Tri-Modal Single-Cell Atlas of Developing Human Brain

Epigenetic modifications, such as DNA methylation, evolve throughout development and aging, providing remarkable regulatory diversity and contributing to disease etiology, including neuropsychiatric disorders. However, how these regulatory layers interact across human brain development remains unclear. Leveraging ME-seq, we simultaneously mapped gene expression, chromatin accessibility, and DNA methylation in over 340,000 single nuclei from 40 human brain specimens spanning fetal development to adolescence. Chromatin accessibility and DNA methylation captured partially overlapping cis-regulatory associations. Developmental trajectories revealed distinct temporal kinetics: DNA methylation continued remodeling beyond major transcriptional and accessibility transitions, while developmental clocks yielded modality-dependent age estimates. Modality-specific regulatory networks converged on developmental transcription factors, whereas methylation-defined regulatory regions provided complementary annotations of neuropsychiatric genetic risk. Together, these findings establish DNA methylation as a persistent and complementary dimension of developmental regulation, linking prolonged remodeling to human brain maturation and disease susceptibility.

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Publication Details

Journal
bioRxiv (Cold Spring Harbor Laboratory)
Published
2026-11-11
DOI
https://doi.org/10.64898/2026.11.10.765750
Primary Topic
Epigenetics and DNA Methylation
Type
preprint
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preprint

Tri-Modal Single-Cell Atlas of Developing Human Brain

John F. Fullard, Kiran Kumar Girdhar, Pengfei Dong, Nadejda M. Tsankova et al.
bioRxiv (Cold Spring Harbor Laboratory)
Epigenetics and DNA Methylation
preprint

Tri-Modal Single-Cell Atlas of Developing Human Brain

John F. Fullard, Kiran Kumar Girdhar, Pengfei Dong, Nadejda M. Tsankova, Deepak A. Kaji, Zhicong Liao, Sai Ma, Panos Roussos, Donghoon Lee, LitingSong, Zhe Wang, Bohan Zhu, Faith A. DeKuyper, Cheng Wang
preprint en

Abstract

Epigenetic modifications, such as DNA methylation, evolve throughout development and aging, providing remarkable regulatory diversity and contributing to disease etiology, including neuropsychiatric disorders. However, how these regulatory layers interact across human brain development remains unclear. Leveraging ME-seq, we simultaneously mapped gene expression, chromatin accessibility, and DNA methylation in over 340,000 single nuclei from 40 human brain specimens spanning fetal development to adolescence. Chromatin accessibility and DNA methylation captured partially overlapping cis-regulatory associations. Developmental trajectories revealed distinct temporal kinetics: DNA methylation continued remodeling beyond major transcriptional and accessibility transitions, while developmental clocks yielded modality-dependent age estimates. Modality-specific regulatory networks converged on developmental transcription factors, whereas methylation-defined regulatory regions provided complementary annotations of neuropsychiatric genetic risk. Together, these findings establish DNA methylation as a persistent and complementary dimension of developmental regulation, linking prolonged remodeling to human brain maturation and disease susceptibility.

bioRxiv (Cold Spring Harbor Laboratory)
Icahn School of Medicine at Mount Sinai (US)
Epigenetics and DNA Methylation
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Tri-Modal Single-Cell Atlas of Developing Human Brain — John F. Fullard, Kiran Kumar Girdhar, et al. · bioRxiv (Cold Spring Harbor Laboratory) (2026) | TGRS Research Map | TGRS