What Is Conserved Across a Hundred Vertebrate Brains

Comparative view of cell-type identity and program conservation

Because the analysis layer aligns every species to a shared set of human-anchored orthologous genes, we can ask directly which aspects of brain cellular identity are conserved across deep evolutionary time and which are rewired. The picture that emerges is one of a stable cellular scaffold: cells segregate by cell type rather than by species, identity genes are as old as the vertebrate brain itself, and the ligand-receptor communication network is conserved even more strongly than the cell-type-internal programs it coordinates.

7.76
Species iLISI
cells spread across species
1.07
Cell-Type iLISI
cells cluster by type
99 / 100
Median Cluster Span
species per large cluster
100% ps1
Identity Markers
Euteleostomi-age genes

Cells Cluster by Cell Type, Not by Species

After batch-effect correction with Harmony and unsupervised clustering, the 492,121-cell analysis layer resolves into 43 atlas-level clusters. The most direct reading of integration quality is an inverse Local Inverse Simpson Index (iLISI): a high species iLISI means cells from many species mix together, while a low cell-type iLISI means distinct cell types remain separated. Here the species iLISI is 7.76 against a cell-type iLISI of 1.07, showing that the same cell type from different species shares a common molecular blueprint while remaining sharply distinct from other cell types. Consistent with this, large clusters each span a median of 99 of the 100 analysis-layer species.

Species mixing
7.76

Species labels were sparsely distributed across the whole UMAP: many species contribute to each shared cluster, confirming that the same cell type from different species clusters together rather than forming species-specific islands.

Cells are mixed across species at each shared cell-type hub.
Cell-type separation
1.07

The near-unity cell-type iLISI indicates that distinct cell types separate cleanly, so a co-localized point cloud can be assigned to a single identity rather than a blend of several.

Distinct cell types remain clearly separated after integration.

Program Conservation Across About 450 Million Years

To ask how much of cell-type identity survives deep evolutionary time, we compared molecular profiles of the white-spotted bamboo shark (Chiloscyllium plagiosum), a cartilaginous fish, with humans. Despite an estimated divergence of about 450 million years, ultra-conserved molecular signatures are preserved at the program level across sharks and humans, from the oldest jawed vertebrates to ourselves.

White-spotted bamboo shark   Chiloscyllium plagiosum
about 450 Mya divergence from humans
Microglia
CD74 DOCK2 VSIR microglial identity, innate-immunity regulation and a neuroinflammatory checkpoint expressed in shark microglia.
Ependymal
SLC1A2 GLIS3 GJA1 FGFR3 ependymal cells expressing astrocytic markers, pointing to deep conservation of regulatory mechanisms.
Oligodendrocytes
MBP NFASC FRMD4A PLEKHA8 upregulated myelin structural and targeting regulators.
Excitatory neurons
GSG1L LUZP2 excitatory identity markers preserved in the shark.
Inhibitory neurons
ADARB2 MEIS2 inhibitory identity markers enriched in shark inhibitory neurons.

The Ligand-Receptor Interactome Is More Conserved Than Cell-Internal Programs

Cell-cell communication is coordinated by ligand-receptor pairs, and we tested whether this communication layer is more evolutionarily conserved than the cell-type-internal programs that execute it. Across 64 ordered cell-type pairs spanning 8 broad cell classes in 99 species, ligand-receptor conservation was approximately twice that of the matched differentially expressed gene programs: a median pairwise Jaccard of 0.218 versus 0.108. The two quantities are not measured on the same scale, so the comparison reflects relative ordering rather than absolute magnitude, and the margin is threshold-dependent.

Ligand-receptor interactome median pairwise Jaccard 0.218
Cell-internal DEG programs median pairwise Jaccard 0.108

Of the 64 cell-type pairs, 55 showed significantly higher ligand-receptor conservation than DEG-program conservation (paired Wilcoxon, FDR < 0.05; global rank-biserial 0.849). The most conserved pairs were dominated by synaptic adhesion molecules such as NRXN1-NLGN1, CLSTN1-NRXN1, NCAM1-NCAM1 and CADM1-CADM1.

1,155
Core blueprint-like

Ancestral communication pairs shared across the phylogeny, of which 211 were already detectable in jawless vertebrates.

142
Amniote-added

Pairs added at the amniote node, alongside 66 further tetrapod-added pairs in the same ancestral-plus-additions structure.

755
Lineage-specific

Pairs restricted to particular lineages, together with 2,355 pairs not detected in our data and 23 untested, closing the 4,496-pair partition.

Identity Genes Are as Old as the Brain

Phylostratigraphic age analysis across 15 branches reveals that identity genes are drawn from the oldest stratum that already dominates the brain transcriptome. All 46 core cell-type markers trace to the Euteleostomi-age phylostratum (ps1), as old as the brain-expressed background itself. Identity genes are therefore as old as, not older than, the brain background, and diversity arises from regulatory recombination of this ancient toolkit rather than from new gene birth.

46 / 46 core ps1
all core cell-type markers assigned to the Euteleostomi-age stratum, within the cross-species-retained ortholog universe
100% ps1
top markers of all 24 neuronal subpopulations, with every subgroup individually at 100% (strict one-to-one n = 261; plus many-to-one n = 314)
99.9% ps1
brain-expressed background, making the enrichment contrast statistically untestable (pooled Fisher p = 0.0199, odds ratio 9.73, 95% CI 0.60 to 157.95)

Where Conservation Is Assembled

The comparative picture is built from cell-type-specific stories. Each lineage reveals how an ancient program is conserved across species and where it has been remodeled, from the Shh-class lineage logic of neurons to the two-layer microglial program detected even in the lamprey.

Explore the Comparative View

Browse the integrated cross-species atlas, compare programs across lineages, and download the data behind these findings.