bioRxivDevelopmental BiologyPreprint
ANTIPODE Provides a Global View of Cell Type Homology and Transcriptomic Divergence in the Developing Mammalian Brain
Matthew T. SchmitziD, Jingwen W. Ding, Sara NolbrantiD, Reed McMulleniD, Chang N. KimiD, Bryan J. PavloviciD, Tomasz Jan NowakowskiiD, Trygve E. BakkeniD, Chun YeiD, Alex A. PolleniD
Abstract
Diverse neurons and glia are generated in conserved spatial and temporal sequences during mammalian brain development. Divergence in gene regulatory networks can alter brain composition, scaling, timing, and function. However, resolving the identity, extent, and principles of gene regulatory divergence requires cellular-resolution surveys spanning brain regions and species and improved methods for defining cell type homologies. Here, we present ANTIPODE, a deep-learning variational inference framework that simultaneously integrates single-cell datasets, identifies homologous cell types, and parcellates differential expression across cell types, modules, and covariance. Applying ANTIPODE to a census of the whole developing macaque brain and a meta-atlas of human, macaque, and mouse brain development, we find broad conservation of initial neuron classes but widespread regulatory divergence within homologous types, shaped by genomic context, cell lineage, and developmental timing. Together, ANTIPODE provides a formalized and interpretable framework for cross-species single-cell analysis and reveals principles of gene regulatory divergence in mammalian brain evolution.
- organism: human
- organism: mouse
- organism: rat
- assay: scRNA-seq
- research focus: cell type annotation
- research focus: differential expression
- research focus: benchmarking
- approach: deep learning
- approach: variational autoencoder
- Citations
- 3
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
- Single-cell genomic atlas of great ape cerebral organoids uncovers human-specific features of brain development
Sabina Kanton, Michael James Boyle, … J. Gray Camp·NaturePeer-reviewed·Oct 16, 2019
- Temporally-Divergent Regulatory Mechanisms Govern Neuronal Development and Diversification in the Neocortex
Wen Yuan, Sai Ma, … Paola Arlotta·bioRxiv·Aug 23, 2020
- NeuRoDev resolves lifelong temporal and cellular variation in human cortical gene expression
Asia Zonca, Erik Bot, José Dávila-Velderrain·Cell ReportsPeer-reviewed·May 28, 2026
- Transcriptomic diversity of cell types across the adult human brain
Kimberly Siletti, Rebecca D. Hodge, … Sten Linnarsson·SciencePeer-reviewed·Oct 12, 2023
- Conserved coexpression at single cell resolution across primate brains
Hamsini Suresh, Megan Crow, … Jesse A Gillis·bioRxiv·Sep 20, 2022
- Defining developmental diversification of diencephalon neurons through single-cell gene expression profiling
Qiuxia Guo, James Y. H. Li·DevelopmentPeer-reviewed·Mar 14, 2019