Single-cell spatial map of cis-regulatory elements for disease-related genes in the macaque cortex

Single-cell spatial transcriptomes have demonstrated molecular and cellular diversity in the brain, but gene regulatory mechanisms underlying transcriptomic profiles and disease pathogenesis remain largely unknown in primates. Here we performed single-nucleus Assay for Transposase-Accessible Chromatin followed by sequencing (snATAC-seq) for ~1.6 million cells from 142 cortical regions of two male cynomolgus monkeys (Macaca fascicularis), and identified distinct chromatin accessibility profiles of cis-regulatory elements (CREs) for various cell types. By integrative analysis with large-scale spatial transcriptome data, we found that these CREs showed laminar and regional preferences, with their regional accessibility exhibiting striking dependence on the region's hierarchical level. Cross-species comparison of snATAC-seq data revealed human/macaque-enriched layer-4 glutamatergic neurons and LAMP5/LHX6-expressing GABAergic neurons as well as human/macaque-biased CREs for genes related to neurodevelopment and psychiatric diseases. Importantly, risk single-nucleotide polymorphisms for many brain disorders strongly associated with human/macaque-biased CREs in glutamatergic neuronal types and those for Alzheimer's disease strongly associated with CREs exclusively in microglia. Our results provided the basis for understanding the spatial gene regulatory mechanisms underlying cellular diversity and disease pathogenesis in the primate cortex.

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Publication Details

Journal
Nature Communications
Published
2026-03-17
DOI
https://doi.org/10.1038/s41467-026-70497-x
Primary Topic
Single-cell and spatial transcriptomics
Type
article
Field-Weighted Citation Impact
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article

Single-cell spatial map of cis-regulatory elements for disease-related genes in the macaque cortex

CiRong Liu, Ya Liu, Yidi Sun, Yiqin Bai et al.
Nature Communications
Single-cell and spatial transcriptomics
article

Single-cell spatial map of cis-regulatory elements for disease-related genes in the macaque cortex

CiRong Liu, Ya Liu, Yidi Sun, Yiqin Bai, Jiqiang Fu, Yongkang Sun, Ying Lei, Juan Meng, Zhiming Shen, Kaijie Hu, Ling Li, Chao Li, Muming Poo, Chengyu Li, Tianyi Fei, Yiming Huang, Luyan Wu, Cheng Chen, Tao Song, Zhiyong Zhu, Zhen Liu, Shiping Liu
article en

Abstract

Single-cell spatial transcriptomes have demonstrated molecular and cellular diversity in the brain, but gene regulatory mechanisms underlying transcriptomic profiles and disease pathogenesis remain largely unknown in primates. Here we performed single-nucleus Assay for Transposase-Accessible Chromatin followed by sequencing (snATAC-seq) for ~1.6 million cells from 142 cortical regions of two male cynomolgus monkeys (Macaca fascicularis), and identified distinct chromatin accessibility profiles of cis-regulatory elements (CREs) for various cell types. By integrative analysis with large-scale spatial transcriptome data, we found that these CREs showed laminar and regional preferences, with their regional accessibility exhibiting striking dependence on the region's hierarchical level. Cross-species comparison of snATAC-seq data revealed human/macaque-enriched layer-4 glutamatergic neurons and LAMP5/LHX6-expressing GABAergic neurons as well as human/macaque-biased CREs for genes related to neurodevelopment and psychiatric diseases. Importantly, risk single-nucleotide polymorphisms for many brain disorders strongly associated with human/macaque-biased CREs in glutamatergic neuronal types and those for Alzheimer's disease strongly associated with CREs exclusively in microglia. Our results provided the basis for understanding the spatial gene regulatory mechanisms underlying cellular diversity and disease pathogenesis in the primate cortex.

Nature Communications
BGI Group (China) (CN), Hainan University (CN), ShanghaiTech University (CN), Shanghai Genon Biological Products (China) (CN), Center for Excellence in Brain Science and Intelligence Technology (CN), Sanya University (CN), State Key Laboratory of Chemical Engineering (CN), Shanghai Center for Brain Science and Brain-Inspired Technology (CN), University of Chinese Academy of Sciences (CN), Zhejiang University (CN)
Openalex Percentile: Top 21%
Single-cell and spatial transcriptomics
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