Tracking single cell evolution via clock-like chromatin accessibility
Yu XiaoiD, Wan Jin, Lingao JuiD, Jie FuiD, Gang WangiD, Mengxue YuiD, Fangjin Chen, Kaiyu QianiD, Xinghuan WangiD, Yi ZhangiD
Abstract
Single cell chromatin accessibility sequencing (scATAC) reconstructs developmental trajectory by phenotypic similarity. However, inferring the exact developmental trajectory is challenging. Here, we show a simple, accurate and phenotypic-neutral measure of cell developmental hierarchy - the fraction of accessible clock-like loci. As cells undergo mitosis, the heterogeneity of chromatin accessibility on clock-like loci is reduced, providing a measure of mitotic age. We developed a method, EpiTrace, that counts the fraction of opened clock-like loci from scATAC data to determine cell age and perform lineage tracing. EpiTrace works in various cell lineages and animal species, shows concordance with known developmental hierarchies, correlates well with DNA methylation-based clocks, and is complementary with mutation-based lineage tracing, RNA velocity, and stemness predictions. Applying EpiTrace to scATAC data revealed a multitude of novel biological insights with clinically relevant implications, ranging from hematopoiesis, organ development, tumor biology and immunity to cortical gyrification. Our work discovered a universal epigenomic hallmark during cellular development, which facilitates the study of cellular hierarchies and organismal aging.
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 1
- Organism
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Cell type-resolved chromatin accessibility clocks for brain aging
Patrick Z. Yu, Doudou Yu, … William Stafford Noble·bioRxiv·Aug 25, 2026
- Single-cell epigenomic tracing of lifelong endothelial cell plasticity across mouse organs
Xianhong Yu, Yaxi Liu, … Aibin He·bioRxiv·May 12, 2021
- APEC: an accesson-based method for single-cell chromatin accessibility analysis
Bin Li, Young Li, … Kun Qu·Genome biologyPeer-reviewed·May 12, 2020
- CATaDa reveals global remodelling of chromatin accessibility during stem cell differentiationin vivo
Gabriel Aughey, Alicia Estacio‐Gómez, … Tony D. Southall·eLifePeer-reviewed·Feb 23, 2018
- Single-cell chromatin accessibility analysis of mammary gland development reveals cell state transcriptional regulators and cellular lineage relationships
Chi‐Yeh Chung, Zhibo Ma, … Geoffrey M. Wahl·Cell ReportsPeer-reviewed·Oct 1, 2019
- SCOPE: Localizing fate-decision states and their regulatory drivers in single-cell differentiation
Yimin Zhao, Connor Finkbeiner, … Kevin Lin·bioRxiv·Apr 9, 2026