risk; however, underlying molecular pathways are poorly understood. We leveraged large‐scale plasma proteomics to identify biological signatures of objectively‐monitored PA in cognitively unimpaired (CU) older adults and cross‐validated signatures in independent exercise intervention and Alzheimer’s disease (AD) cohorts. Method Discovery cohort included 65 CU adults (mean age = 76.6; 60% female; 34% PET Ab+) from the UCSF Memory and Aging Center with plasma assayed on SomaScan v4.1 (7,288 proteins). 30‐days of observational Fitbit TM monitoring quantified PA (average daily steps). Generalized linear models (GLMs) examined individual protein correlates of PA, adjusting for age and sex. Weighted gene network analysis assembled proteins into unbiased modules of protein co‐expression, which were annotated for gene ontology and cell‐type enrichment. Modules were tested for overrepresentation of PA‐related proteins using Fisher’s exact tests with false discovery rate (FDR) correction. To validate PA pathways, modules were cross‐referenced with published plasma exercise intervention data (Robbins et al., 2023) of proteins that changed following a 20‐week endurance training intervention. To establish clinical relevance, PA‐related proteins from discovery analyses were compared between CU (N=189) and AD patients (N=55) from an independent cohort with plasma SomaScan (Stanford ADRC). Result Discovery : PA related to 568 proteins in GLMs. Of 32 protein modules identified from network analyses, six showed overrepresentation of PA‐related proteins. Module 12 (M12) positively associated with PA and harbored the largest proportion of PA‐related proteins. M12 was enriched for extracellular matrix (ECM) and nervous system development pathways with endothelial, neuronal, and oligodendrocyte cell type markers. Validation : M12 was significantly enriched for ECM‐related proteins that increased in the exercise intervention. Four proteins from M12 were significantly decreased in AD plasma compared to CU after FDR correction, including highly‐connected ‘hub’ proteins anthrax toxin receptor cell adhesion molecules 1 and 2 (ANTXR1, ANTXR2) and matrix remodeling associated 8 (MXRA8). Conclusion Large‐scale analysis of the plasma proteome highlights ECM and neurodevelopmental pathways that increase with PA and decrease in AD. Cross‐validation with independent cohorts identified a biological link between PA and dementia risk. PA‐related ‘hub’ proteins, such as ANTXR1, ANTXR2, and MXRA8, may represent key molecular targets for dementia prevention.

Alzheimer s & DementiaVol. 20(S2)
University of California, San Francisco (US), Neurosciences Institute (US), University Memory and Aging Center (US), Stanford University (US)
Good health and well-being
Openalex Percentile: Top 25%
Nutritional Studies and Diet
0.54
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