ArticlebioRxiv : the preprint server for biology2025
ANTIPODE Provides a Global View of Cell Type Homology and Transcriptomic Divergence in the Developing Mammalian Brain.
Matthew T Schmitz, Jingwen W Ding, Sara Nolbrant, Reed McMullen, Chang N Kim, Bryan J Pavlovic, Tomasz J Nowakowski, Trygve E Bakken, Chun Jimmie Ye, Alex A Pollen
Abstract readPreprint
In one paragraphArticle in bioRxiv : the preprint server for biology, 2025. 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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0citing papers in PubMed
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1 · What the graph read from itWhat it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
2 · The registryThe trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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3 · Its place in the literatureWho cites it
0 citing papers in PubMed.
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4 · The recordCorrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
5 · Who and what moneyAuthors and funding
10 authors.
Jingwen W DingEli and Edythe Broad Center of Regeneration Medicine and Stem Cell Research, University of California, San Francisco, San Francisco, CA, USA.
Sara NolbrantEli and Edythe Broad Center of Regeneration Medicine and Stem Cell Research, University of California, San Francisco, San Francisco, CA, USA.
Reed McMullenEli and Edythe Broad Center of Regeneration Medicine and Stem Cell Research, University of California, San Francisco, San Francisco, CA, USA.
Chang N KimDepartment of Neurological Surgery, University of California, San Francisco, CA, USA.
Bryan J PavlovicEli and Edythe Broad Center of Regeneration Medicine and Stem Cell Research, University of California, San Francisco, San Francisco, CA, USA.
Tomasz J NowakowskiDepartment of Neurological Surgery, University of California, San Francisco, CA, USA.
Chun Jimmie YeInstitute for Human Genetics, University of California, San Francisco, San Francisco, California, USA.ORCID 0000-0001-6560-3783 Alex A PollenEli and Edythe Broad Center of Regeneration Medicine and Stem Cell Research, University of California, San Francisco, San Francisco, CA, USA.ORCID 0000-0003-3263-8634 Funding
Functionally guided adult whole brain cell atlas in human and NHPUM1MH130981 · NIMH · ALLEN INSTITUTE · PI Ed Lein, Hongkui Zeng · 2022 to 2026
$91.9MPREDOCTORAL TRAINING IN DEVELOPMENTAL BIOLOGYT32HD007470 · NICHD · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI Todd Nystul · 1994 to 2026
$7.7MA Cellular Resolution Census of the Developing Human BrainU01MH114825 · NIMH · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI HUANG, ERIC J, KRIEGSTEIN, ARNOLD · 2017 to 2021
$6.7MGenetic regulation and immunological function of ERAP2 haplotypesR01AI136972 · NIAID · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI YE, CHUN JIMMIE · 2018 to 2022
$3.5MDiscovering human divergent activity-regulated elements using comparative, computational, and functional approachesR01MH134981 · NIMH · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI KATHERINE S. POLLARD, ALEXANDER A POLLEN · 2023 to 2026
$3.3MEstablishing A Stem Cell Biology Platform for Decoding the Genetic Basis of Human Brain SpecializationsDP2MH122400 · NIMH · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI POLLEN, ALEXANDER A · 2019 to 2019
$2.4MReduction of the Olfactory Bulb and Reuse of its Inhibitory Neurons in the Primate CerebrumF31NS124333 · NINDS · UNIVERSITY OF CALIFORNIA, SAN FRANCISCO · PI SCHMITZ, MATTHEW T · 2021 to 2023
$110kNIAID NIH HHS R01 AI136972NICHD NIH HHS T32 HD007470NIMH NIH HHS DP2 MH122400NIMH NIH HHS R01 MH134981NIMH NIH HHS U01 MH114825NIMH NIH HHS UM1 MH130981NINDS NIH HHS F31 NS124333
6 · The paper itselfAbstract
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.
Identifiers
PMID41278807
PMCPMC12632859
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