Spatial transcriptomics reveals human cortical layer and area specification

The human cerebral cortex is composed of six layers and dozens of areas that are molecularly and structurally distinct<sup>1-4</sup>. Although single-cell transcriptomic studies have advanced the molecular characterization of human cortical development, a substantial gap exists owing to the loss of spatial context during cell dissociation<sup>5-8</sup>. Here we used multiplexed error-robust fluorescence in situ hybridization (MERFISH)<sup>9</sup>, augmented with deep-learning-based nucleus segmentation, to examine the molecular, cellular and cytoarchitectural development of the human fetal cortex with spatially resolved single-cell resolution. Our extensive spatial atlas, encompassing more than 18 million single cells, spans eight cortical areas across seven developmental time points. We uncovered the early establishment of the six-layer structure, identifiable by the laminar distribution of excitatory neuron subtypes, 3 months before the emergence of cytoarchitectural layers. Notably, we discovered two distinct modes of cortical areal specification during mid-gestation: (1) a continuous, gradual transition observed across most cortical areas along the anterior-posterior axis and (2) a discrete, abrupt boundary specifically identified between the primary (V1) and secondary (V2) visual cortices as early as gestational week 20. This sharp binary transition in V1-V2 neuronal subtypes challenges the notion that mid-gestation cortical arealization involves only gradient-like transitions<sup>6,10</sup>. Furthermore, integrating single-nucleus RNA sequencing with MERFISH revealed an early upregulation of synaptogenesis in V1-specific layer 4 neurons. Collectively, our findings underscore the crucial role of spatial relationships in determining the molecular specification of cortical layers and areas. This study establishes a spatially resolved single-cell analysis paradigm and paves the way for the construction of a comprehensive developmental atlas of the human brain.

Authors

Institutions

Publication Details

Journal
Nature
Published
2025-05-14
DOI
https://doi.org/10.1038/s41586-025-09010-1
Citations
40
Primary Topic
Single-cell and spatial transcriptomics
Type
article
Field-Weighted Citation Impact
32.24
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Spatial transcriptomics reveals human cortical layer and area specification

Michael B. Miller, Monica Manam, Shunzhou Jiang, Christopher A. Walsh et al.
40 citations
Nature
Single-cell and spatial transcriptomics
32.24
article

Spatial transcriptomics reveals human cortical layer and area specification

Michael B. Miller, Monica Manam, Shunzhou Jiang, Christopher A. Walsh, Aoi Otani, Nicola Micali, Nenad Šestan, Pasko Rakić, Rebecca Andersen, Carsen Stringer, Xuyu Qian, Robert M. Johnson, Alexandra LeFevre, Emre Caglayan, Chunhui Cai, Jonathan L. Hecht, Jack H. Marciano, David Exposito-Alonso, Kyle Coleman, Diane D. Shao, Abbe Lai, Urmi Ghosh, Chunyu Luo, Mingyao Li, Liang Sun, Jennifer E. Neil, Andrea J. Kriz
article en
40 citations

Abstract

The human cerebral cortex is composed of six layers and dozens of areas that are molecularly and structurally distinct<sup>1-4</sup>. Although single-cell transcriptomic studies have advanced the molecular characterization of human cortical development, a substantial gap exists owing to the loss of spatial context during cell dissociation<sup>5-8</sup>. Here we used multiplexed error-robust fluorescence in situ hybridization (MERFISH)<sup>9</sup>, augmented with deep-learning-based nucleus segmentation, to examine the molecular, cellular and cytoarchitectural development of the human fetal cortex with spatially resolved single-cell resolution. Our extensive spatial atlas, encompassing more than 18 million single cells, spans eight cortical areas across seven developmental time points. We uncovered the early establishment of the six-layer structure, identifiable by the laminar distribution of excitatory neuron subtypes, 3 months before the emergence of cytoarchitectural layers. Notably, we discovered two distinct modes of cortical areal specification during mid-gestation: (1) a continuous, gradual transition observed across most cortical areas along the anterior-posterior axis and (2) a discrete, abrupt boundary specifically identified between the primary (V1) and secondary (V2) visual cortices as early as gestational week 20. This sharp binary transition in V1-V2 neuronal subtypes challenges the notion that mid-gestation cortical arealization involves only gradient-like transitions<sup>6,10</sup>. Furthermore, integrating single-nucleus RNA sequencing with MERFISH revealed an early upregulation of synaptogenesis in V1-specific layer 4 neurons. Collectively, our findings underscore the crucial role of spatial relationships in determining the molecular specification of cortical layers and areas. This study establishes a spatially resolved single-cell analysis paradigm and paves the way for the construction of a comprehensive developmental atlas of the human brain.

NatureVol. 644(8075)
Broad Institute (US), University of Maryland, Baltimore (US), Brigham and Women's Hospital (US), Boston Children's Hospital (US), Beth Israel Deaconess Medical Center (US), Howard Hughes Medical Institute (US), Harvard University (US), Janelia Research Campus (US), Yale University (US), Boston Children's Museum (US), University of Pennsylvania (US)
Life below water
Openalex Percentile: Top 0%
Single-cell and spatial transcriptomics
32.24
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.