Related Experiment Video
Updated: May 15, 2026

DeepOmicsAE: Representing Signaling Modules in Alzheimer's Disease with Deep Learning Analysis of Proteomics, Metabolomics, and Clinical Data
Published on: December 15, 2023
Multi-Omics Reveals Dysregulated Neurotransmitter Systems in Aging and CNS Disorders
Rui-Ze Niu1,2, Meng-Yuan Zhang1, Yan-Ping Li2
1Affiliated Mental Health Centre of Kunming Medical University, Kunming, Yunnan, China.
Abstract:
The neurotransmitter system (NTS) composed of neurotransmitter receptors and transporters is associated with a variety of diseases and disorders. The identification of disease-associated NTS features is important for understanding disease mechanisms and for prioritizing potential therapeutic targets. The differences in the composition of NTS in aging and different diseases are not well understood. Here, we show how to integrate multi-omics data at scale, including single-cell and spatial transcriptomic, to identify disease-associated NTS. By integrating, annotating, and analyzing 368 publicly available single-nucleus RNA sequencing (snRNA-seq) datasets from 17 cohort studies, we created a snRNA-seq dataset for the prefrontal cortex (PFC) of the human brain. The resulting dataset included > 1 million cells covering healthy individuals throughout the life course after birth and eight common neuropsychiatric disorders. We comprehensively describe the cellular heterogeneity of NTS in aging and disease, and resolve the relationship between age or sex and disease-associated NTS. A module composed of NTS and their regulatory genes was constructed and showed disease-associated discriminatory signal, with supportive validation from protein-level and external datasets. In order to screen NTS networks that can simulate disease brain tissue, we conducted a comparative analysis of five disease-related cerebral organoids and found partial similarity between patient-derived organoids and parental brain tissues. Our work provides a multi-disease cell atlas based on large-scale snRNA-seq data and analyses the disease and sex heterogeneity of NTS, which provides new insights into the mechanisms of multiple CNS diseases and sheds light on disease precision therapy against NTS.
More Related Videos
12:06Transmission Electron Microscopy as the Visualization Technique for Analysis of Circadian Synaptic Plasticity in the Mouse Barrel Cortex
Published on: August 19, 2025
07:08A High Throughput, Multiplexed and Targeted Proteomic CSF Assay to Quantify Neurodegenerative Biomarkers and Apolipoprotein E Isoforms Status
Published on: October 20, 2016
Related Concept Videos
Gut-Brain Axis
Aging
Cellular Clock Theory
The cellular clock theory posits that the human lifespan is closely tied to the finite capacity of cells to divide, a phenomenon governed by telomeres, which are protective caps at the ends of...
Disorders of the Nervous Tissue
Homeostatic Imbalances:
Alzheimer's disease manifests as a gradual decline in memory and cognitive abilities, attributed to the buildup of amyloid plaques and neurofibrillary tangles in the brain.
Parkinson's disease arises from the...
Neurotransmitters
Drugs Affecting Neurotransmitter Synthesis
Alzheimer Disease ll: Pathophysiology