Evidence map›Paper›PMID 42782580›Full record

ArticleGenes & genomics2026

Single-nucleus RNA sequencing reveals excitatory and inhibitory neuronal subtype imbalance and its potential regulatory mechanisms in GM1 gangliosidosis.

Sichi Liu, Ting Xie, Yonglan Huang

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

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5 · Who and what money

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3 authors.

Sichi LiuDepartment of Guangzhou Newborn Screening Center, Guangzhou Women and Children's Medical Center, Guangdong Provincial Clinical Research Center for Child Health, Guangzhou Medical University, Guangzhou, 510623, China.ORCID http://orcid.org/0000-0002-9460-9401
Ting XieDepartment of Guangzhou Newborn Screening Center, Guangzhou Women and Children's Medical Center, Guangdong Provincial Clinical Research Center for Child Health, Guangzhou Medical University, Guangzhou, 510623, China.
Yonglan HuangDepartment of Guangzhou Newborn Screening Center, Guangzhou Women and Children's Medical Center, Guangdong Provincial Clinical Research Center for Child Health, Guangzhou Medical University, Guangzhou, 510623, China. xxhuang321@163.com.ORCID http://orcid.org/0000-0002-7527-3754

Funding

Guangzhou Municipal Science and Technology Project No.20251A011028
6 · The paper itself

Abstract

backgroundGM1 gangliosidosis is a rare lysosomal storage disorder caused by biallelic mutations in GLB1, leading to progressive neurodegeneration. The cellular and molecular mechanisms, particularly at the neuronal subtype level, remain incompletely understood.

objectiveThe research employed single-nucleus transcription sequencing to explore neuropathological mechanisms associated with GM1 Gangliosidosis systematically.

methodsHigh-quality single-nucleus data obtained from GM1 gangliosidosis model mice and wild-type mice underwent comprehensive quality control and dimensionality reduction processing, and extensive clustering and annotation were performed. Subsequently, the neurons were re-annotated, and the differentiation trajectories of different subtypes of neurons were analyzed through temporal sequence modeling, as well as the key communication pathways between them and other cells, as well as the ligand pairs.

resultsThe main classes of neural cells (neurons, microglia, and astrocytes) could be recognized well. On targeting the neurons alone through focused approach, another round of secondary clustering followed by the labeling of subpopulations showed there are two subgroups within the populatio, excitatory and inhibitory neurons. The results of functional enrichment analysis indicate that the relatively enhanced functions in the GM1 group mainly involve processes such as lytic vacuole organization, ceramide and sphingolipid metabolism, and glycosphingolipid breakdown. The GO analysis of inhibitory neurons shows that processes such as cytoplasmic translation, oxidative phosphorylation, and ATP synthesis are relatively enhanced in the Wildtype group. Pseudo-time analysis further revealed the developmental trajectories of neuronal subpopulations on the pseudo-time axis and the dynamic changes in gene expression. The analysis of intercellular communication revealed that ExNs mainly communicate with OPCs through the Nrg3-Erbb4 pair, while Neutrophils mainly interact with InNs via the Nrg1-Erbb4 pair.

conclusionThis study, through a comprehensive analysis of single-nucleus sequencing data of GM1 gangliosidosis, has revealed the key cell subpopulations and their related functions in these diseases, providing a theoretical basis for the mechanism of disease occurrence and possible treatment strategies.

Indexed as

Cell–cell communicationGM1 gangliosidosisNeuronal sub-populationPseudotime analysisSingle-nucleus transcriptome

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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 Socratic graph.