Network analysis of brain and bone tissue transcripts reveals shared molecular mechanisms underlying Alzheimer's Disease and related dementias (ADRD) and Osteoporosis.
Archana NagarajanJason LairdObiadada UgochukwuSjur ReppeKaare GautvikRyan D RossDavid A BennettClifford RosenDouglas P KielLenora A HigginbothamNicholas T SeyfriedChristine W LaryPublished in: The journals of gerontology. Series A, Biological sciences and medical sciences (2024)
Alzheimer's disease and related dementias (ADRD) and osteoporosis (OP) are two prevalent diseases of aging with demonstrated epidemiological association, but the underlying molecular mechanisms contributing to this association are unknown. We used network analysis of bone and brain transcriptomes to discover common molecular mechanisms underlying these two diseases. Our study included RNA-sequencing data from the dorsolateral prefrontal cortex tissue of autopsied brains in 629 participants from ROSMAP (Religious Orders Study and the Rush Memory and Aging Project), with a subgroup of 298 meeting criteria for inclusion in five ADRD categories, and RNA array data from transiliac bone biopsies in 84 participants from the Oslo study of postmenopausal women. After developing each network within each tissue, we analyzed associations between modules (groups of co-expressed genes) with multiple bone and neurological traits, examined overlap in modules between networks, and performed pathway enrichment analysis to discover conserved mechanisms. We discovered three modules in ROSMAP that showed significant associations with ADRD and bone related traits and four modules in Oslo that showed significant associations with multiple bone outcomes. We found significant module overlap between the two networks in modules linked to signaling, tissue homeostasis, and development, and Wingless-related integration site (Wnt) signaling was found to be highly enriched in OP and ADRD modules of interest. These results provide translational opportunities in the development of treatments and biomarkers for ADRD and OP.
Keyphrases
- bone mineral density
- postmenopausal women
- network analysis
- prefrontal cortex
- body composition
- soft tissue
- single cell
- genome wide
- bone loss
- randomized controlled trial
- white matter
- electronic health record
- adipose tissue
- gene expression
- type diabetes
- machine learning
- metabolic syndrome
- mass spectrometry
- quality improvement
- high frequency
- transcription factor
- multiple sclerosis
- skeletal muscle
- weight loss