Evidence map›Paper›PMID 42128883›Full record

ArticleAging cell2026

Multi-Omics Reveals Dysregulated Neurotransmitter Systems in Aging and CNS Disorders.

Rui-Ze Niu, Meng-Yuan Zhang, Yan-Ping Li, Xiao-Qian Zhou, Xiao-Lei Liu, Jie Wu, Wei-Wei Wang, Yan-Jun Wang, Yi Ruan, Yu Ding and 2 more

Abstract read
In one paragraph

Article in Aging cell, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

12 authors.

Rui-Ze NiuAffiliated Mental Health Centre of Kunming Medical University, Kunming, Yunnan, China.ORCID https://orcid.org/0000-0002-7022-6430
Meng-Yuan ZhangAffiliated Mental Health Centre of Kunming Medical University, Kunming, Yunnan, China.
Yan-Ping LiThe Second People's Hospital of Honghe Prefecture, Honghe Hospital of Yunnan Provincial Mental Hospital, Honghe, China.
Xiao-Qian ZhouThe Second People's Hospital of Honghe Prefecture, Honghe Hospital of Yunnan Provincial Mental Hospital, Honghe, China.
Xiao-Lei LiuDepartment of Neurology, First Affiliated Hospital of Kunming Medical University, Kunming, China.
Jie WuAffiliated Mental Health Centre of Kunming Medical University, Kunming, Yunnan, China.ORCID https://orcid.org/0009-0005-3681-5361
Wei-Wei WangThe Second Affiliated Hospital of Kunming Medical University, Kunming, Yunnan, China.
Yan-Jun WangAffiliated Mental Health Centre of Kunming Medical University, Kunming, Yunnan, China.
Yi RuanAffiliated Mental Health Centre of Kunming Medical University, Kunming, Yunnan, China.
Yu DingThe Second Affiliated Hospital of Kunming Medical University, Kunming, Yunnan, China.
Xiao-Feng ZengSchool of Forensic Medicine, Kunming Medical University, Kunming, Yunnan, China.
Tian-Hao BaoAffiliated Mental Health Centre of Kunming Medical University, Kunming, Yunnan, China.

Funding

Kunming Health Science and Technology Talent Training Project 2024-SW (Reserve)-72Kunming Health Science and Technology Talent Training Project 2024-SW (Reserve)-73National Natural Science Foundation of China 82160269National Natural Science Foundation of China 82160272National Natural Science Foundation of China 82360275National Natural Science Foundation of China 82501796Research Project on the Construction of Provincial-Level Regional Medical Centers in Yunnan Province HH-202512-005Research Project on the Construction of Provincial-Level Regional Medical Centers in Yunnan Province HH-202512-006Research Project on the Construction of Provincial-Level Regional Medical Centers in Yunnan Province HH-202512-007Research Project on the Construction of Provincial-Level Regional Medical Centers in Yunnan Province HH-202512-008Scientific Research Project of the Provincial Clinical Medical Center of Yunnan Province 2024YNLCYXZX0278Scientific Research Project of the Provincial Clinical Medical Center of Yunnan Province 2024YNLCYXZX0280Yunnan Provincial Department of Science and Technology Plan Project 2018FE001-223Yunnan Provincial Department of Science and Technology Plan Project 202301AY070001-020Yunnan Provincial Department of Science and Technology Plan Project 202405AC350104
6 · The paper itself

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.

Indexed as

AgingCentral Nervous System DiseasesNeurotransmitter AgentsFemaleHumansMaleMultiomicsNeurotransmitter Agentsagingneuropsychiatric disordersneurotransmitterssexsingle‐nucleus RNA sequencing

Identifiers

PMID42128883
PMCPMC13171466

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.